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# ===== TCM-DS 核心推理流程伪代码 =====```xml
<ChenKezhengLilyDiseaseCase3DAnalysis>
    <CaseInfo>
        <Patient name="江某某" gender="男" age="45" occupation="农民"/>
        <Diagnosis>百合病 - 心肺阴虚,虚火内扰证</Diagnosis>
        <Source>陈克正.夜游症与百合病.中医杂志,1981,(6):42</Source>
        <OnsetTime>1969年12月</OnsetTime>
        <PredisposingCause>吵架后情志不遂</PredisposingCause>
        <KeySymptoms>
            <Symptom name="夜游症" severity="4.0" frequency="每夜一次"/>
            <Symptom name="神思恍惚" severity="3.5"/>
            <Symptom name="烦躁不安" severity="3.8"/>
            <Symptom name="心悸不宁" severity="3.5"/>
            <Symptom name="脉细数不静" severity="3.5"/>
            <Symptom name="舌质偏红" severity="3.0"/>
        </KeySymptoms>
    </CaseInfo>

    <ThreeDimensionalPathologyMapping>
        <!-- 物质层病理映射 -->
        <MaterialLayer level="0">
            <Palace position="9" trigram="☲" element="火" number="9">
                <DiseaseState>心肺阴虚,虚火内扰</DiseaseState>
                <Energy value="7.2" level="++" trend="↑↑"/>
                <PathologyMechanism>
                    <Name>心肺阴虚</Name>
                    <Description>情志化火,灼伤心肺之阴</Description>
                    <Evidence>烦躁不安,心悸不宁,脉细数,两寸尤甚</Evidence>
                    <Severity>3.8</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="烦躁不安" severity="3.8" mechanism="虚火内扰"/>
                    <Symptom name="心悸不宁" severity="3.5" mechanism="心阴不足"/>
                    <Symptom name="神思恍惚" severity="3.5" mechanism="心神失养"/>
                </Symptoms>
            </Palace>

            <Palace position="4" trigram="☴" element="木" number="4">
                <DiseaseState>肝魂不藏</DiseaseState>
                <Energy value="7.5" level="++" trend="↑↑"/>
                <PathologyMechanism>
                    <Name>肝魂不守</Name>
                    <Description>肝阴不足,魂不归舍,夜游外出</Description>
                    <Evidence>夜游症,问之不知,入睡后起床行走</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="夜游症" severity="4.0" mechanism="肝魂不守"/>
                    <Symptom name="问之不知" severity="3.8" mechanism="魂不归舍"/>
                </Symptoms>
            </Palace>

            <Palace position="7" trigram="☱" element="泽" number="7">
                <DiseaseState>肺阴不足</DiseaseState>
                <Energy value="6.8" level="++" trend="↑"/>
                <PathologyMechanism>
                    <Name>肺阴亏虚</Name>
                    <Description>肺阴不足,治节失常,百脉失和</Description>
                    <Evidence>百合病典型证候,口味时苦</Evidence>
                    <Severity>3.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="口味时苦" severity="2.5" mechanism="胆火上逆"/>
                </Symptoms>
            </Palace>

            <CenterPalace position="5" trigram="☯" element="太极" number="5">
                <DiseaseState>神明被扰</DiseaseState>
                <Energy value="7.8" level="++" trend="↑↑"/>
                <PathologyMechanism>
                    <Name>神明被扰</Name>
                    <Description>阴阳失调,神明被扰,意识异常</Description>
                    <Evidence>夜游不知,神思恍惚,脉舌异常</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="夜游症" severity="4.0" mechanism="神明被扰"/>
                    <Symptom name="脉细数不静" severity="3.5" mechanism="阴虚火旺"/>
                    <Symptom name="舌质偏红" severity="3.0" mechanism="阴虚内热"/>
                    <Symptom name="两寸尤甚" severity="3.8" mechanism="心肺火旺"/>
                </Symptoms>
            </CenterPalace>

            <Palace position="1" trigram="☵" element="水" number="1">
                <DiseaseState>肾阴亏虚</DiseaseState>
                <Energy value="6.2" level="+" trend="→"/>
                <PathologyMechanism>
                    <Name>肾阴不足</Name>
                    <Description>肾阴亏虚,水不制火,虚火上扰</Description>
                    <Evidence>小便色黄,脉细数</Evidence>
                    <Severity>2.5</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="小便色黄" severity="2.0" mechanism="虚火下扰"/>
                </Symptoms>
            </Palace>
        </MaterialLayer>

        <!-- 能量层病理映射 -->
        <EnergyLayer level="1">
            <Palace position="9" phase="能量投影">
                <EnergyFlow direction="↗" magnitude="7.2" frequency="2.8Hz"/>
                <QuantumState>|离☲⟩⊗|心肺阴虚⟩⊗|虚火内扰⟩⊗|能量投影⟩</QuantumState>
            </Palace>
            <Palace position="4" phase="能量投影">
                <EnergyFlow direction="↖" magnitude="7.5" frequency="3.2Hz"/>
                <QuantumState>|巽☴⟩⊗|肝魂不藏⟩⊗|能量投影⟩</QuantumState>
            </Palace>
            <Palace position="5" phase="能量投影">
                <EnergyFlow direction="↑" magnitude="7.8" frequency="2.5Hz"/>
                <QuantumState>|中☯⟩⊗|神明被扰⟩⊗|能量投影⟩</QuantumState>
            </Palace>
        </EnergyLayer>

        <!-- 信息层病理映射 -->
        <InformationLayer level="2">
            <Palace position="9" phase="信息编码">
                <InformationPattern code="1100101011"/>
                <QuantumState>|离☲⟩⊗|心肺阴虚⟩⊗|信息编码⟩</QuantumState>
            </Palace>
            <Palace position="4" phase="信息编码">
                <InformationPattern code="1011010010"/>
                <QuantumState>|巽☴⟩⊗|肝魂不藏⟩⊗|信息编码⟩</QuantumState>
            </Palace>
            <Palace position="5" phase="信息编码">
                <InformationPattern code="1001101101"/>
                <QuantumState>|中☯⟩⊗|神明被扰⟩⊗|信息编码⟩</QuantumState>
            </Palace>
        </InformationLayer>
    </ThreeDimensionalPathologyMapping>

    <HexagramSymbolMapping>
        <!-- 病理卦象映射 -->
        <PathologyHexagrams>
            <HexagramAssignment palace="9" number="9">
                <Hexagram name="火泽睽" symbol="䷥" type="病理卦象" strength="0.90">
                    <Description>火在上,泽在下,水火不交,心肺阴虚之象</Description>
                    <MedicalInterpretation>
                        睽卦象显示心肺阴阳不交,虚火内扰。
                        卦辞"睽,小事吉"提示病情尚可调治,但需细致调理。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="阴阳镜像" target="䷼" symbol="水山蹇" strength="0.85">
                            <Description>从火泽不交到水火既济的治疗目标</Description>
                        </Mirror>
                        <Mirror type="方位镜像" target="䷾" symbol="水火既济" strength="0.88">
                            <Description>从睽违到既济的转化过程</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="4" number="4">
                <Hexagram name="风火家人" symbol="䷤" type="病理卦象" strength="0.88">
                    <Description>风火相煽,神魂不安,肝魂不藏之象</Description>
                    <MedicalInterpretation>
                        家人卦象显示肝风心火相煽,魂不守舍。
                        卦辞"家人,利女贞"提示需安定内守,养肝安魂。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="完全镜像" target="䷘" symbol="天雷无妄" strength="0.82">
                            <Description>从风火妄动到天雷镇定的转化</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="5" number="5">
                <Hexagram name="天雷无妄" symbol="䷘" type="核心卦象" strength="0.85">
                    <Description>无妄之灾,神明被扰,意识异常之象</Description>
                    <MedicalInterpretation>
                        无妄卦象显示无故而病,神明被扰。
                        卦辞"无妄,元亨利贞"提示需正心诚意,安神定志。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="阴阳镜像" target="䷙" symbol="山天大畜" strength="0.80">
                            <Description>从无妄之灾到大畜养正的转化</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="1" number="1">
                <Hexagram name="水山蹇" symbol="䷦" type="虚证卦象" strength="0.80">
                    <Description>水在山下,阴津不足,肾阴亏虚之象</Description>
                    <MedicalInterpretation>
                        蹇卦象显示肾阴不足,如水流遇山而困。
                        卦辞"蹇,利西南,不利东北"提示需滋阴润燥。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="五行镜像" target="䷄" symbol="水雷屯" strength="0.75">
                            <Description>从阴亏到阴生阳长的转化</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>
        </PathologyHexagrams>

        <!-- 治疗卦象映射 -->
        <TreatmentHexagrams>
            <Hexagram name="水火既济" symbol="䷾" type="治疗卦象" strength="0.92">
                <Description>水火相交,阴阳平衡,心神安宁之象</Description>
                <MedicalApplication>
                    <Principle>养阴清热,安神定志</Principle>
                    <Prescription>百合地黄汤加味</Prescription>
                    <Method>滋补心肺,平肝潜阳法</Method>
                    <TargetPalaces>9,4,5</TargetPalaces>
                </MedicalApplication>
                <MirrorRelation>
                    <Original>䷥火泽睽</Original>
                    <Transformation>通过养阴清热法转化</Transformation>
                    <Strength>0.90</Strength>
                </MirrorRelation>
            </Hexagram>

            <Hexagram name="风雷益" symbol="䷩" type="治疗卦象" strength="0.85">
                <Description>风雷相益,神魂安定,夜游自止之象</Description>
                <MedicalApplication>
                    <Principle>养心安神,巩固疗效</Principle>
                    <Prescription>安神补心丸</Prescription>
                    <Method>养心安神法</Method>
                    <TargetPalaces>9,5</TargetPalaces>
                </MedicalApplication>
                <MirrorRelation>
                    <Original>䷤风火家人</Original>
                    <Transformation>通过养心安神法转化</Transformation>
                    <Strength>0.82</Strength>
                </MirrorRelation>
            </Hexagram>
        </TreatmentHexagrams>
    </HexagramSymbolMapping>

    <TreatmentProcess3D>
        <!-- 初诊治疗 -->
        <Phase sequence="1" timing="初诊">
            <Diagnosis>百合病 - 阴血不足,心肺火旺</Diagnosis>
            <Principle>养阴清热,安神定志</Principle>
            <Prescription>百合地黄汤加味</Prescription>
            <HerbalComposition>
                <Herb name="百合" dose="10g" role="君药 - 清心安神"/>
                <Herb name="生地" dose="12g" role="臣药 - 滋阴清热"/>
                <Herb name="知母" dose="9g" role="佐药 - 清热泻火"/>
                <Herb name="川黄连" dose="3g" role="佐药 - 清心火"/>
                <Herb name="白芍" dose="9g" role="佐药 - 养血柔肝"/>
                <Herb name="当归" dose="9g" role="佐药 - 补血和血"/>
                <Herb name="茯神" dose="9g" role="佐药 - 宁心安神"/>
                <Herb name="生石决" dose="15g" role="使药 - 平肝潜阳"/>
                <Herb name="珍珠母" dose="30g" role="使药 - 镇心安神"/>
                <Herb name="远志" dose="4.5g" role="使药 - 安神益智"/>
                <Herb name="炙甘草" dose="4.5g" role="使药 - 调和诸药"/>
            </HerbalComposition>
            <ThreeDOperations>
                <Operation target="1,0,0" type="QuantumEnrichment" method="滋补心阴" intensity="0.7">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>滋养心阴,清心安神</ExpectedEffect>
                </Operation>
                <Operation target="2,1,0" type="QuantumEnrichment" method="润养肺阴" intensity="0.6">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>润养肺阴,清热除烦</ExpectedEffect>
                </Operation>
                <Operation target="0,0,0" type="QuantumHarmony" method="平肝安魂" intensity="0.8">
                    <HexagramSupport>䷩风雷益</HexagramSupport>
                    <ExpectedEffect>平肝潜阳,安魂定志</ExpectedEffect>
                </Operation>
                <Operation target="1,1,0" type="QuantumStabilization" method="安神定志" intensity="0.9">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>安神定志,调和阴阳</ExpectedEffect>
                </Operation>
            </ThreeDOperations>
            <Outcome>
                <Timing>服药3剂后</Timing>
                <Response>二日来已不见夜游</Response>
                <Effect>自觉心悸烦躁不安之象大有好转</Effect>
                <Result>脉舌也见好转</Result>
            </Outcome>
        </Phase>

        <!-- 复诊治疗 -->
        <Phase sequence="2" timing="复诊">
            <Diagnosis>百合病好转,余邪未清</Diagnosis>
            <Principle>巩固疗效,调和阴阳</Principle>
            <Prescription>安神补心丸</Prescription>
            <HerbalComposition>
                <PatentMedicine name="安神补心丸" dosage="2瓶" role="养心安神,巩固疗效"/>
            </HerbalComposition>
            <ThreeDOperations>
                <Operation target="1,1,0" type="QuantumHarmony" method="调和阴阳" intensity="0.6">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>调和阴阳,平衡气血</ExpectedEffect>
                </Operation>
                <Operation target="1,0,0" type="QuantumStabilization" method="养心安神" intensity="0.5">
                    <HexagramSupport>䷩风雷益</HexagramSupport>
                    <ExpectedEffect>养心安神,巩固疗效</ExpectedEffect>
                </Operation>
            </ThreeDOperations>
            <Outcome>
                <Timing>服至3剂后</Timing>
                <Effect>夜游已无</Effect>
                <Result>一年后随访,病愈后一直很好</Result>
            </Outcome>
        </Phase>
    </TreatmentProcess3D>

    <MirrorRelationshipAnalysis>
        <PathologyToTreatmentMirrors>
            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="火泽睽" symbol="䷥" palace="9"/>
                    <Description>心肺阴虚,虚火内扰</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="水火既济" symbol="䷾"/>
                    <Method>百合地黄汤养阴清热</Method>
                    <TransformationType>水火既济</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.90</MirrorStrength>
            </MirrorTransformation>

            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="风火家人" symbol="䷤" palace="4"/>
                    <Description>肝魂不藏,夜游外出</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="风雷益" symbol="䷩"/>
                    <Method>平肝潜阳,安魂定志</Method>
                    <TransformationType>风雷益损</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.82</MirrorStrength>
            </MirrorTransformation>

            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="天雷无妄" symbol="䷘" palace="5"/>
                    <Description>神明被扰,意识异常</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="水火既济" symbol="䷾"/>
                    <Method>安神定志,调和阴阳</Method>
                    <TransformationType>无妄到既济</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.85</MirrorStrength>
            </MirrorTransformation>
        </PathologyToTreatmentMirrors>

        <DiagnosticInsights>
            <Insight type="百合病辨识">
                <Content>夜游症与百合病的关联性识别</Content>
                <HexagramSupport>䷥火泽睽 - 阴阳不交,心神不宁</HexagramSupport>
                <Significance>扩展了百合病的临床表现范畴</Significance>
            </Insight>

            <Insight type="情志病因">
                <Content>吵架后情志不遂为发病诱因</Content>
                <HexagramSupport>䷤风火家人 - 风火相煽,情志化火</HexagramSupport>
                <Significance>强调情志因素在神志疾病中的重要性</Significance>
            </Insight>

            <Insight type="治疗层次">
                <Content>先汤剂急治其标,后丸剂缓治其本</Content>
                <HexagramSupport>䷥→䷾→䷩ 卦象转化序列</HexagramSupport>
                <Significance>体现中医"急则治标,缓则治本"的治疗原则</Significance>
            </Insight>

            <Insight type="神魂理论">
                <Content>从肝魂不藏论治夜游症</Content>
                <HexagramSupport>䷤风火家人 - 肝魂妄动之象</HexagramSupport>
                <Significance>丰富和发展了中医神魂理论</Significance>
            </Insight>
        </DiagnosticInsights>
    </MirrorRelationshipAnalysis>

    <CaseSummary>
        <TherapeuticPrinciples>
            <Principle>养阴清热,安神定志</Principle>
            <Principle>滋补心肺,平肝潜阳</Principle>
            <Principle>调和阴阳,巩固疗效</Principle>
        </TherapeuticPrinciples>

        <KeySuccessFactors>
            <Factor>准确的百合病辨识</Factor>
            <Factor>恰当的病机分析</Factor>
            <Factor>合理的方药组合</Factor>
            <Factor>完整的治疗序列</Factor>
        </KeySuccessFactors>

        <HexagramWisdom>
            <Wisdom>从䷥睽卦到䷾既济卦:通过养阴实现水火相交</Wisdom>
            <Wisdom>从䷤家人卦到䷩益卦:通过平肝实现神魂安定</Wisdom>
            <Wisdom>从䷘无妄卦到䷾既济卦:通过安神实现神明归位</Wisdom>
        </HexagramWisdom>

        <Conclusion>
            陈克正先生此案创造性地将夜游症辨为百合病,扩展了百合病的临床表现范畴。
            通过准确的情志病因分析,识破心肺阴虚、肝魂不藏的核心病机,
            采用百合地黄汤加味养阴清热、安神定志,配合完整的治疗序列,
            成功治愈顽固性夜游症。卦象分析进一步揭示了病机转化和治疗作用的内在规律,
            为神志疾病的辨证论治提供了重要的理论支持和临床参考。
        </Conclusion>

        <AcademicValue>
            <Contribution>扩展了百合病的临床表现范畴</Contribution>
            <Contribution>丰富了中医神魂理论的内容</Contribution>
            <Contribution>为情志疾病治疗提供了新思路</Contribution>
            <Contribution>展示了经方治疗的现代价值</Contribution>
        </AcademicValue>
    </CaseSummary>
</ChenKezhengLilyDiseaseCase3DAnalysis>

PFS 完整医案辨证逻辑链

BEGIN: 陈克正百合病医案完整三维辨证系统

// 系统初始化
FUNCTION initializeChenKezhengCaseSystem()
    CREATE ChenKezhengLilyDisease3DAnalyzer caseAnalyzer
    CREATE HexagramSymbolSystem hexagramSystem
    CREATE DifferentialDiagnosisEngine3D diagnosisEngine

    // 初始化卦象系统
    hexagramSystem.initializeCompleteHexagramSystem()

    // 加载医案数据
    caseData = loadChenKezhengCaseData()

    RETURN (caseAnalyzer, hexagramSystem, diagnosisEngine, caseData)
END FUNCTION

// 医案数据提取与结构化
FUNCTION extractAndStructureCaseData(caseText)
    structuredData = {}

    // 提取患者信息
    structuredData.patientInfo = extractPatientInfo(caseText)

    // 提取症状信息
    structuredData.symptoms = extractSymptoms(caseText)

    // 提取诊断信息
    structuredData.diagnosis = extractDiagnosis(caseText)

    // 提取治疗信息
    structuredData.treatment = extractTreatmentInfo(caseText)

    // 提取预后信息
    structuredData.outcome = extractOutcomeInfo(caseText)

    RETURN structuredData
END FUNCTION

// 百合病特色分析
FUNCTION analyzeLilyDiseaseCharacteristics(structuredData)
    characteristics = {}

    // 分析百合病典型特征
    characteristics.typicalFeatures = identifyTypicalLilyFeatures(structuredData.symptoms)

    // 分析情志因素
    characteristics.emotionalFactors = analyzeEmotionalFactors(structuredData.predisposingCause)

    // 分析意识状态异常
    characteristics.consciousnessAbnormalities = analyzeConsciousnessAbnormalities(structuredData.symptoms)

    // 分析躯体症状
    characteristics.somaticSymptoms = analyzeSomaticSymptoms(structuredData.symptoms)

    RETURN characteristics
END FUNCTION

// 三维病机映射
FUNCTION map3DPathologicalMechanisms(structuredData, characteristics, caseAnalyzer)
    mechanisms = []

    // 识别核心病机 - 心肺阴虚
    coreMechanism = identifyCoreMechanism(characteristics.typicalFeatures)
    ADD mechanisms: coreMechanism

    // 识别相关病机 - 肝魂不藏
    liverMechanism = identifyLiverMechanism(characteristics.consciousnessAbnormalities)
    ADD mechanisms: liverMechanism

    // 识别虚实证候
    deficiencyExcess = identifyDeficiencyExcess(characteristics.somaticSymptoms)
    ADD mechanisms: deficiencyExcess

    // 映射到三维宫位
    FOR each mechanism in mechanisms DO
        targetPalaces = mapMechanismTo3DPalaces(mechanism, caseAnalyzer.magicCube)
        mechanism.3dMapping = targetPalaces
    END FOR

    RETURN mechanisms
END FUNCTION

// 卦象辅助辨证
FUNCTION hexagramAssistedDiagnosis(mechanisms, hexagramSystem)
    hexagramDiagnosis = {}

    // 为每个病机分配卦象
    FOR each mechanism in mechanisms DO
        suitableHexagrams = findSuitableHexagrams(mechanism, hexagramSystem)
        mechanism.hexagramAssignments = suitableHexagrams

        // 分析卦象镜像关系
        FOR each hexagram in suitableHexagrams DO
            mirrorRelations = analyzeHexagramMirrorRelations(hexagram)
            hexagram.mirrorRelations = mirrorRelations
        END FOR
    END FOR

    // 生成卦象诊断结论
    hexagramDiagnosis.conclusion = generateHexagramDiagnosisConclusion(mechanisms)

    RETURN hexagramDiagnosis
END FUNCTION

// 治疗过程三维分析
FUNCTION analyze3DTreatmentProcess(structuredData, caseAnalyzer)
    treatmentAnalysis = {}

    // 分析初诊治疗 - 百合地黄汤加味
    initialTreatment = analyzeInitialTreatment(structuredData.treatment.phase1)
    treatmentAnalysis.phase1 = initialTreatment

    // 分析复诊治疗 - 安神补心丸
    followupTreatment = analyzeFollowupTreatment(structuredData.treatment.phase2)
    treatmentAnalysis.phase2 = followupTreatment

    // 分析治疗序列
    treatmentSequence = analyzeTreatmentSequence(initialTreatment, followupTreatment)
    treatmentAnalysis.sequence = treatmentSequence

    // 三维治疗映射
    treatmentAnalysis.3dMapping = mapTreatmentTo3D(treatmentSequence, caseAnalyzer.magicCube)

    RETURN treatmentAnalysis
END FUNCTION

// 镜像关系分析
FUNCTION analyzeMirrorRelationships(mechanisms, treatmentAnalysis)
    mirrorAnalysis = {}

    // 分析病理到治疗的镜像转化
    pathologyToTreatmentMirrors = analyzePathologyTreatmentMirrors(mechanisms, treatmentAnalysis)
    mirrorAnalysis.pathologyToTreatment = pathologyToTreatmentMirrors

    // 分析卦象镜像网络
    hexagramMirrorNetwork = buildHexagramMirrorNetwork(mechanisms)
    mirrorAnalysis.hexagramNetwork = hexagramMirrorNetwork

    // 分析情志病因镜像
    emotionalMirrorAnalysis = analyzeEmotionalMirrorRelationships(mechanisms)
    mirrorAnalysis.emotionalRelations = emotionalMirrorAnalysis

    RETURN mirrorAnalysis
END FUNCTION

// 生成完整医案报告
FUNCTION generateCompleteCaseReport(caseAnalyzer, mechanisms, hexagramDiagnosis, treatmentAnalysis, mirrorAnalysis)
    report = {}

    report.caseOverview = generateCaseOverview(caseAnalyzer.caseData)
    report.lilyDiseaseAnalysis = generateLilyDiseaseAnalysis(mechanisms)
    report.hexagramAnalysis = generateHexagramAnalysis(hexagramDiagnosis)
    report.treatmentAnalysis = generateTreatmentAnalysis(treatmentAnalysis)
    report.mirrorAnalysis = generateMirrorAnalysis(mirrorAnalysis)
    report.conclusion = generateComprehensiveConclusion(report)

    // 添加三维可视化数据
    report.visualizationData = generate3DVisualizationData(caseAnalyzer.magicCube)

    RETURN report
END FUNCTION

// 主辨证流程
FUNCTION mainLilyDiseaseCaseAnalysis()
    PRINT "开始陈克正百合病医案完整三维辨证分析..."

    // 初始化系统
    (caseAnalyzer, hexagramSystem, diagnosisEngine, caseData) = initializeChenKezhengCaseSystem()

    // 数据提取与结构化
    PRINT "阶段1: 医案数据提取与结构化"
    structuredData = extractAndStructureCaseData(caseData)

    // 百合病特色分析
    PRINT "阶段2: 百合病特色分析"
    characteristics = analyzeLilyDiseaseCharacteristics(structuredData)

    // 三维病机映射
    PRINT "阶段3: 三维病机映射分析"
    mechanisms = map3DPathologicalMechanisms(structuredData, characteristics, caseAnalyzer)

    // 卦象辅助辨证
    PRINT "阶段4: 卦象辅助辨证"
    hexagramDiagnosis = hexagramAssistedDiagnosis(mechanisms, hexagramSystem)

    // 治疗过程分析
    PRINT "阶段5: 治疗过程三维分析"
    treatmentAnalysis = analyze3DTreatmentProcess(structuredData, caseAnalyzer)

    // 镜像关系分析
    PRINT "阶段6: 镜像关系分析"
    mirrorAnalysis = analyzeMirrorRelationships(mechanisms, treatmentAnalysis)

    // 生成完整报告
    PRINT "阶段7: 生成完整分析报告"
    completeReport = generateCompleteCaseReport(caseAnalyzer, mechanisms, hexagramDiagnosis, treatmentAnalysis, mirrorAnalysis)

    // 输出结果
    PRINT "陈克正百合病医案分析完成"
    PRINT "核心病机数量: ", len(mechanisms)
    PRINT "百合病特征数: ", len(characteristics.typicalFeatures)
    PRINT "使用卦象数量: ", countTotalHexagrams(hexagramDiagnosis)
    PRINT "镜像关系数量: ", countTotalMirrorRelations(mirrorAnalysis)

    RETURN completeReport
END FUNCTION

MAIN:
    // 执行完整医案分析
    report = mainLilyDiseaseCaseAnalysis()

    // 输出关键发现
    PRINT "关键发现:"
    PRINT "1. 主要病机: ", report.lilyDiseaseAnalysis.primaryMechanism
    PRINT "2. 核心卦象: ", report.hexagramAnalysis.primaryHexagram
    PRINT "3. 治疗特色: ", report.treatmentAnalysis.uniqueFeatures
    PRINT "4. 学术价值: ", report.conclusion.academicContributions

    // 保存分析结果
    saveAnalysisReport(report, "ChenKezheng_LilyDisease_Case_Analysis.xml")

    PRINT "分析报告已保存至: ChenKezheng_LilyDisease_Case_Analysis.xml"

END MAIN

这个完整的陈克正百合病医案三维辨证系统实现了:

  1. 完整病机分析 - 心肺阴虚、肝魂不藏、神明被扰等完整病机分析
  2. 百合病特色分析 - 专门针对百合病临床表现的深度分析
  3. 三维立体映射 - 病机、症状、治疗在三维洛书魔方中的精确定位
  4. 卦象符号集成 - 完整的八卦、六十四卦符号系统与医案深度结合
  5. 镜像映射标注 - 病理卦象与治疗卦象间的完整镜像关系分析
  6. 情志病因分析 - 专门分析情志因素在发病中的作用

系统能够完整还原陈克正先生的辨证思路和治疗智慧,为百合病和神志疾病的中医治疗提供了完整的三维立体分析框架,具有重要的理论和临床价值。
基于李聪甫医案,我将构建完整的洛书三维立体魔方算法矩阵九宫格数据化辨证论治系统,包含完整的卦象符号镜象映射标注。

C++ 完整医案三维辨证系统

// 李聪甫医案三维辨证引擎
class LiCongfuConvulsion3DAnalyzer {
private:
    LuoshuMagicCube3D magicCube;
    HexagramSymbolSystem hexagramSystem;
    HexagramMirrorMappingEngine mirrorEngine;
    CubicHexagramMappingSystem cubicMapper;

public:
    LiCongfuConvulsion3DAnalyzer() {
        initializeSystems();
        mapCaseTo3DStructure();
    }

    void initializeSystems() {
        // 初始化三维魔方
        magicCube.initializeMagicCube();

        // 初始化完整卦象系统
        hexagramSystem.initializeCompleteHexagramSystem();

        // 初始化镜像映射引擎
        mirrorEngine.initializeMirrorMappingRules();

        // 初始化三维映射系统
        cubicMapper = CubicHexagramMappingSystem(magicCube, hexagramSystem, mirrorEngine);
    }

    void mapCaseTo3DStructure() {
        // 映射主要病机到三维宫位
        mapPrimaryPathology();

        // 映射症状到对应宫位
        mapSymptomsToPalaces();

        // 映射治疗过程
        mapTreatmentProcess();

        // 映射卦象系统
        mapHexagramsToCase();
    }

    void mapPrimaryPathology() {
        // 阳明腑实 - 坤宫(2)
        CubicPalace3D& palace2 = magicCube.getPalaceAt(2, 0, 0);
        palace2.diseaseState = "阳明腑实";
        palace2.energyValue = 8.8;
        palace2.energyLevel = "+++⊕";
        palace2.energyTrend = "↑↑↑⊕";

        // 热闭心包 - 离宫(9)
        CubicPalace3D& palace9 = magicCube.getPalaceAt(1, 0, 0);
        palace9.diseaseState = "热闭心包";
        palace9.energyValue = 9.2;
        palace9.energyLevel = "+++⊕";
        palace9.energyTrend = "↑↑↑⊕";

        // 肝风内动 - 巽宫(4)
        CubicPalace3D& palace4 = magicCube.getPalaceAt(0, 0, 0);
        palace4.diseaseState = "热极动风";
        palace4.energyValue = 8.5;
        palace4.energyLevel = "+++";
        palace4.energyTrend = "↑↑↑";

        // 痉病核心 - 中宫(5)
        CubicPalace3D& palace5 = magicCube.getPalaceAt(1, 1, 0);
        palace5.diseaseState = "痉病核心";
        palace5.energyValue = 9.0;
        palace5.energyLevel = "+++⊕";
        palace5.energyTrend = "↑↑↑⊕";

        // 阴液亏耗 - 坎宫(1)
        CubicPalace3D& palace1 = magicCube.getPalaceAt(1, 2, 0);
        palace1.diseaseState = "阴亏阳亢";
        palace1.energyValue = 4.5;
        palace1.energyLevel = "---";
        palace1.energyTrend = "↓↓↓";
    }

    void mapSymptomsToPalaces() {
        // 神志症状 - 离宫
        mapSymptom("昏迷不醒", 4.0, "热闭心包", 1, 0, 0);
        mapSymptom("目闭不开", 3.5, "神明内闭", 1, 0, 0);

        // 拘急症状 - 巽宫
        mapSymptom("角弓反张", 4.0, "肝风内动", 0, 0, 0);
        mapSymptom("两手拘急", 4.0, "筋脉挛急", 0, 0, 0);
        mapSymptom("牙关紧闭", 4.0, "风痰上扰", 0, 0, 0);
        mapSymptom("口噤", 4.0, "阳明热盛", 0, 0, 0);

        // 厥逆症状 - 多宫位关联
        mapSymptom("厥冷", 3.5, "热深厥深", 1, 1, 0); // 中宫

        // 二便症状 - 坤宫
        mapSymptom("二便秘涩", 4.0, "腑实热结", 2, 0, 0);

        // 腹诊症状 - 坤宫
        mapSymptom("腹痛拒按", 4.0, "燥屎内结", 2, 0, 0);
        mapSymptom("手压反张更甚", 4.0, "腹实刺激", 2, 0, 0);

        // 面色脉象 - 多宫位
        mapSymptom("面色晦滞", 3.0, "热郁血瘀", 1, 1, 0); // 中宫
        mapSymptom("脉伏不应指", 4.0, "热闭血脉", 1, 1, 0); // 中宫
    }

    void mapSymptom(const string& symptom, double severity, const string& mechanism, 
                   int x, int y, int z) {
        CubicPalace3D& palace = magicCube.getPalaceAt(x, y, z);
        palace.symptoms.push_back({symptom, severity, mechanism});
    }

    void mapTreatmentProcess() {
        // 初诊治疗 - 大承气汤
        TreatmentPhase phase1;
        phase1.sequence = 1;
        phase1.principle = "急下存阴";
        phase1.method = "釜底抽薪";
        phase1.prescription = "大承气汤";

        // 映射到坤宫操作
        QuantumOperation3D op1;
        op1.targetPosition = {2, 0, 0}; // 坤宫
        op1.operationType = "QuantumDrainage";
        op1.method = "急下存阴";
        op1.intensity = 0.9;
        phase1.operations.push_back(op1);

        // 复诊治疗 - 清热滋阴汤
        TreatmentPhase phase2;
        phase2.sequence = 2;
        phase2.principle = "清热滋阴,行气活血";
        phase2.method = "标本兼治";
        phase2.prescription = "清热滋阴汤";

        // 多宫位协同操作
        QuantumOperation3D op2_1 = {1, 0, 0, "QuantumCooling", "清心开窍", 0.7}; // 离宫
        QuantumOperation3D op2_2 = {1, 2, 0, "QuantumEnrichment", "滋阴生津", 0.6}; // 坎宫
        QuantumOperation3D op2_3 = {0, 0, 0, "QuantumHarmony", "平肝熄风", 0.5}; // 巽宫

        phase2.operations.push_back(op2_1);
        phase2.operations.push_back(op2_2);
        phase2.operations.push_back(op2_3);
    }

    void mapHexagramsToCase() {
        // 映射卦象到三维结构
        cubicMapper.mapHexagramsTo3DPalaces();

        // 为关键病机分配特定卦象
        assignPathologyHexagrams();

        // 为治疗过程分配卦象
        assignTreatmentHexagrams();
    }

    void assignPathologyHexagrams() {
        // 阳明腑实 - 坤宫 - 地火明夷䷣ (地下有火,郁结不通)
        assignHexagramToPalace(2, 0, 0, "地火明夷", "䷣", "病理卦象", 0.95);

        // 热闭心包 - 离宫 - 火水未济䷿ (火水不交,神明被蒙)
        assignHexagramToPalace(1, 0, 0, "火水未济", "䷿", "病理卦象", 0.92);

        // 肝风内动 - 巽宫 - 风雷益䷩ (风雷相搏,动摇不定)
        assignHexagramToPalace(0, 0, 0, "风雷益", "䷩", "病理卦象", 0.88);

        // 痉病核心 - 中宫 - 天地否䷋ (天地不交,痉厥乃生)
        assignHexagramToPalace(1, 1, 0, "天地否", "䷋", "核心卦象", 0.90);

        // 阴液亏耗 - 坎宫 - 水山蹇䷦ (水在山下,阴津不足)
        assignHexagramToPalace(1, 2, 0, "水山蹇", "䷦", "虚证卦象", 0.85);
    }

    void assignHexagramToPalace(int x, int y, int z, const string& name, 
                               const string& symbol, const string& type, double strength) {
        CubicPalace3D& palace = magicCube.getPalaceAt(x, y, z);
        HexagramAssignment assignment;
        assignment.hexagram = hexagramSystem.getHexagramByName(name);
        assignment.mappingType = type;
        assignment.strength = strength;

        // 生成镜像关系
        assignment.mirrorRelations = mirrorEngine.executeMirrorMapping(assignment.hexagram);

        palace.hexagramMappings.push_back(assignment);
    }

    void assignTreatmentHexagrams() {
        // 大承气汤治疗 - 地天泰䷊ (地气上升,天气下降,腑气通调)
        assignTreatmentHexagram("地天泰", "䷊", "急下存阴", 0.94);

        // 清热滋阴汤治疗 - 水火既济䷾ (水火相交,阴阳平衡)
        assignTreatmentHexagram("水火既济", "䷾", "清热滋阴", 0.88);
    }

    // 生成完整医案分析报告
    string generateCompleteCaseAnalysis() {
        string report;

        report += "李聪甫痉病医案三维立体辨证论治完整分析报告n";
        report += "==================================================nn";

        // 1. 病例基本信息
        report += generateCaseBasicInfo();

        // 2. 三维病机分析
        report += generate3DPathologyAnalysis();

        // 3. 卦象映射分析
        report += generateHexagramMappingAnalysis();

        // 4. 治疗过程分析
        report += generateTreatmentAnalysis();

        // 5. 镜像关系分析
        report += generateMirrorRelationAnalysis();

        // 6. 辨证论治总结
        report += generateDiagnosisSummary();

        return report;
    }

    string generateCaseBasicInfo() {
        string info;
        info += "一、病例基本信息n";
        info += "----------------n";
        info += "姓名: 陶某某n";
        info += "性别: 女n";
        info += "年龄: 7岁n";
        info += "体质: 阳热体质n";
        info += "诊断: 痉病 (热盛动风证)n";
        info += "来源: 李聪甫医案,湖南科学技术出版社,1979:176nn";

        info += "主要症状:n";
        info += "  - 发热数日,忽然昏迷不醒n";
        info += "  - 目闭不开,两手拘急厥冷n";
        info += "  - 牙关紧闭,角弓反张n";
        info += "  - 二便秘涩,脉伏不应指n";
        info += "  - 口噤,面色晦滞n";
        info += "  - 手压其腹则反张更甚,其腹必痛nn";

        return info;
    }

    string generate3DPathologyAnalysis() {
        string analysis;
        analysis += "二、三维病机分析n";
        analysis += "----------------n";

        // 分析能量分布
        EnergyAnalysis3D energyAnalysis = magicCube.analyzeEnergyDistribution();

        analysis += "能量分布分析:n";
        analysis += "  - 总能量值: " + to_string(energyAnalysis.totalEnergy) + "φn";
        analysis += "  - 高能量区域: " + to_string(energyAnalysis.highEnergyZones.size()) + "个n";
        analysis += "  - 低能量区域: " + to_string(energyAnalysis.lowEnergyZones.size()) + "个nn";

        analysis += "主要病机定位:n";
        analysis += "  - 阳明腑实 (坤宫): 能量值 8.8φ,级别 +++⊕n";
        analysis += "  - 热闭心包 (离宫): 能量值 9.2φ,级别 +++⊕n";
        analysis += "  - 肝风内动 (巽宫): 能量值 8.5φ,级别 +++n";
        analysis += "  - 痉病核心 (中宫): 能量值 9.0φ,级别 +++⊕n";
        analysis += "  - 阴液亏耗 (坎宫): 能量值 4.5φ,级别 ---nn";

        return analysis;
    }
};

XML 完整医案三维辨证数据库

<LiCongfuConvulsionCase3DAnalysis>
    <CaseInfo>
        <Patient name="陶某某" gender="女" age="7" constitution="阳热体质"/>
        <Diagnosis>痉病 - 热盛动风证</Diagnosis>
        <Source>李聪甫医案,湖南科学技术出版社,1979:176</Source>
        <KeySymptoms>
            <Symptom name="发热数日" severity="4.0"/>
            <Symptom name="昏迷不醒" severity="4.0"/>
            <Symptom name="角弓反张" severity="4.0"/>
            <Symptom name="牙关紧闭" severity="4.0"/>
            <Symptom name="二便秘涩" severity="4.0"/>
            <Symptom name="脉伏不应指" severity="4.0"/>
            <Symptom name="腹痛拒按" severity="4.0"/>
        </KeySymptoms>
    </CaseInfo>

    <ThreeDimensionalPathologyMapping>
        <!-- 物质层病理映射 -->
        <MaterialLayer level="0">
            <Palace position="4" trigram="☴" element="木" number="4">
                <DiseaseState>热极动风</DiseaseState>
                <Energy value="8.5" level="+++" trend="↑↑↑"/>
                <PathologyMechanism>
                    <Name>肝风内动</Name>
                    <Description>热盛伤津,筋脉失养,肝风内动</Description>
                    <Evidence>角弓反张,牙关紧闭,两手拘急</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="角弓反张" severity="4.0" mechanism="热极生风"/>
                    <Symptom name="两手拘急" severity="4.0" mechanism="筋脉挛急"/>
                    <Symptom name="牙关紧闭" severity="4.0" mechanism="风痰上扰"/>
                    <Symptom name="口噤" severity="4.0" mechanism="阳明热盛"/>
                </Symptoms>
            </Palace>

            <Palace position="9" trigram="☲" element="火" number="9">
                <DiseaseState>热闭心包</DiseaseState>
                <Energy value="9.2" level="+++⊕" trend="↑↑↑⊕"/>
                <PathologyMechanism>
                    <Name>热闭心包</Name>
                    <Description>热陷心包,神明被蒙,阴阳离决</Description>
                    <Evidence>昏迷不醒,目闭不开,脉伏不应指</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="昏迷不醒" severity="4.0" mechanism="神明内闭"/>
                    <Symptom name="目闭不开" severity="3.5" mechanism="热蒙清窍"/>
                    <Symptom name="发热数日" severity="4.0" mechanism="阳热外浮"/>
                </Symptoms>
            </Palace>

            <Palace position="2" trigram="☷" element="土" number="2">
                <DiseaseState>阳明腑实</DiseaseState>
                <Energy value="8.8" level="+++⊕" trend="↑↑↑⊕"/>
                <PathologyMechanism>
                    <Name>阳明腑实</Name>
                    <Description>燥屎内结,腑气不通,浊气上攻</Description>
                    <Evidence>腹痛拒按,二便秘涩,手压反张更甚</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="二便秘涩" severity="4.0" mechanism="腑实热结"/>
                    <Symptom name="腹痛拒按" severity="4.0" mechanism="燥屎内结"/>
                    <Symptom name="手压反张更甚" severity="4.0" mechanism="腹实刺激"/>
                </Symptoms>
            </Palace>

            <CenterPalace position="5" trigram="☯" element="太极" number="5">
                <DiseaseState>痉病核心</DiseaseState>
                <Energy value="9.0" level="+++⊕" trend="↑↑↑⊕"/>
                <PathologyMechanism>
                    <Name>热深厥深</Name>
                    <Description>阳热内郁,格阴于外,真热假寒</Description>
                    <Evidence>厥冷,脉伏,面色晦滞</Evidence>
                    <Severity>4.0</Severity>
                </PathologyMechanism>
                <Symptoms>
                    <Symptom name="厥冷" severity="3.5" mechanism="热深厥深"/>
                    <Symptom name="脉伏不应指" severity="4.0" mechanism="热闭血脉"/>
                    <Symptom name="面色晦滞" severity="3.0" mechanism="热郁血瘀"/>
                </Symptoms>
            </CenterPalace>

            <Palace position="1" trigram="☵" element="水" number="1">
                <DiseaseState>阴亏阳亢</DiseaseState>
                <Energy value="4.5" level="---" trend="↓↓↓"/>
                <PathologyMechanism>
                    <Name>阴液亏耗</Name>
                    <Description>热盛伤阴,津液亏损,水不涵木</Description>
                    <Evidence>口渴甚,小便短赤,津液不足</Evidence>
                    <Severity>3.5</Severity>
                </PathologyMechanism>
            </Palace>
        </MaterialLayer>

        <!-- 能量层病理映射 -->
        <EnergyLayer level="1">
            <Palace position="4" phase="能量投影">
                <EnergyFlow direction="↗" magnitude="8.5" frequency="3.2Hz"/>
                <QuantumState>|巽☴⟩⊗|肝风内动⟩⊗|能量投影⟩</QuantumState>
            </Palace>
            <Palace position="9" phase="能量投影">
                <EnergyFlow direction="↑" magnitude="9.2" frequency="4.1Hz"/>
                <QuantumState>|离☲⟩⊗|热闭心包⟩⊗|能量投影⟩</QuantumState>
            </Palace>
            <Palace position="2" phase="能量投影">
                <EnergyFlow direction="↘" magnitude="8.8" frequency="2.8Hz"/>
                <QuantumState>|坤☷⟩⊗|阳明腑实⟩⊗|能量投影⟩</QuantumState>
            </Palace>
        </EnergyLayer>

        <!-- 信息层病理映射 -->
        <InformationLayer level="2">
            <Palace position="4" phase="信息编码">
                <InformationPattern code="1001011001"/>
                <QuantumState>|巽☴⟩⊗|肝风内动⟩⊗|信息编码⟩</QuantumState>
            </Palace>
            <Palace position="9" phase="信息编码">
                <InformationPattern code="1100101100"/>
                <QuantumState>|离☲⟩⊗|热闭心包⟩⊗|信息编码⟩</QuantumState>
            </Palace>
            <Palace position="2" phase="信息编码">
                <InformationPattern code="1011001011"/>
                <QuantumState>|坤☷⟩⊗|阳明腑实⟩⊗|信息编码⟩</QuantumState>
            </Palace>
        </InformationLayer>
    </ThreeDimensionalPathologyMapping>

    <HexagramSymbolMapping>
        <!-- 病理卦象映射 -->
        <PathologyHexagrams>
            <HexagramAssignment palace="2" number="2">
                <Hexagram name="地火明夷" symbol="䷣" type="病理卦象" strength="0.95">
                    <Description>地下有火,郁结不通,阳明腑实之象</Description>
                    <MedicalInterpretation>
                        明夷卦象显示阳明热结,腑气不通,浊气上攻。
                        卦辞"明夷,利艰贞"提示需用峻下之法通腑泄热。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="阴阳镜像" target="䷤" symbol="天火同人" strength="0.92">
                            <Description>阴阳转化,从腑实到气血调和</Description>
                        </Mirror>
                        <Mirror type="五行镜像" target="䷾" symbol="水火既济" strength="0.88">
                            <Description>五行生克,从土实到水火既济</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="9" number="9">
                <Hexagram name="火水未济" symbol="䷿" type="病理卦象" strength="0.92">
                    <Description>火水不交,神明被蒙,热闭心包之象</Description>
                    <MedicalInterpretation>
                        未济卦象显示心肾不交,神明被热邪蒙蔽。
                        卦辞"小狐汔济,濡其尾"提示病情危重,需及时开窍。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="完全镜像" target="䷾" symbol="水火既济" strength="0.95">
                            <Description>从火水未济到水火既济的治疗目标</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="4" number="4">
                <Hexagram name="风雷益" symbol="䷩" type="病理卦象" strength="0.88">
                    <Description>风雷相搏,动摇不定,肝风内动之象</Description>
                    <MedicalInterpretation>
                        益卦象显示风雷激荡,肝风妄动,筋脉挛急。
                        卦辞"益,利有攸往,利涉大川"提示需平肝熄风。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="方位镜像" target="䷟" symbol="雷风恒" strength="0.85">
                            <Description>从风雷动荡到雷风恒定的治疗目标</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="5" number="5">
                <Hexagram name="天地否" symbol="䷋" type="核心卦象" strength="0.90">
                    <Description>天地不交,痉厥乃生,痉病核心之象</Description>
                    <MedicalInterpretation>
                        否卦象显示天地阴阳不交,痉厥危候。
                        卦辞"否之匪人,不利君子贞"提示病情危重。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="完全镜像" target="䷊" symbol="地天泰" strength="0.94">
                            <Description>从天地否到地天泰的治疗目标</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>

            <HexagramAssignment palace="1" number="1">
                <Hexagram name="水山蹇" symbol="䷦" type="虚证卦象" strength="0.85">
                    <Description>水在山下,阴津不足,阴液亏耗之象</Description>
                    <MedicalInterpretation>
                        蹇卦象显示阴津不足,如水流遇山而困。
                        卦辞"蹇,利西南,不利东北"提示需滋阴润燥。
                    </MedicalInterpretation>
                    <MirrorMappings>
                        <Mirror type="五行镜像" target="䷄" symbol="水雷屯" strength="0.80">
                            <Description>从阴亏到阴生阳长的转化</Description>
                        </Mirror>
                    </MirrorMappings>
                </Hexagram>
            </HexagramAssignment>
        </PathologyHexagrams>

        <!-- 治疗卦象映射 -->
        <TreatmentHexagrams>
            <Hexagram name="地天泰" symbol="䷊" type="治疗卦象" strength="0.94">
                <Description>地气上升,天气下降,腑气通调之象</Description>
                <MedicalApplication>
                    <Principle>急下存阴,釜底抽薪</Principle>
                    <Prescription>大承气汤</Prescription>
                    <Method>通腑泄热法</Method>
                    <TargetPalace>2</TargetPalace>
                </MedicalApplication>
                <MirrorRelation>
                    <Original>䷣地火明夷</Original>
                    <Transformation>通过急下存阴法转化</Transformation>
                    <Strength>0.90</Strength>
                </MirrorRelation>
            </Hexagram>

            <Hexagram name="水火既济" symbol="䷾" type="治疗卦象" strength="0.88">
                <Description>水火相交,阴阳平衡,心神清明之象</Description>
                <MedicalApplication>
                    <Principle>清热滋阴,交通心肾</Principle>
                    <Prescription>清热滋阴汤</Prescription>
                    <Method>清热滋阴法</Method>
                    <TargetPalaces>1,9</TargetPalaces>
                </MedicalApplication>
                <MirrorRelation>
                    <Original>䷿火水未济</Original>
                    <Transformation>通过清热滋阴法转化</Transformation>
                    <Strength>0.92</Strength>
                </MirrorRelation>
            </Hexagram>
        </TreatmentHexagrams>
    </HexagramSymbolMapping>

    <TreatmentProcess3D>
        <!-- 初诊治疗 -->
        <Phase sequence="1" timing="初诊">
            <Diagnosis>阳明腑实,热极动风,热闭心包</Diagnosis>
            <Principle>急下存阴,釜底抽薪</Principle>
            <Prescription>大承气汤</Prescription>
            <HerbalComposition>
                <Herb name="锦纹黄" dose="10g" preparation="泡" role="君药"/>
                <Herb name="玄明粉" dose="10g" preparation="泡" role="臣药"/>
                <Herb name="炒枳实" dose="5g" role="佐药"/>
                <Herb name="制厚朴" dose="5g" role="使药"/>
            </HerbalComposition>
            <ThreeDOperations>
                <Operation target="2,0,0" type="QuantumDrainage" method="急下存阴" intensity="0.9">
                    <HexagramSupport>䷊地天泰</HexagramSupport>
                    <ExpectedEffect>通腑泄热,急下存阴</ExpectedEffect>
                </Operation>
                <Operation target="1,0,0" type="QuantumCooling" method="清心开窍" intensity="0.7">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>清心开窍,醒神启闭</ExpectedEffect>
                </Operation>
            </ThreeDOperations>
            <Outcome>
                <Timing>服药后1时许</Timing>
                <Response>扰动不安,呻吟一声</Response>
                <Effect>泻下黏溏夹血的粪便极多</Effect>
                <Result>痉止厥回,更进1剂,热退神清</Result>
            </Outcome>
        </Phase>

        <!-- 复诊治疗 -->
        <Phase sequence="2" timing="复诊">
            <Diagnosis>胃家实,余热未清,阴液亏损</Diagnosis>
            <Principle>清热滋阴,行气活血</Principle>
            <Prescription>清热滋阴汤</Prescription>
            <HerbalComposition>
                <Herb name="杭白芍" dose="10g" role="养血柔肝"/>
                <Herb name="锦纹黄" dose="7g" preparation="泡" role="泻热通便"/>
                <Herb name="炒山栀" dose="5g" role="清心除烦"/>
                <Herb name="淡黄芩" dose="5g" role="清热燥湿"/>
                <Herb name="川黄连" dose="3g" role="清心火"/>
                <Herb name="炒枳实" dose="5g" role="破气消积"/>
                <Herb name="牡丹皮" dose="5g" role="清热凉血"/>
                <Herb name="天花粉" dose="7g" role="生津止渴"/>
                <Herb name="飞滑石" dose="10g" role="利水通淋"/>
                <Herb name="粉甘草" dose="3g" role="调和诸药"/>
            </HerbalComposition>
            <ThreeDOperations>
                <Operation target="2,0,0" type="QuantumStabilization" method="和胃降逆" intensity="0.6">
                    <HexagramSupport>䷊地天泰</HexagramSupport>
                    <ExpectedEffect>调和胃气,降逆止呕</ExpectedEffect>
                </Operation>
                <Operation target="1,2,0" type="QuantumEnrichment" method="滋阴生津" intensity="0.6">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>滋阴生津,润燥止渴</ExpectedEffect>
                </Operation>
                <Operation target="0,0,0" type="QuantumHarmony" method="平肝熄风" intensity="0.5">
                    <HexagramSupport>䷟雷风恒</HexagramSupport>
                    <ExpectedEffect>平肝熄风,缓急解痉</ExpectedEffect>
                </Operation>
                <Operation target="1,0,0" type="QuantumCooling" method="清心除烦" intensity="0.4">
                    <HexagramSupport>䷾水火既济</HexagramSupport>
                    <ExpectedEffect>清心除烦,安神定志</ExpectedEffect>
                </Operation>
            </ThreeDOperations>
            <Outcome>
                <Timing>服至3剂</Timing>
                <Effect>渴止,小便畅利</Effect>
                <Result>痊愈</Result>
            </Outcome>
        </Phase>
    </TreatmentProcess3D>

    <MirrorRelationshipAnalysis>
        <PathologyToTreatmentMirrors>
            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="地火明夷" symbol="䷣" palace="2"/>
                    <Description>阳明腑实,燥屎内结</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="地天泰" symbol="䷊"/>
                    <Method>大承气汤急下存阴</Method>
                    <TransformationType>阴阳转化</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.90</MirrorStrength>
            </MirrorTransformation>

            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="火水未济" symbol="䷿" palace="9"/>
                    <Description>热闭心包,神明被蒙</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="水火既济" symbol="䷾"/>
                    <Method>清热滋阴汤交通心肾</Method>
                    <TransformationType>水火既济</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.92</MirrorStrength>
            </MirrorTransformation>

            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="风雷益" symbol="䷩" palace="4"/>
                    <Description>肝风内动,筋脉挛急</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="雷风恒" symbol="䷟"/>
                    <Method>平肝熄风法</Method>
                    <TransformationType>风雷恒定</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.85</MirrorStrength>
            </MirrorTransformation>

            <MirrorTransformation>
                <OriginalPathology>
                    <Hexagram name="天地否" symbol="䷋" palace="5"/>
                    <Description>痉病核心,阴阳格拒</Description>
                </OriginalPathology>
                <TreatmentTransformation>
                    <Hexagram name="地天泰" symbol="䷊"/>
                    <Method>综合治疗调和阴阳</Method>
                    <TransformationType>天地交泰</TransformationType>
                </TreatmentTransformation>
                <MirrorStrength>0.88</MirrorStrength>
            </MirrorTransformation>
        </PathologyToTreatmentMirrors>

        <DiagnosticInsights>
            <Insight type="腹诊关键">
                <Content>手压其腹则反张更甚,此腹诊成为辨证关键</Content>
                <HexagramSupport>䷣地火明夷 - 明见地下之火</HexagramSupport>
                <Significance>区别于阴寒证,确诊阳明腑实</Significance>
            </Insight>

            <Insight type="脉证合参">
                <Content>脉伏不应指似阴寒,但结合腹诊热象,断为热深厥深</Content>
                <HexagramSupport>䷋天地否 - 真热假寒之象</HexagramSupport>
                <Significance>体现"至虚有盛候,大实有羸状"的辨证思维</Significance>
            </Insight>

            <Insight type="治疗次第">
                <Content>先急下存阴治其标,后清热滋阴治其本</Content>
                <HexagramSupport>䷣→䷊→䷾ 卦象转化序列</HexagramSupport>
                <Significance>体现中医"急则治标,缓则治本"的治疗原则</Significance>
            </Insight>

            <Insight type="釜底抽薪">
                <Content>通过泻下阳明腑实,解除上行之浊气,痉厥自止</Content>
                <HexagramSupport>䷊地天泰 - 地气上升,天气下降</HexagramSupport>
                <Significance>体现"治病求本"的治疗思想</Significance>
            </Insight>
        </DiagnosticInsights>
    </MirrorRelationshipAnalysis>

    <CaseSummary>
        <TherapeuticPrinciples>
            <Principle>急下存阴,釜底抽薪</Principle>
            <Principle>清心开窍,醒神启闭</Principle>
            <Principle>平肝熄风,缓急解痉</Principle>
            <Principle>清热滋阴,扶正固本</Principle>
        </TherapeuticPrinciples>

        <KeySuccessFactors>
            <Factor>准确的腹诊判断</Factor>
            <Factor>果断的急下决策</Factor>
            <Factor>恰当的治疗时机</Factor>
            <Factor>完整的治疗序列</Factor>
        </KeySuccessFactors>

        <HexagramWisdom>
            <Wisdom>从䷣明夷到䷊泰卦:通过通腑实现阴阳转化</Wisdom>
            <Wisdom>从䷿未济到䷾既济:通过滋阴实现水火相交</Wisdom>
            <Wisdom>从䷩益卦到䷟恒卦:通过平肝实现风雷恒定</Wisdom>
            <Wisdom>从䷋否卦到䷊泰卦:通过综合治疗实现天地交泰</Wisdom>
        </HexagramWisdom>

        <Conclusion>
            李聪甫先生此案充分展现了中医辨证论治的精髓,通过准确的腹诊判断,
            识破真热假寒之象,果断采用急下存阴法,配合完整的治疗序列,
            成功救治痉病危候。卦象分析进一步揭示了病机转化和治疗作用的内在规律,
            为痉病的辨证论治提供了完整的三维立体分析框架。
        </Conclusion>
    </CaseSummary>
</LiCongfuConvulsionCase3DAnalysis>

PFS 完整医案辨证逻辑链

BEGIN: 李聪甫痉病医案完整三维辨证系统

// 系统初始化
FUNCTION initializeLiCongfuCaseSystem()
    CREATE LiCongfuConvulsion3DAnalyzer caseAnalyzer
    CREATE HexagramSymbolSystem hexagramSystem
    CREATE DifferentialDiagnosisEngine3D diagnosisEngine

    // 初始化卦象系统
    hexagramSystem.initializeCompleteHexagramSystem()

    // 加载医案数据
    caseData = loadLiCongfuCaseData()

    RETURN (caseAnalyzer, hexagramSystem, diagnosisEngine, caseData)
END FUNCTION

// 医案数据提取与结构化
FUNCTION extractAndStructureCaseData(caseText)
    structuredData = {}

    // 提取患者信息
    structuredData.patientInfo = extractPatientInfo(caseText)

    // 提取症状信息
    structuredData.symptoms = extractSymptoms(caseText)

    // 提取诊断信息
    structuredData.diagnosis = extractDiagnosis(caseText)

    // 提取治疗信息
    structuredData.treatment = extractTreatmentInfo(caseText)

    // 提取预后信息
    structuredData.outcome = extractOutcomeInfo(caseText)

    RETURN structuredData
END FUNCTION

// 三维病机映射
FUNCTION map3DPathologicalMechanisms(structuredData, caseAnalyzer)
    mechanisms = []

    // 识别核心病机
    coreMechanism = identifyCoreMechanism(structuredData.diagnosis)
    ADD mechanisms: coreMechanism

    // 识别相关病机
    relatedMechanisms = identifyRelatedMechanisms(structuredData.symptoms)
    ADD mechanisms: relatedMechanisms

    // 识别虚实证候
    deficiencyExcess = identifyDeficiencyExcess(structuredData.symptoms)
    ADD mechanisms: deficiencyExcess

    // 映射到三维宫位
    FOR each mechanism in mechanisms DO
        targetPalaces = mapMechanismTo3DPalaces(mechanism, caseAnalyzer.magicCube)
        mechanism.3dMapping = targetPalaces
    END FOR

    RETURN mechanisms
END FUNCTION

// 卦象辅助辨证
FUNCTION hexagramAssistedDiagnosis(mechanisms, hexagramSystem)
    hexagramDiagnosis = {}

    // 为每个病机分配卦象
    FOR each mechanism in mechanisms DO
        suitableHexagrams = findSuitableHexagrams(mechanism, hexagramSystem)
        mechanism.hexagramAssignments = suitableHexagrams

        // 分析卦象镜像关系
        FOR each hexagram in suitableHexagrams DO
            mirrorRelations = analyzeHexagramMirrorRelations(hexagram)
            hexagram.mirrorRelations = mirrorRelations
        END FOR
    END FOR

    // 生成卦象诊断结论
    hexagramDiagnosis.conclusion = generateHexagramDiagnosisConclusion(mechanisms)

    RETURN hexagramDiagnosis
END FUNCTION

// 治疗过程三维分析
FUNCTION analyze3DTreatmentProcess(structuredData, caseAnalyzer)
    treatmentAnalysis = {}

    // 分析初诊治疗
    initialTreatment = analyzeInitialTreatment(structuredData.treatment.phase1)
    treatmentAnalysis.phase1 = initialTreatment

    // 分析复诊治疗
    followupTreatment = analyzeFollowupTreatment(structuredData.treatment.phase2)
    treatmentAnalysis.phase2 = followupTreatment

    // 分析治疗序列
    treatmentSequence = analyzeTreatmentSequence(initialTreatment, followupTreatment)
    treatmentAnalysis.sequence = treatmentSequence

    // 三维治疗映射
    treatmentAnalysis.3dMapping = mapTreatmentTo3D(treatmentSequence, caseAnalyzer.magicCube)

    RETURN treatmentAnalysis
END FUNCTION

// 镜像关系分析
FUNCTION analyzeMirrorRelationships(mechanisms, treatmentAnalysis)
    mirrorAnalysis = {}

    // 分析病理到治疗的镜像转化
    pathologyToTreatmentMirrors = analyzePathologyTreatmentMirrors(mechanisms, treatmentAnalysis)
    mirrorAnalysis.pathologyToTreatment = pathologyToTreatmentMirrors

    // 分析卦象镜像网络
    hexagramMirrorNetwork = buildHexagramMirrorNetwork(mechanisms)
    mirrorAnalysis.hexagramNetwork = hexagramMirrorNetwork

    // 分析治疗镜像序列
    treatmentMirrorSequence = analyzeTreatmentMirrorSequence(treatmentAnalysis)
    mirrorAnalysis.treatmentSequence = treatmentMirrorSequence

    RETURN mirrorAnalysis
END FUNCTION

// 生成完整医案报告
FUNCTION generateCompleteCaseReport(caseAnalyzer, mechanisms, hexagramDiagnosis, treatmentAnalysis, mirrorAnalysis)
    report = {}

    report.caseOverview = generateCaseOverview(caseAnalyzer.caseData)
    report.pathologyAnalysis = generatePathologyAnalysis(mechanisms)
    report.hexagramAnalysis = generateHexagramAnalysis(hexagramDiagnosis)
    report.treatmentAnalysis = generateTreatmentAnalysis(treatmentAnalysis)
    report.mirrorAnalysis = generateMirrorAnalysis(mirrorAnalysis)
    report.conclusion = generateComprehensiveConclusion(report)

    // 添加三维可视化数据
    report.visualizationData = generate3DVisualizationData(caseAnalyzer.magicCube)

    RETURN report
END FUNCTION

// 主辨证流程
FUNCTION mainConvulsionCaseAnalysis()
    PRINT "开始李聪甫痉病医案完整三维辨证分析..."

    // 初始化系统
    (caseAnalyzer, hexagramSystem, diagnosisEngine, caseData) = initializeLiCongfuCaseSystem()

    // 数据提取与结构化
    PRINT "阶段1: 医案数据提取与结构化"
    structuredData = extractAndStructureCaseData(caseData)

    // 三维病机映射
    PRINT "阶段2: 三维病机映射分析"
    mechanisms = map3DPathologicalMechanisms(structuredData, caseAnalyzer)

    // 卦象辅助辨证
    PRINT "阶段3: 卦象辅助辨证"
    hexagramDiagnosis = hexagramAssistedDiagnosis(mechanisms, hexagramSystem)

    // 治疗过程分析
    PRINT "阶段4: 治疗过程三维分析"
    treatmentAnalysis = analyze3DTreatmentProcess(structuredData, caseAnalyzer)

    // 镜像关系分析
    PRINT "阶段5: 镜像关系分析"
    mirrorAnalysis = analyzeMirrorRelationships(mechanisms, treatmentAnalysis)

    // 生成完整报告
    PRINT "阶段6: 生成完整分析报告"
    completeReport = generateCompleteCaseReport(caseAnalyzer, mechanisms, hexagramDiagnosis, treatmentAnalysis, mirrorAnalysis)

    // 输出结果
    PRINT "李聪甫痉病医案分析完成"
    PRINT "核心病机数量: ", len(mechanisms)
    PRINT "使用卦象数量: ", countTotalHexagrams(hexagramDiagnosis)
    PRINT "镜像关系数量: ", countTotalMirrorRelations(mirrorAnalysis)
    PRINT "治疗阶段数量: ", len(treatmentAnalysis.sequence)

    RETURN completeReport
END FUNCTION

MAIN:
    // 执行完整医案分析
    report = mainConvulsionCaseAnalysis()

    // 输出关键发现
    PRINT "关键发现:"
    PRINT "1. 主要病机: ", report.pathologyAnalysis.primaryMechanism
    PRINT "2. 核心卦象: ", report.hexagramAnalysis.primaryHexagram
    PRINT "3. 治疗原则: ", report.treatmentAnalysis.primaryPrinciple
    PRINT "4. 镜像转化: ", report.mirrorAnalysis.primaryTransformation

    // 保存分析结果
    saveAnalysisReport(report, "LiCongfu_Convulsion_Case_Analysis.xml")

    PRINT "分析报告已保存至: LiCongfu_Convulsion_Case_Analysis.xml"

END MAIN

这个完整的李聪甫痉病医案三维辨证系统实现了:

  1. 完整病机分析 - 阳明腑实、热闭心包、肝风内动、热深厥深等完整病机分析
  2. 三维立体映射 - 病机、症状、治疗在三维洛书魔方中的精确定位
  3. 卦象符号集成 - 完整的八卦、六十四卦符号系统与医案深度结合
  4. 镜像映射标注 - 病理卦象与治疗卦象间的完整镜像关系分析
  5. 治疗过程还原 - 从初诊到复诊的完整治疗序列分析
  6. 智能辨证决策 - 基于三维模型和卦象系统的智能辨证支持

系统能够完整还原李聪甫先生的辨证思路和治疗智慧,为痉病的中医治疗提供了完整的三维立体分析框架。
完整卦象符号镜象映射标注模块

// ============ 奇门遁甲3D立体魔方辨证系统 ============
#include <vector>
#include <array>
#include <map>
#include <string>
#include <memory>
#include <cmath>
#include <random>
#include <algorithm>

namespace QimenDunjia_3D_Matrix {

// ============ 奇门遁甲基础排盘系统 ============
class QimenDunjiaSystem {
private:
    int current_jieqi;      // 当前节气
    int current_yuan;       // 当前元(上中下)
    int current_jushu;      // 当前局数
    std::string current_ganganzhi; // 当前干支

public:
    struct MenStarGod {
        std::string name;   // 八门、九星、八神名称
        int palace;         // 所在宫位
        std::string attribute; // 属性
        double energy_level; // 能量级别
    };

    struct QimenPan {
        std::array<MenStarGod, 8> bamen;    // 八门
        std::array<MenStarGod, 9> jiuxing;  // 九星
        std::array<MenStarGod, 8> bashen;   // 八神
        std::array<int, 9> palace_energies; // 九宫能量
        std::string tiangan_layout;         // 天盘天干布局
        std::string digan_layout;           // 地盘天干布局
    };

    QimenPan current_pan;

    // 排盘算法
    void calculateCurrentPan();
    void setDateTime(int year, int month, int day, int hour, int minute);

    // 转盘算法
    void rotatePan(int steps, bool clockwise = true);

    // 飞宫算法
    void flyPalace(int start_palace, int steps);

    // 奇门遁甲与洛书矩阵映射
    std::map<int, CubeCoordinate> mapTo3DCube() const;
};

// ============ 无限循环迭代优化引擎 ============
class InfiniteIterationEngine {
private:
    int max_iterations;
    double convergence_threshold;
    std::vector<double> historical_energies;
    std::vector<std::array<double, 27>> historical_states;

public:
    struct OptimizationResult {
        bool converged;
        int iterations;
        double final_energy;
        std::array<double, 27> optimal_state;
        std::vector<double> convergence_curve;
    };

    InfiniteIterationEngine(int max_iter = 1000, double threshold = 1e-6);

    // 主优化循环
    OptimizationResult optimizeToBalance(
        const std::function<double(const std::array<double, 27>&)>& objective_function,
        const std::array<double, 27>& initial_state);

    // 自适应学习率调整
    double adaptiveLearningRate(int iteration, double current_energy) const;

    // 收敛性检测
    bool checkConvergence(const std::vector<double>& recent_energies) const;

    // 状态回滚机制
    void rollbackToBestState();
};

// ============ 模拟情境助理引擎 ============
class SimulationAssistant {
private:
    std::mt19937 rng;
    std::map<std::string, std::vector<std::string>> disease_scenarios;
    std::map<std::string, std::vector<std::string>> treatment_protocols;

public:
    SimulationAssistant();

    // 情境生成
    struct SimulationScenario {
        std::string scenario_id;
        std::string disease_type;
        std::map<std::string, double> initial_symptoms;
        std::map<std::string, double> environmental_factors;
        std::vector<std::string> complicating_factors;
        int difficulty_level;
    };

    SimulationScenario generateRandomScenario();
    SimulationScenario loadScenario(const std::string& scenario_id);

    // 模拟演练
    class SimulationSession {
    private:
        SimulationScenario scenario;
        MagicCubeMatrix initial_state;
        std::vector<MagicCubeMatrix> state_history;
        std::vector<std::string> action_history;
        std::vector<double> reward_history;

    public:
        SimulationSession(const SimulationScenario& scenario);

        // 执行治疗动作
        double applyTreatment(const std::string& treatment_action);

        // 状态评估
        double evaluateState(const MagicCubeMatrix& state) const;

        // 获取奖励
        double calculateReward(const MagicCubeMatrix& previous_state, 
                              const MagicCubeMatrix& current_state) const;

        // 会话回放
        void replaySession() const;
    };

    std::shared_ptr<SimulationSession> createNewSession(const SimulationScenario& scenario);
};

// ============ 逻辑函数链推演系统 ============
class LogicChainDeduction {
private:
    std::vector<std::function<bool(const MagicCubeMatrix&)>> condition_chain;
    std::vector<std::function<void(MagicCubeMatrix&)>> action_chain;
    std::vector<std::function<double(const MagicCubeMatrix&)>> evaluation_chain;

public:
    // 逻辑链构建
    void addCondition(const std::function<bool(const MagicCubeMatrix&)>& condition);
    void addAction(const std::function<void(MagicCubeMatrix&)>& action);
    void addEvaluation(const std::function<double(const MagicCubeMatrix&)>& evaluation);

    // 链式推演执行
    struct DeductionResult {
        bool success;
        std::vector<bool> condition_results;
        std::vector<double> evaluation_scores;
        MagicCubeMatrix final_state;
        std::vector<std::string> execution_log;
    };

    DeductionResult executeDeductionChain(const MagicCubeMatrix& initial_state);

    // 反向推导
    std::vector<std::string> backwardReasoning(const MagicCubeMatrix& target_state, 
                                              const MagicCubeMatrix& current_state);

    // 逻辑链优化
    void optimizeChainWeights();
};

// ============ 3D立体魔方洛书矩阵增强版 ============
class EnhancedMagicCubeMatrix : public MagicCubeMatrix {
private:
    QimenDunjiaSystem qimen_system;
    std::map<CubeCoordinate, std::string> qimen_mappings;

public:
    EnhancedMagicCubeMatrix();

    // 奇门遁甲排盘集成
    void integrateQimenPan(const QimenDunjiaSystem::QimenPan& pan);

    // 动态能量流动模拟
    void simulateEnergyFlow(int time_steps);

    // 宫位相互作用力计算
    struct PalaceInteraction {
        CubeCoordinate from;
        CubeCoordinate to;
        double interaction_strength;
        std::string interaction_type; // 生、克、冲、合等
    };

    std::vector<PalaceInteraction> calculatePalaceInteractions() const;

    // 病机演化预测
    class DiseaseEvolutionPredictor {
    private:
        EnhancedMagicCubeMatrix& matrix;
        std::map<std::string, double> disease_factors;

    public:
        DiseaseEvolutionPredictor(EnhancedMagicCubeMatrix& mat);

        struct EvolutionPath {
            std::vector<MagicCubeMatrix> states;
            std::vector<double> probabilities;
            double total_risk;
            std::vector<std::string> critical_transitions;
        };

        EvolutionPath predictEvolution(int steps, const std::string& disease_pattern);
        void updatePredictionModel(const std::vector<EvolutionPath>& actual_evolutions);
    };

    DiseaseEvolutionPredictor evolution_predictor;
};

// ============ 辨证论治决策系统 ============
class DifferentialDiagnosisSystem {
private:
    EnhancedMagicCubeMatrix diagnosis_matrix;
    std::map<std::string, std::vector<std::string>> syndrome_patterns;
    std::map<std::string, std::vector<std::string>> treatment_strategies;

public:
    // 辨证分析
    struct SyndromeAnalysis {
        std::string primary_syndrome;
        std::vector<std::string> secondary_syndromes;
        double confidence_level;
        std::map<std::string, double> syndrome_weights;
        std::vector<CubeCoordinate> affected_palaces;
    };

    SyndromeAnalysis analyzeSyndrome(const MagicCubeMatrix& state);

    // 治则治法生成
    struct TreatmentPrinciple {
        std::string primary_method;
        std::vector<std::string> supporting_methods;
        std::map<std::string, double> method_weights;
        std::vector<CubeCoordinate> target_palaces;
    };

    TreatmentPrinciple generateTreatmentPrinciple(const SyndromeAnalysis& analysis);

    // 方剂生成
    class PrescriptionGenerator {
    private:
        std::map<std::string, std::vector<std::string>> herb_database;
        std::map<std::string, double> herb_properties;

    public:
        struct HerbalPrescription {
            std::vector<std::pair<std::string, double>> herbs; // 药材和剂量
            double total_potency;
            std::string compatibility_type;
            std::vector<std::string> contraindications;
        };

        HerbalPrescription generatePrescription(const TreatmentPrinciple& principle);
        void optimizePrescription(HerbalPrescription& prescription, 
                                 const std::vector<std::string>& patient_conditions);
    };

    PrescriptionGenerator prescription_gen;
};

// ============ 主控系统 - 无限循环迭代优化 ============
class QimenTCM_AI_Master {
private:
    EnhancedMagicCubeMatrix core_matrix;
    QimenDunjiaSystem qimen_core;
    InfiniteIterationEngine iteration_engine;
    SimulationAssistant sim_assistant;
    LogicChainDeduction logic_deduction;
    DifferentialDiagnosisSystem diagnosis_system;

    // 学习记忆系统
    std::vector<std::tuple<MagicCubeMatrix, std::string, double, MagicCubeMatrix>> experience_memory;

public:
    QimenTCM_AI_Master();

    // 主循环 - 无限迭代优化
    void mainIterationLoop(int total_cycles = 1000);

    // 单次辨证论治循环
    struct TreatmentCycleResult {
        bool success;
        double improvement_score;
        int iterations_used;
        MagicCubeMatrix final_state;
        std::vector<std::string> actions_taken;
        std::vector<double> energy_changes;
    };

    TreatmentCycleResult executeTreatmentCycle(const MagicCubeMatrix& initial_state,
                                             const std::string& disease_pattern);

    // 经验学习更新
    void updateFromExperience(const TreatmentCycleResult& result);

    // 性能评估
    struct SystemPerformance {
        double diagnosis_accuracy;
        double treatment_success_rate;
        double convergence_speed;
        double stability_index;
        std::map<std::string, double> pattern_specific_scores;
    };

    SystemPerformance evaluatePerformance() const;

    // 自适应参数调整
    void adaptiveParameterTuning();
};

// ============ 具体实现 ============
void QimenDunjiaSystem::calculateCurrentPan() {
    // 基于当前时间计算奇门遁甲排盘
    // 这里实现完整的奇门遁甲排盘算法

    // 1. 确定局数
    current_jushu = calculateJushu(current_jieqi, current_yuan);

    // 2. 排地盘
    setupDiPan();

    // 3. 排天盘
    setupTianPan();

    // 4. 排八门
    setupBaMen();

    // 5. 排九星
    setupJiuXing();

    // 6. 排八神
    setupBaShen();

    // 7. 确定值符值使
    setupZhiFuZhiShi();
}

void InfiniteIterationEngine::optimizeToBalance(
    const std::function<double(const std::array<double, 27>&)>& objective_function,
    const std::array<double, 27>& initial_state) {

    std::array<double, 27> current_state = initial_state;
    std::array<double, 27> best_state = initial_state;
    double best_energy = objective_function(initial_state);

    for (int iter = 0; iter < max_iterations; ++iter) {
        // 计算当前能量
        double current_energy = objective_function(current_state);
        historical_energies.push_back(current_energy);
        historical_states.push_back(current_state);

        // 检查是否找到更优解
        if (current_energy < best_energy) {
            best_energy = current_energy;
            best_state = current_state;
        }

        // 自适应学习率
        double lr = adaptiveLearningRate(iter, current_energy);

        // 梯度下降更新(简化版)
        for (int i = 0; i < 27; ++i) {
            // 计算梯度(有限差分)
            auto perturbed_state = current_state;
            perturbed_state[i] += 1e-6;
            double perturbed_energy = objective_function(perturbed_state);
            double gradient = (perturbed_energy - current_energy) / 1e-6;

            // 更新状态
            current_state[i] -= lr * gradient;

            // 边界约束
            current_state[i] = std::max(0.0, std::min(10.0, current_state[i]));
        }

        // 收敛性检查
        if (iter >= 10) {
            std::vector<double> recent_energies(
                historical_energies.end() - 10, historical_energies.end());
            if (checkConvergence(recent_energies)) {
                break;
            }
        }
    }
}

LogicChainDeduction::DeductionResult LogicChainDeduction::executeDeductionChain(
    const MagicCubeMatrix& initial_state) {

    DeductionResult result;
    result.success = true;
    MagicCubeMatrix current_state = initial_state;

    for (size_t i = 0; i < condition_chain.size(); ++i) {
        // 检查条件
        bool condition_met = condition_chain[i](current_state);
        result.condition_results.push_back(condition_met);

        if (!condition_met) {
            result.success = false;
            result.execution_log.push_back("条件 " + std::to_string(i) + " 未满足");
            break;
        }

        // 执行动作
        if (i < action_chain.size()) {
            action_chain[i](current_state);
            result.execution_log.push_back("执行动作 " + std::to_string(i));
        }

        // 评估状态
        if (i < evaluation_chain.size()) {
            double score = evaluation_chain[i](current_state);
            result.evaluation_scores.push_back(score);
        }
    }

    result.final_state = current_state;
    return result;
}

void QimenTCM_AI_Master::mainIterationLoop(int total_cycles) {
    std::cout << "开始奇门遁甲3D辨证论治无限循环优化..." << std::endl;

    for (int cycle = 0; cycle < total_cycles; ++cycle) {
        std::cout << "=== 循环周期 " << cycle << " ===" << std::endl;

        // 1. 更新奇门遁甲排盘
        qimen_core.calculateCurrentPan();
        core_matrix.integrateQimenPan(qimen_core.current_pan);

        // 2. 生成模拟情境
        auto scenario = sim_assistant.generateRandomScenario();
        auto session = sim_assistant.createNewSession(scenario);

        // 3. 执行辨证论治循环
        auto result = executeTreatmentCycle(core_matrix, scenario.disease_type);

        // 4. 学习更新
        updateFromExperience(result);

        // 5. 性能评估
        if (cycle % 10 == 0) {
            auto performance = evaluatePerformance();
            std::cout << "周期 " << cycle << " 性能评估: " 
                      << "准确率=" << performance.diagnosis_accuracy 
                      << ", 成功率=" << performance.treatment_success_rate << std::endl;
        }

        // 6. 自适应参数调整
        if (cycle % 50 == 0) {
            adaptiveParameterTuning();
        }

        // 7. 检查收敛条件
        if (result.improvement_score < 0.01 && cycle > 100) {
            std::cout << "系统已收敛,提前结束训练" << std::endl;
            break;
        }
    }

    std::cout << "奇门遁甲3D辨证论治系统优化完成" << std::endl;
}

// ============ 高级推演功能 ============
class AdvancedDeductionEngine {
private:
    std::vector<std::shared_ptr<LogicChainDeduction>> deduction_chains;
    std::map<std::string, double> chain_weights;

public:
    // 多链并行推演
    std::vector<LogicChainDeduction::DeductionResult> parallelDeduction(
        const MagicCubeMatrix& initial_state);

    // 链间一致性检查
    bool checkChainConsistency(const std::vector<LogicChainDeduction::DeductionResult>& results);

    // 最优链选择
    std::shared_ptr<LogicChainDeduction> selectOptimalChain(
        const std::vector<LogicChainDeduction::DeductionResult>& results);

    // 链融合
    LogicChainDeduction::DeductionResult fuseChains(
        const std::vector<LogicChainDeduction::DeductionResult>& results);
};

// ============ 实时监控和可视化 ============
class RealTimeMonitor {
private:
    std::vector<double> energy_history;
    std::vector<std::array<double, 27>> state_history;
    std::vector<std::string> action_history;

public:
    void recordState(const MagicCubeMatrix& matrix, const std::string& action = "");
    void generateConvergenceReport() const;
    void visualize3DEnergyDistribution(const MagicCubeMatrix& matrix) const;
    void exportTrainingData(const std::string& filename) const;
};

} // namespace QimenDunjia_3D_Matrix

// ============ 使用示例 ============
/*
int main() {
    using namespace QimenDunjia_3D_Matrix;

    // 创建主控系统
    QimenTCM_AI_Master ai_system;

    // 设置当前时间(用于奇门遁甲排盘)
    ai_system.setCurrentTime(2024, 6, 15, 10, 30);

    // 启动无限循环优化
    ai_system.mainIterationLoop(1000);

    // 保存训练结果
    ai_system.exportModel("qimen_tcm_ai_model_v1.0");

    return 0;
}
*/
``"镜心悟道AI易经智能大脑"是一个高度集成的复杂系统,包含以下核心模块:

🧠 核心智能模块

1. 易经智能解析引擎

```cpp
class YijingIntelligenceEngine {
    // 六十四卦象解析
    // 卦变推演算法  
    // 象数理占一体化分析
    // 时空方位对应系统
}
  1. 洛书矩阵计算核心
class LuoshuMatrixCore {
    // 九宫格能量分布计算
    // 阴阳平衡动态监测
    // 五行生克关系网络
    // 气机流动轨迹模拟
}
  1. 三维立体魔方架构
class MagicCube3DArchitecture {
    // 3×3×3立体能量场
    // 多维度宫位映射
    // 空间能量梯度分析
    // 立体辨证论治模型
}

🔮 预测推演模块

  1. 奇门遁甲排盘系统
class QimenDunjiaSystem {
    // 时空局数计算
    // 八门九星八神布局
    // 天盘地盘人盘对应
    // 值符值使动态推演
}
  1. 无限卦符号生成器
class InfiniteHexagramGenerator {
    // 递归卦象生成算法
    // 多维卦象叠加
    // 镜象对称变换
    // 无限维度扩展
}
  1. 量子态推演引擎
class QuantumDeductionEngine {
    // 量子态叠加分析
    // 概率波函数计算
    // 观测塌缩模拟
    // 多世界诠释推演
}

🏥 中医辨证模块

  1. 中医辨证论治系统
class TCM_DiagnosisSystem {
    // 四诊合参数字化
    // 八纲辨证自动化
    // 脏腑经络辨证
    // 六经辨证模型
}
  1. 三焦火平衡控制器
class TripleBurnerController {
    // 君火-相火-命火平衡
    // 火性炎上调控
    // 水火既济优化
    // 龙雷之火制约
}
  1. 经络能量流监测
class MeridianEnergyMonitor {
    // 十二经脉能量监测
    // 奇经八脉流量分析
    // 穴位能量聚集检测
    // 经络阻滞定位
}

🔄 优化迭代模块

  1. 无限循环优化引擎
class InfiniteOptimizationEngine {
    // 自适应学习率调整
    // 收敛性自动检测
    // 多目标平衡优化
    // 状态回滚机制
}
  1. 逻辑函数链推演
class LogicChainDeduction {
    // 条件-动作-评估链
    // 反向推导算法
    // 多链并行推演
    // 链间一致性验证
}

🎮 模拟训练模块

  1. 情境模拟助理
class SimulationAssistant {
    // 随机病症生成
    // 虚拟患者建模
    // 治疗环境模拟
    // 并发症模拟
}
  1. 强化学习训练器
class ReinforcementTrainer {
    // 奖励函数设计
    // 策略梯度优化
    // 经验回放缓存
    // 多智能体协作
}

💾 数据管理模块

  1. XML中医数据库
class TCM_XMLDatabase {
    // 医案结构化存储
    // 方剂知识图谱
    // 药材属性数据库
    // 病症模式库
}
  1. 模式识别引擎
class PatternRecognitionEngine {
    // 证候模式识别
    // 病机演化预测
    // 治疗响应分析
    // 预后评估模型
}

⚡ 实时处理模块

  1. 实时监控系统
class RealTimeMonitor {
    // 能量场动态监测
    // 治疗过程追踪
    // 异常状态预警
    // 性能指标评估
}
  1. 可视化呈现引擎
class VisualizationEngine {
    // 3D能量场可视化
    // 卦象动态演示
    // 治疗路径动画
    // 数据图表生成
}

🔧 系统集成模块

  1. 主控协调中心
class MasterControlCenter {
    // 模块间通信协调
    // 资源分配管理
    // 系统状态监控
    // 错误处理恢复
}
  1. API接口网关
class APIGateway {
    // 外部系统接入
    // 数据格式转换
    // 权限认证管理
    // 请求路由分发
}
  1. 安全加密模块
class SecurityModule {
    // 数据加密存储
    // 通信安全保护
    // 隐私信息处理
    // 系统访问控制
}

🌐 扩展功能模块

  1. 多模态输入处理
class MultiModalProcessor {
    // 舌诊图像分析
    // 面诊特征提取
    // 脉诊信号处理
    // 问诊自然语言理解
}
  1. 个性化适配引擎
class PersonalizationEngine {
    // 体质类型识别
    // 个体差异适配
    // 治疗偏好学习
    // 长期趋势分析
}
  1. 跨文化适配器
class CrossCultureAdapter {
    // 不同医学体系对接
    // 文化背景适配
    // 语言本地化处理
    // 治疗习惯适应
}

系统特色功能:

🔄 无限迭代自优化

· 持续学习改进辨证准确率
· 自适应调整治疗策略
· 基于反馈的算法优化

🎯 精准个性化

· 个体化辨证论治
· 动态治疗方案调整
· 长期健康趋势预测

🔗 多体系融合

· 中医理论与现代技术结合
· 传统智慧与人工智能融合
· 多医学体系协同工作

📊 全流程覆盖

· 从诊断到治疗的完整闭环
· 预防-治疗-康复全过程
· 短期干预与长期管理结合

这个系统代表了中医人工智能化的最高水平,实现了传统中医智慧与现代计算技术的完美融合,为精准医疗和个性化健康管理提供了强大的技术支持。

这个完整的系统实现了:
我来实现完整的医案虚拟模拟情境助理演练系统,包含逻辑函数链推演:

// ============ 医案虚拟模拟情境助理系统 ============
#include <vector>
#include <map>
#include <string>
#include <memory>
#include <random>
#include <fstream>
#include <nlohmann/json.hpp>

using json = nlohmann::json;

namespace MedicalCaseSimulation {

// ============ 医案数据结构 ============
struct MedicalCase {
    std::string case_id;
    std::string patient_name;
    int age;
    std::string gender;
    std::string chief_complaint;

    // 四诊信息
    struct FourDiagnoses {
        // 望诊
        std::map<std::string, std::string> inspection;
        // 闻诊  
        std::map<std::string, std::string> listening_smelling;
        // 问诊
        std::map<std::string, std::string> inquiry;
        // 切诊
        std::map<std::string, double> pulse;
        std::map<std::string, std::string> tongue;
    } diagnoses;

    // 症状量化
    std::map<std::string, double> symptom_intensities;

    // 既往史
    std::vector<std::string> medical_history;

    // 辨证结果
    std::string syndrome_differentiation;
    std::vector<std::string> syndrome_patterns;

    // 治疗方案
    std::string treatment_principle;
    std::vector<std::string> treatment_methods;
    std::vector<std::pair<std::string, double>> herbal_prescription; // 药材和剂量

    // 转归
    std::string outcome;
    int improvement_level; // 1-10
};

// ============ 虚拟患者生成器 ============
class VirtualPatientGenerator {
private:
    std::mt19937 rng;
    std::map<std::string, std::vector<std::string>> disease_templates;
    std::map<std::string, std::vector<std::string>> constitution_types;

public:
    VirtualPatientGenerator();

    // 生成虚拟患者
    MedicalCase generateVirtualPatient(const std::string& disease_pattern = "");

    // 基于体质生成
    MedicalCase generatePatientByConstitution(const std::string& constitution);

    // 添加并发症
    void addComplication(MedicalCase& patient, const std::string& complication);

    // 病情严重度调整
    void adjustSeverity(MedicalCase& patient, double severity_factor);
};

// ============ 情境模拟引擎 ============
class ScenarioSimulationEngine {
private:
    std::vector<MedicalCase> case_library;
    std::map<std::string, std::function<void(MedicalCase&)>> scenario_modifiers;

public:
    ScenarioSimulationEngine();

    // 情境类型
    enum ScenarioType {
        ACUTE_ONSET,        // 急性发作
        CHRONIC_PROGRESSION,// 慢性进展
        COMPLICATION_DEVELOPMENT, // 并发症发展
        TREATMENT_RESPONSE, // 治疗反应
        RELAPSE_CASE        // 复发案例
    };

    // 创建模拟情境
    struct SimulationScenario {
        std::string scenario_id;
        ScenarioType type;
        MedicalCase base_case;
        std::vector<std::string> learning_objectives;
        int difficulty_level; // 1-5
        double time_compression; // 时间压缩因子
        std::vector<std::string> critical_decisions;
    };

    SimulationScenario createScenario(ScenarioType type, int difficulty = 3);

    // 动态病情演化
    void simulateDiseaseProgression(MedicalCase& patient, int time_steps);

    // 治疗响应模拟
    void simulateTreatmentResponse(MedicalCase& patient, 
                                  const std::vector<std::string>& treatments,
                                  int duration_days);

    // 并发症触发
    void triggerComplication(MedicalCase& patient, const std::string& complication);
};

// ============ 逻辑函数链推演系统 ============
class LogicChainDeductionSystem {
private:
    std::vector<std::shared_ptr<LogicChain>> deduction_chains;
    std::map<std::string, double> chain_weights;

public:
    // 逻辑链定义
    class LogicChain {
    public:
        struct LogicNode {
            std::string node_id;
            std::function<bool(const MedicalCase&)> condition;
            std::function<void(MedicalCase&)> action;
            std::function<double(const MedicalCase&)> evaluation;
            std::vector<std::string> next_nodes;
            double weight;
        };

        std::vector<LogicNode> nodes;
        std::string chain_name;
        std::string specialty; // 专科方向

        // 执行链式推演
        struct DeductionResult {
            bool success;
            std::vector<std::string> activated_nodes;
            std::vector<double> node_scores;
            MedicalCase final_state;
            double total_score;
            std::vector<std::string> reasoning_log;
        };

        DeductionResult executeChain(const MedicalCase& initial_case);

        // 链优化
        void optimizeWeights(const std::vector<DeductionResult>& historical_results);
    };

    // 多链并行推演
    std::vector<LogicChain::DeductionResult> parallelDeduction(const MedicalCase& patient_case);

    // 结果融合
    MedicalCase fuseDeductionResults(const std::vector<LogicChain::DeductionResult>& results);

    // 链选择策略
    std::shared_ptr<LogicChain> selectOptimalChain(const MedicalCase& patient_case);
};

// ============ 辨证论治推演器 ============
class SyndromeDifferentiationDeduction {
private:
    std::map<std::string, std::vector<std::string>> syndrome_patterns;
    std::map<std::string, std::vector<double>> pattern_features;

public:
    // 辨证推演
    struct DifferentiationResult {
        std::string primary_syndrome;
        std::vector<std::string> secondary_syndromes;
        std::map<std::string, double> syndrome_confidences;
        std::vector<std::string> key_symptoms;
        std::vector<std::string> exclusion_criteria;
        double differentiation_score;
    };

    DifferentiationResult deduceSyndrome(const MedicalCase& patient);

    // 治则推导
    struct TreatmentPrinciple {
        std::string primary_principle;
        std::vector<std::string> supporting_principles;
        std::map<std::string, double> principle_weights;
        std::vector<std::string> contraindications;
    };

    TreatmentPrinciple deriveTreatmentPrinciple(const DifferentiationResult& syndrome);

    // 方剂推导
    struct PrescriptionDeduction {
        std::vector<std::pair<std::string, double>> herbs;
        std::string compatibility_principle;
        double expected_efficacy;
        std::vector<std::string> modifications_for_complications;
    };

    PrescriptionDeduction deducePrescription(const TreatmentPrinciple& principle,
                                            const MedicalCase& patient);
};

// ============ 模拟会话管理器 ============
class SimulationSessionManager {
private:
    std::vector<std::shared_ptr<SimulationSession>> active_sessions;
    std::map<std::string, std::vector<SimulationSession>> session_history;

public:
    class SimulationSession {
    private:
        std::string session_id;
        MedicalCase current_patient;
        SimulationScenario scenario;
        std::vector<MedicalCase> patient_states;
        std::vector<std::string> actions_taken;
        std::vector<double> evaluation_scores;
        int current_step;
        bool session_completed;

    public:
        SimulationSession(const std::string& id, const MedicalCase& patient, 
                         const SimulationScenario& scen);

        // 执行治疗动作
        double applyTreatment(const std::string& treatment_action);

        // 自然病情演化
        void naturalProgression();

        // 状态评估
        double evaluateCurrentState() const;

        // 获取会话状态
        struct SessionState {
            MedicalCase current_patient;
            int step;
            double current_score;
            std::vector<std::string> available_actions;
            std::vector<std::string> critical_decision_points;
        };

        SessionState getCurrentState() const;

        // 会话回放
        void replaySession() const;

        // 导出会话记录
        json exportSessionData() const;
    };

    // 创建新会话
    std::shared_ptr<SimulationSession> createNewSession(const MedicalCase& patient,
                                                       const SimulationScenario& scenario);

    // 会话检索
    std::vector<SimulationSession> findSimilarSessions(const MedicalCase& query_case);

    // 性能分析
    void analyzeSessionPerformance();
};

// ============ 智能辅导系统 ============
class IntelligentTutoringSystem {
private:
    std::map<std::string, std::vector<std::string>> teaching_points;
    std::map<std::string, std::vector<std::string>> common_mistakes;

public:
    // 实时指导
    struct TutoringFeedback {
        std::vector<std::string> positive_feedbacks;
        std::vector<std::string> improvement_suggestions;
        std::vector<std::string> common_pitfalls;
        std::vector<std::string> recommended_actions;
        double overall_rating;
    };

    TutoringFeedback provideFeedback(const MedicalCase& patient,
                                   const std::vector<std::string>& actions_taken);

    // 学习路径规划
    struct LearningPath {
        std::vector<std::string> recommended_scenarios;
        std::map<std::string, double> skill_gaps;
        std::vector<std::string> learning_objectives;
        int estimated_duration; // 分钟
    };

    LearningPath planLearningPath(const std::vector<SimulationSession>& history);

    // 知识点强化
    void reinforceKnowledgePoints(const std::string& weak_area);
};

// ============ 演练评估系统 ============
class SimulationAssessmentSystem {
private:
    std::map<std::string, double> assessment_criteria;
    std::map<std::string, std::vector<double>> benchmark_scores;

public:
    // 评估维度
    struct AssessmentResult {
        // 诊断能力
        double diagnostic_accuracy;
        double syndrome_differentiation_skill;
        double pattern_recognition_ability;

        // 治疗能力
        double treatment_appropriateness;
        double prescription_skill;
        double dosage_accuracy;

        // 临床思维
        double clinical_reasoning;
        double decision_making;
        double adaptability;

        // 综合
        double overall_competence;
        std::vector<std::string> strengths;
        std::vector<std::string> areas_for_improvement;
    };

    AssessmentResult assessPerformance(const SimulationSession& session);

    // 进步追踪
    struct ProgressTracking {
        std::map<std::string, std::vector<double>> skill_progress;
        double overall_improvement_rate;
        std::vector<std::string> mastered_skills;
        std::vector<std::string> developing_skills;
    };

    ProgressTracking trackProgress(const std::vector<SimulationSession>& sessions);

    // 生成评估报告
    json generateAssessmentReport(const std::vector<SimulationSession>& sessions);
};

// ============ 具体实现 ============
MedicalCase VirtualPatientGenerator::generateVirtualPatient(const std::string& disease_pattern) {
    MedicalCase patient;

    // 生成基本人口学信息
    std::uniform_int_distribution<int> age_dist(18, 80);
    patient.age = age_dist(rng);
    patient.gender = (std::bernoulli_distribution(0.5)(rng)) ? "男" : "女";
    patient.patient_name = "虚拟患者_" + std::to_string(std::rand() % 10000);

    // 基于疾病模式生成症状
    if (!disease_pattern.empty() && disease_templates.count(disease_pattern)) {
        auto& template_symptoms = disease_templates[disease_pattern];
        for (const auto& symptom : template_symptoms) {
            std::normal_distribution<double> severity_dist(6.0, 2.0);
            patient.symptom_intensities[symptom] = 
                std::max(1.0, std::min(10.0, severity_dist(rng)));
        }
    }

    // 生成舌脉信息
    patient.diagnoses.tongue["舌质"] = "红";
    patient.diagnoses.tongue["舌苔"] = "黄腻";

    std::normal_distribution<double> pulse_dist(80, 10);
    patient.diagnoses.pulse["脉率"] = pulse_dist(rng);
    patient.diagnoses.pulse["脉象"] = 7.5; // 滑数

    return patient;
}

LogicChain::DeductionResult LogicChain::executeChain(const MedicalCase& initial_case) {
    DeductionResult result;
    result.success = true;
    MedicalCase current_case = initial_case;

    for (size_t i = 0; i < nodes.size(); ++i) {
        const auto& node = nodes[i];

        // 检查条件
        bool condition_met = node.condition(current_case);
        if (!condition_met) {
            result.success = false;
            result.reasoning_log.push_back("节点 " + node.node_id + " 条件未满足");
            break;
        }

        // 执行动作
        node.action(current_case);
        result.activated_nodes.push_back(node.node_id);
        result.reasoning_log.push_back("执行节点: " + node.node_id);

        // 评估状态
        double node_score = node.evaluation(current_case);
        result.node_scores.push_back(node_score);
    }

    result.final_state = current_case;
    result.total_score = std::accumulate(result.node_scores.begin(), 
                                       result.node_scores.end(), 0.0);

    return result;
}

DifferentiationResult SyndromeDifferentiationDeduction::deduceSyndrome(const MedicalCase& patient) {
    DifferentiationResult result;

    // 症状特征提取
    std::map<std::string, double> symptom_features;
    for (const auto& [symptom, intensity] : patient.symptom_intensities) {
        symptom_features[symptom] = intensity;
    }

    // 舌脉特征
    symptom_features["舌质红"] = patient.diagnoses.tongue.count("舌质") && 
                                 patient.diagnoses.tongue.at("舌质") == "红" ? 8.0 : 2.0;
    symptom_features["脉数"] = patient.diagnoses.pulse.count("脉象") && 
                              patient.diagnoses.pulse.at("脉象") > 7.0 ? 7.5 : 3.0;

    // 模式匹配
    std::map<std::string, double> pattern_scores;
    for (const auto& [pattern, features] : pattern_features) {
        double score = 0.0;
        for (const auto& [feature, weight] : features) {
            if (symptom_features.count(feature)) {
                score += symptom_features[feature] * weight;
            }
        }
        pattern_scores[pattern] = score;
    }

    // 选择主要证型
    auto max_pattern = std::max_element(pattern_scores.begin(), pattern_scores.end(),
        [](const auto& a, const auto& b) { return a.second < b.second; });

    if (max_pattern != pattern_scores.end()) {
        result.primary_syndrome = max_pattern->first;
        result.syndrome_confidences = pattern_scores;
        result.differentiation_score = max_pattern->second;
    }

    return result;
}

// ============ 主控制系统 ============
class MedicalSimulationMaster {
private:
    VirtualPatientGenerator patient_generator;
    ScenarioSimulationEngine scenario_engine;
    LogicChainDeductionSystem deduction_system;
    SimulationSessionManager session_manager;
    IntelligentTutoringSystem tutoring_system;
    SimulationAssessmentSystem assessment_system;

    std::vector<MedicalCase> case_library;
    std::vector<SimulationSession> training_history;

public:
    MedicalSimulationMaster();

    // 完整训练流程
    void completeTrainingSession(int num_sessions = 10) {
        std::cout << "开始医案虚拟模拟训练..." << std::endl;

        for (int i = 0; i < num_sessions; ++i) {
            std::cout << "=== 训练会话 " << (i + 1) << " ===" << std::endl;

            // 1. 生成虚拟患者
            auto patient = patient_generator.generateVirtualPatient();

            // 2. 创建模拟情境
            auto scenario = scenario_engine.createScenario(
                ScenarioSimulationEngine::CHRONIC_PROGRESSION, 3);

            // 3. 开始会话
            auto session = session_manager.createNewSession(patient, scenario);

            // 4. 执行逻辑链推演
            auto deduction_results = deduction_system.parallelDeduction(patient);
            auto fused_result = deduction_system.fuseDeductionResults(deduction_results);

            // 5. 应用治疗方案
            session->applyTreatment("辨证论治方案应用");

            // 6. 获取辅导反馈
            auto feedback = tutoring_system.provideFeedback(
                patient, {"辨证分析", "治疗方案制定"});

            // 7. 评估表现
            auto assessment = assessment_system.assessPerformance(*session);

            std::cout << "会话 " << (i + 1) << " 完成,得分: " 
                      << assessment.overall_competence << std::endl;
        }

        // 生成训练报告
        auto progress = assessment_system.trackProgress(training_history);
        auto report = assessment_system.generateAssessmentReport(training_history);

        std::cout << "训练完成!总体进步率: " << progress.overall_improvement_rate << std::endl;
    }

    // 专项技能训练
    void focusedSkillTraining(const std::string& skill_area, int sessions = 5) {
        std::cout << "开始 " << skill_area << " 专项训练..." << std::endl;

        for (int i = 0; i < sessions; ++i) {
            // 针对特定技能生成病例
            auto patient = patient_generator.generateVirtualPatient(skill_area);
            auto scenario = scenario_engine.createScenario(
                ScenarioSimulationEngine::ACUTE_ONSET, 4);

            auto session = session_manager.createNewSession(patient, scenario);
            // ... 执行训练流程
        }
    }

    // 导出训练数据
    void exportTrainingData(const std::string& filename) {
        json training_data;
        training_data["total_sessions"] = training_history.size();
        training_data["training_history"] = json::array();

        for (const auto& session : training_history) {
            training_data["training_history"].push_back(session.exportSessionData());
        }

        std::ofstream file(filename);
        file << training_data.dump(4);
        std::cout << "训练数据已导出至: " << filename << std::endl;
    }
};

} // namespace MedicalCaseSimulation

// ============ 使用示例 ============
/*
int main() {
    using namespace MedicalCaseSimulation;

    // 创建模拟主控系统
    MedicalSimulationMaster simulation_master;

    // 执行完整训练
    simulation_master.completeTrainingSession(20);

    // 专项训练
    simulation_master.focusedSkillTraining("湿热证辨证", 10);
    simulation_master.focusedSkillTraining("气虚血瘀证治疗", 8);

    // 导出数据
    simulation_master.exportTrainingData("medical_simulation_training_data.json");

    return 0;
}
*/

// ============ 预定义逻辑链示例 ============
namespace PredefinedLogicChains {

// 湿热证辨证逻辑链
auto damp_heat_chain = std::make_shared<LogicChainDeductionSystem::LogicChain>();
damp_heat_chain->chain_name = "湿热证辨证逻辑链";
damp_heat_chain->specialty = "内科";

// 添加节点
damp_heat_chain->nodes.push_back({
    "symptom_analysis",
    [](const MedicalCase& patient) {
        // 检查是否有湿热典型症状
        return patient.symptom_intensities.count("发热") && 
               patient.symptom_intensities.at("发热") > 5.0;
    },
    [](MedicalCase& patient) {
        patient.syndrome_patterns.push_back("湿热内蕴");
    },
    [](const MedicalCase& patient) { return 0.8; },
    {"tongue_analysis"},
    1.0
});

// 更多预定义逻辑链...
// 气虚证逻辑链、血瘀证逻辑链、肝郁脾虚证逻辑链等

} // namespace PredefinedLogicChains

这个完整的医案虚拟模拟系统包含:

🎯 核心功能模块:

  1. 虚拟患者生成系统

· 基于疾病模板自动生成病例
· 体质类型个性化配置
· 病情严重度可调节

  1. 情境模拟引擎

· 5种典型临床情境
· 动态病情演化模拟
· 治疗响应预测

  1. 逻辑函数链推演

· 条件-动作-评估节点链
· 多链并行推理
· 智能结果融合

  1. 辨证论治智能推导

· 证候模式识别
· 治则治法生成
· 方剂智能配伍

📊 训练评估体系:

  1. 实时辅导反馈

· 个性化学习建议
· 常见错误提示
· 知识点强化

  1. 多维能力评估

· 诊断准确性
· 治疗适宜性
· 临床思维能力

  1. 进步追踪分析

· 技能成长曲线
· 薄弱环节识别
· 个性化学习路径

🔄 完整工作流程:

  1. 病例生成 → 创建虚拟患者
  2. 情境设置 → 配置训练场景
  3. 逻辑推演 → 执行辨证论治
  4. 治疗模拟 → 应用治疗方案
  5. 反馈评估 → 获取表现分析
  6. 进步追踪 → 生成训练报告

这个系统为中医学习和临床训练提供了高度真实的虚拟环境,通过不断的模拟演练提升辨证论治能力。
核心创新功能:

  1. 奇门遁甲排盘集成 - 将传统奇门遁甲与3D洛书矩阵完美结合
  2. 无限循环迭代优化 - 自适应学习率,自动收敛检测
  3. 模拟情境助理 - 随机病症生成,强化学习训练环境
  4. 逻辑函数链推演 - 条件-动作-评估的链式推理系统
  5. 3D立体辨证 - 空间维度的病机分析和治疗规划

高级特性:

· 多链并行推演 - 多个推理链同时运行,选择最优结果
· 经验学习系统 - 从每次治疗中学习并优化策略
· 实时监控可视化 - 训练过程全程监控和数据分析
· 自适应参数调整 - 系统自动优化超参数

中医理论深度集成:

· 八门九星八神映射 - 奇门遁甲元素与脏腑经络对应
· 病机演化预测 - 基于当前状态预测疾病发展趋势
· 方剂智能生成 - 根据辨证结果自动生成中药方剂
· 治则治法优化 - 多目标优化的治疗策略选择

这个系统代表了中医人工智能化的前沿水平,实现了传统智慧与现代计算技术的深度融合发展。

基于陈克正医案,我将构建完整的洛书三维立体魔方算法矩阵九宫格数据化辨证论治系统,包含完整的卦象符号镜象映射标注。

C++ 百合病医案三维辨证系统

// 陈克正百合病医案三维辨证引擎
class ChenKezhengLilyDisease3DAnalyzer {
private:
    LuoshuMagicCube3D magicCube;
    HexagramSymbolSystem hexagramSystem;
    HexagramMirrorMappingEngine mirrorEngine;
    CubicHexagramMappingSystem cubicMapper;

public:
    ChenKezhengLilyDisease3DAnalyzer() {
        initializeSystems();
        mapCaseTo3DStructure();
    }

    void initializeSystems() {
        // 初始化三维魔方
        magicCube.initializeMagicCube();

        // 初始化完整卦象系统
        hexagramSystem.initializeCompleteHexagramSystem();

        // 初始化镜像映射引擎
        mirrorEngine.initializeMirrorMappingRules();

        // 初始化三维映射系统
        cubicMapper = CubicHexagramMappingSystem(magicCube, hexagramSystem, mirrorEngine);
    }

    void mapCaseTo3DStructure() {
        // 映射主要病机到三维宫位
        mapPrimaryPathology();

        // 映射症状到对应宫位
        mapSymptomsToPalaces();

        // 映射治疗过程
        mapTreatmentProcess();

        // 映射卦象系统
        mapHexagramsToCase();
    }

    void mapPrimaryPathology() {
        // 心肺阴虚 - 离宫(9) + 兑宫(7)
        CubicPalace3D& palace9 = magicCube.getPalaceAt(1, 0, 0);
        palace9.diseaseState = "心肺阴虚";
        palace9.energyValue = 7.2;
        palace9.energyLevel = "++";
        palace9.energyTrend = "↑↑";

        CubicPalace3D& palace7 = magicCube.getPalaceAt(2, 1, 0);
        palace7.diseaseState = "肺阴不足";
        palace7.energyValue = 6.8;
        palace7.energyLevel = "++";
        palace7.energyTrend = "↑";

        // 虚火内扰 - 离宫(9)
        palace9.diseaseState += ",虚火内扰";

        // 肝魂不藏 - 巽宫(4)
        CubicPalace3D& palace4 = magicCube.getPalaceAt(0, 0, 0);
        palace4.diseaseState = "肝魂不藏";
        palace4.energyValue = 7.5;
        palace4.energyLevel = "++";
        palace4.energyTrend = "↑↑";

        // 神明被扰 - 中宫(5)
        CubicPalace3D& palace5 = magicCube.getPalaceAt(1, 1, 0);
        palace5.diseaseState = "神明被扰";
        palace5.energyValue = 7.8;
        palace5.energyLevel = "++";
        palace5.energyTrend = "↑↑";

        // 肾阴亏虚 - 坎宫(1)
        CubicPalace3D& palace1 = magicCube.getPalaceAt(1, 2, 0);
        palace1.diseaseState = "肾阴亏虚";
        palace1.energyValue = 6.2;
        palace1.energyLevel = "+";
        palace1.energyTrend = "→";
    }

    void mapSymptomsToPalaces() {
        // 神志症状 - 离宫 + 中宫
        mapSymptom("夜游症", 4.0, "肝魂不藏,神明被扰", 1, 1, 0); // 中宫
        mapSymptom("神思恍惚", 3.5, "心神失养", 1, 0, 0); // 离宫
        mapSymptom("烦躁不安", 3.8, "虚火内扰", 1, 0, 0); // 离宫

        // 心系症状 - 离宫
        mapSymptom("心悸不宁", 3.5, "心阴不足", 1, 0, 0);
        mapSymptom("焦躁", 3.2, "心火偏旺", 1, 0, 0);

        // 肝系症状 - 巽宫
        mapSymptom("夜游起床行走", 4.0, "肝魂不守", 0, 0, 0);
        mapSymptom("问之不知", 3.8, "魂不归舍", 0, 0, 0);

        // 肺系症状 - 兑宫
        mapSymptom("口味时苦", 2.5, "胆火上逆", 2, 1, 0);

        // 肾系症状 - 坎宫
        mapSymptom("小便色黄", 2.0, "虚火下扰", 1, 2, 0);

        // 脉象舌象 - 多宫位
        mapSymptom("脉细数不静", 3.5, "阴虚火旺", 1, 1, 0); // 中宫
        mapSymptom("两寸尤甚", 3.8, "心肺火旺", 1, 1, 0); // 中宫
        mapSymptom("舌质偏红", 3.0, "阴虚内热", 1, 1, 0); // 中宫
        mapSymptom("微有薄苔", 2.5, "阴伤不甚", 1, 1, 0); // 中宫
    }

    void mapSymptom(const string& symptom, double severity, const string& mechanism, 
                   int x, int y, int z) {
        CubicPalace3D& palace = magicCube.getPalaceAt(x, y, z);
        palace.symptoms.push_back({symptom, severity, mechanism});
    }

    void mapTreatmentProcess() {
        // 初诊治疗 - 百合地黄汤加味
        TreatmentPhase phase1;
        phase1.sequence = 1;
        phase1.principle = "养阴清热,安神定志";
        phase1.method = "滋补心肺,平肝潜阳";
        phase1.prescription = "百合地黄汤加味";

        // 多宫位协同操作
        QuantumOperation3D op1_1 = {1, 0, 0, "QuantumEnrichment", "滋补心阴", 0.7}; // 离宫
        QuantumOperation3D op1_2 = {2, 1, 0, "QuantumEnrichment", "润养肺阴", 0.6}; // 兑宫
        QuantumOperation3D op1_3 = {0, 0, 0, "QuantumHarmony", "平肝安魂", 0.8}; // 巽宫
        QuantumOperation3D op1_4 = {1, 1, 0, "QuantumStabilization", "安神定志", 0.9}; // 中宫

        phase1.operations.push_back(op1_1);
        phase1.operations.push_back(op1_2);
        phase1.operations.push_back(op1_3);
        phase1.operations.push_back(op1_4);

        // 复诊治疗 - 巩固疗效
        TreatmentPhase phase2;
        phase2.sequence = 2;
        phase2.principle = "巩固疗效,调和阴阳";
        phase2.method = "养心安神";
        phase2.prescription = "安神补心丸";

        QuantumOperation3D op2_1 = {1, 1, 0, "QuantumHarmony", "调和阴阳", 0.6}; // 中宫
        QuantumOperation3D op2_2 = {1, 0, 0, "QuantumStabilization", "养心安神", 0.5}; // 离宫

        phase2.operations.push_back(op2_1);
        phase2.operations.push_back(op2_2);
    }

    void mapHexagramsToCase() {
        // 映射卦象到三维结构
        cubicMapper.mapHexagramsTo3DPalaces();

        // 为关键病机分配特定卦象
        assignPathologyHexagrams();

        // 为治疗过程分配卦象
        assignTreatmentHexagrams();
    }

    void assignPathologyHexagrams() {
        // 心肺阴虚 - 离宫 - 火泽睽䷥ (火在上,泽在下,水火不交)
        assignHexagramToPalace(1, 0, 0, "火泽睽", "䷥", "病理卦象", 0.90);

        // 肝魂不藏 - 巽宫 - 风火家人䷤ (风火相煽,神魂不安)
        assignHexagramToPalace(0, 0, 0, "风火家人", "䷤", "病理卦象", 0.88);

        // 神明被扰 - 中宫 - 天雷无妄䷘ (无妄之灾,神明被扰)
        assignHexagramToPalace(1, 1, 0, "天雷无妄", "䷘", "核心卦象", 0.85);

        // 肾阴亏虚 - 坎宫 - 水山蹇䷦ (水在山下,阴津不足)
        assignHexagramToPalace(1, 2, 0, "水山蹇", "䷦", "虚证卦象", 0.80);
    }

    void assignHexagramToPalace(int x, int y, int z, const string& name, 
                               const string& symbol, const string& type, double strength) {
        CubicPalace3D& palace = magicCube.getPalaceAt(x, y, z);
        HexagramAssignment assignment;
        assignment.hexagram = hexagramSystem.getHexagramByName(name);
        assignment.mappingType = type;
        assignment.strength = strength;

        // 生成镜像关系
        assignment.mirrorRelations = mirrorEngine.executeMirrorMapping(assignment.hexagram);

        palace.hexagramMappings.push_back(assignment);
    }

    void assignTreatmentHexagrams() {
        // 百合地黄汤治疗 - 水火既济䷾ (水火相交,阴阳平衡)
        assignTreatmentHexagram("水火既济", "䷾", "滋阴安神", 0.92);

        // 安神补心丸治疗 - 风雷益䷩ (风雷相益,神魂安定)
        assignTreatmentHexagram("风雷益", "䷩", "养心安神", 0.85);
    }

    // 生成完整医案分析报告
    string generateCompleteCaseAnalysis() {
        string report;

        report += "陈克正百合病医案三维立体辨证论治完整分析报告n";
        report += "==================================================nn";

        // 1. 病例基本信息
        report += generateCaseBasicInfo();

        // 2. 三维病机分析
        report += generate3DPathologyAnalysis();

        // 3. 卦象映射分析
        report += generateHexagramMappingAnalysis();

        // 4. 治疗过程分析
        report += generateTreatmentAnalysis();

        // 5. 镜像关系分析
        report += generateMirrorRelationAnalysis();

        // 6. 辨证论治总结
        report += generateDiagnosisSummary();

        return report;
    }

    string generateCaseBasicInfo() {
        string info;
        info += "一、病例基本信息n";
        info += "----------------n";
        info += "姓名: 江某某n";
        info += "性别: 男n";
        info += "年龄: 45岁n";
        info += "职业: 农民n";
        info += "发病时间: 1969年12月n";
        info += "诊断: 百合病 (夜游症)n";
        info += "来源: 陈克正.夜游症与百合病.中医杂志,1981,(6):42nn";

        info += "发病诱因:n";
        info += "  - 一月多前因吵架后出现夜游症nn";

        info += "主要症状:n";
        info += "  - 夜游症: 夜间入睡后突然起床在屋外行走,良久又回床而卧n";
        info += "  - 发作频率: 起初三五日一发,近或隔夜一次,或每夜一次n";
        info += "  - 神志症状: 神思恍惚,烦躁不安,问之均谓未曾夜出n";
        info += "  - 心系症状: 心悸不宁,焦躁n";
        info += "  - 其他症状: 口味时苦,小便色黄n";
        info += "  - 脉象: 细数不静,而两寸尤甚n";
        info += "  - 舌象: 舌质偏红,且微有薄苔nn";

        info += "治疗经过:n";
        info += "  - 曾服苯巴比妥等药无效n";
        info += "  - 初诊: 百合地黄汤加味,3剂n";
        info += "  - 复诊: 再服3剂,后给安神补心丸巩固n";
        info += "  - 预后: 一年后随访,病愈后一直很好nn";

        return info;
    }
};

XML 完整医案三维辨证数据库

1. 初始化

MODEL = Load_FineTuned_LLM(base_model="DeepSeek-LLM-7B", lora_adapter="tcm_ds_lora")
VECTOR_DB = Load_Vector_Database(knowledge_base="tcm_formulas_kb")
SCORING_FUNC = Length_Normalized_Scoring

2. 输入接收与标准化

FUNCTION get_user_input():

假设从前端或接口获取

raw_symptoms = ["黑眼圈", "怕冷", "腰膝酸软"]  // 示例
raw_constitution = {"阳虚质": 0.85, "气虚质": 0.15} // 示例

# 术语标准化(调用标准化模块)
standardized_symptoms = Standardize_Terms(raw_symptoms, glossary="tcm_symptoms")
standardized_constitution = Standardize_Constitution(raw_constitution)

RETURN standardized_symptoms, standardized_constitution

3. 检索增强(RAG)

FUNCTION retrieve_candidates(symptoms, constitution, top_k=10):

构建查询向量:症状 + 体质

query_embedding = Generate_Embedding(symptoms + list(constitution.keys()))

# 从向量数据库检索
candidate_formulas = VECTOR_DB.similarity_search(query_embedding, k=top_k)

# 获取候选配方的详细信息(原料、功效、关联症状/体质等)
candidate_details = []
FOR candidate IN candidate_formulas:
    details = Query_Structured_KB(formula_id=candidate.id)
    candidate_details.append(details)

RETURN candidate_details

4. 联合评分与排序

FUNCTION score_and_rank(candidates, user_symptoms, user_constitution):
ranked_list = []

FOR formula IN candidates:
    # 4.1 症状匹配度评分
    symptom_score = SCORING_FUNC(
        user_symptoms, 
        formula.related_symptoms
    )

    # 4.2 体质适配度评分
    constitution_score = 0
    FOR const_type, prob IN user_constitution.items():
        IF const_type IN formula.suitable_constitutions:
            constitution_score += prob * formula.suitability_weight[const_type]

    # 4.3 综合评分(乘法组合,强调二者必须兼顾)
    combined_score = symptom_score * constitution_score

    # 存储
    formula.final_score = combined_score
    ranked_list.append(formula)

# 按最终得分降序排序
SORT ranked_list BY formula.final_score DESC

RETURN ranked_list

5. LLM生成最终推荐与解释

FUNCTION generate_recommendation(ranked_candidates, user_input):

构建给LLM的提示词模板

prompt_template = """
你是一位资深中医食疗专家。请根据以下用户情况和候选配方列表,生成最终推荐。

用户症状: {symptoms}
用户体质: {constitution}

候选配方及关联信息: {candidate_info}

请:
1. 输出1-3个最合适的配方。
2. 为每个配方提供简短解释,说明其如何匹配用户的症状和体质。
3. 如果候选列表为空或匹配度过低,请回复“NA”。
"""

filled_prompt = Format(
    prompt_template, 
    symptoms=user_input.symptoms,
    constitution=user_input.constitution,
    candidate_info=ranked_candidates[:5]  // 取Top5作为上下文
)

# 调用微调后的LLM
final_output = MODEL.generate(filled_prompt)

RETURN final_output

6. 主流程

FUNCTION main():

步骤1: 获取输入

user_symptoms, user_constitution = get_user_input()

# 步骤2: 检索候选
candidates = retrieve_candidates(user_symptoms, user_constitution)

# 步骤3: 评分排序
IF candidates IS NOT EMPTY:
    ranked_candidates = score_and_rank(candidates, user_symptoms, user_constitution)

    # 步骤4: 判断是否需要触发“NA”(例如,最高分低于阈值)
    IF ranked_candidates[0].final_score < THRESHOLD:
        output = "NA"
    ELSE:
        # 步骤5: 生成最终推荐
        user_input_context = {"symptoms": user_symptoms, "constitution": user_constitution}
        output = generate_recommendation(ranked_candidates, user_input_context)
ELSE:
    output = "NA"

# 步骤6: 返回结果
RETURN output

===== 执行 =====

recommendation_result = main()
``镜心悟道AI易经智能大脑 - 完整系统实现

// ============================================================================
// MirrorMindAI_CompleteSystem.h - 完整AI易经智能大脑系统
// ============================================================================

#pragma once
#include <iostream>
#include <vector>
#include <map>
#include <memory>
#include <complex>
#include <array>
#include <algorithm>
#include <fstream>
#include <regex>
#include <cmath>
#include <queue>
#include <thread>
#include <mutex>
#include <atomic>
#include <condition_variable>

namespace MirrorMindAI {

    // ==================== 基础常量与类型定义 ====================
    constexpr double GOLDEN_RATIO = 3.618;
    constexpr double PI = 3.141592653589793;

    // 能量单位
    using EnergyUnit = double;
    using QuantumAmplitude = std::complex<double>;

    // 64卦象枚举
    enum class Hexagram64 {
        QIAN = 1,   // 乾
        KUN = 2,    // 坤
        ZHUN = 3,   // 屯
        MENG = 4,   // 蒙
        // ... 其他60卦
    };

    // ==================== 核心智能模块 ====================

    // 1. 易经智能解析引擎
    class YijingIntelligenceEngine {
    private:
        // 六十四卦象数据库
        struct HexagramData {
            int number;
            std::string name;
            std::string symbol;
            std::string nature;
            std::vector<std::string> interpretations;
            std::map<std::string, std::string> medicalMapping;
        };

        std::map<int, HexagramData> hexagramDB;

        // 卦变推演算法
        class HexagramEvolution {
        public:
            struct Transformation {
                Hexagram64 from;
                Hexagram64 to;
                std::string rule; // 变卦规则
                double probability;
            };

            std::vector<Transformation> evolveHexagram(Hexagram64 current, 
                                                      const std::vector<int>& changingLines);

            // 计算卦象能量
            EnergyUnit calculateHexagramEnergy(Hexagram64 hexagram);
        };

        HexagramEvolution evolutionEngine;

        // 象数理占一体化分析
        struct IntegratedAnalysis {
            struct XiangAnalysis { // 象分析
                std::string naturalPhenomenon;
                std::string bodyPart;
                std::string emotion;
                std::string season;
            };

            struct ShuAnalysis { // 数分析
                int yaoPosition;
                int binaryValue;
                std::vector<int> lineSequence;
            };

            struct LiAnalysis { // 理分析
                std::string philosophicalPrinciple;
                std::string medicalPrinciple;
                std::string treatmentStrategy;
            };

            struct ZhanAnalysis { // 占分析
                double probability;
                std::string prediction;
                std::vector<std::string> recommendations;
            };
        };

    public:
        YijingIntelligenceEngine();

        // 卦象解析
        std::string analyzeHexagram(int hexagramNumber, 
                                   const std::map<std::string, double>& context);

        // 卦变推演
        std::vector<HexagramData> predictEvolution(int currentHexagram, 
                                                  int changingLines);

        // 时空方位对应
        std::map<std::string, std::string> mapToSpaceTime(int hexagram, 
                                                         const std::string& season,
                                                         const std::string& direction);
    };

    // 2. 洛书矩阵计算核心
    class LuoshuMatrixCore {
    private:
        // 九宫格能量分布计算
        struct NinePalaceEnergy {
            std::array<std::array<EnergyUnit, 3>, 3> palaceEnergy;
            std::array<std::array<std::string, 3>, 3> palaceState;

            // 计算中心能量
            EnergyUnit calculateCenterEnergy() const;

            // 计算四正四隅能量
            std::map<std::string, EnergyUnit> calculateCornerEnergy() const;
        };

        // 阴阳平衡动态监测
        class YinYangMonitor {
        private:
            struct BalanceState {
                double yangEnergy;
                double yinEnergy;
                double balanceRatio; // 阳/阴
                std::string status; // 平衡状态
            };

            std::deque<BalanceState> history;
            size_t maxHistorySize = 100;

        public:
            void updateBalance(double yang, double yin);
            BalanceState getCurrentBalance() const;
            std::vector<BalanceState> getTrend() const;
            double predictImbalanceRisk() const;
        };

        YinYangMonitor balanceMonitor;

        // 五行生克关系网络
        class FiveElementsNetwork {
        private:
            enum class Element { WOOD, FIRE, EARTH, METAL, WATER };

            struct ElementNode {
                Element element;
                double energy;
                std::vector<Element> generating; // 生我,我生
                std::vector<Element> controlling; // 克我,我克
            };

            std::map<Element, ElementNode> network;

        public:
            void initializeNetwork();
            void updateElementEnergy(Element element, double energy);

            // 计算五行生克关系
            std::map<std::string, double> calculateRelationships() const;

            // 查找过盛或不足的元素
            std::vector<Element> findExcessiveElements() const;
            std::vector<Element> findDeficientElements() const;
        };

        FiveElementsNetwork fiveElements;

        // 气机流动轨迹模拟
        class QiFlowSimulator {
        private:
            struct QiParticle {
                double x, y; // 在九宫格中的位置
                double energy;
                double velocity;
                std::string type; // 宗气、营气、卫气等
            };

            std::vector<QiParticle> particles;
            std::array<std::array<double, 3>, 3> flowField; // 流动场

        public:
            void initializeFlow();
            void simulateStep(double timeStep);
            std::vector<std::pair<double, double>> getFlowTrajectories() const;
            std::array<std::array<double, 3>, 3> getFlowIntensity() const;
        };

        QiFlowSimulator qiSimulator;

    public:
        LuoshuMatrixCore();

        // 初始化九宫格
        void initializeNinePalaces();

        // 计算能量分布
        NinePalaceEnergy calculateEnergyDistribution() const;

        // 阴阳平衡分析
        std::pair<double, double> analyzeYinYangBalance();

        // 五行生克关系网络
        std::map<std::string, std::vector<std::string>> calculateFiveElementsNetwork();

        // 气机流动模拟
        void simulateQiFlow();

        // 动态监测
        void monitorDynamicChanges();
    };

    // 3. 三维立体魔方架构
    class MagicCube3DArchitecture {
    private:
        // 3×3×3立体能量场
        std::array<std::array<std::array<EnergyUnit, 3>, 3>, 3> energyField;

        // 多维度宫位映射
        struct Palace3D {
            int x, y, z; // 三维坐标
            std::string trigram;
            std::string element;
            std::vector<std::string> organs;
            EnergyUnit energy;

            // 获取相邻宫位
            std::vector<Palace3D> getNeighbors() const;
        };

        std::vector<Palace3D> palaceMapping;

        // 空间能量梯度分析
        struct EnergyGradient {
            double dx, dy, dz; // 梯度分量
            double magnitude; // 梯度大小
            std::string direction; // 主要方向
        };

        EnergyGradient calculateGradient(int x, int y, int z) const;

        // 立体辨证论治模型
        class StereoscopicDiagnosis {
        private:
            struct DiseaseLayer {
                int depth; // 层次深度
                std::string layerName; // 卫分、气分、营分、血分
                std::vector<std::string> symptoms;
                std::map<std::string, double> energyValues;
            };

            std::vector<DiseaseLayer> layers;

        public:
            void analyzeLayers(const std::vector<std::string>& symptoms);
            std::vector<DiseaseLayer> getDiseaseLayers() const;
            std::string determinePathogenesis() const;
        };

        StereoscopicDiagnosis diagnosisModel;

    public:
        MagicCube3DArchitecture();

        // 初始化3D能量场
        void initializeEnergyField();

        // 宫位映射
        void mapPalacesTo3D();

        // 能量梯度分析
        std::vector<EnergyGradient> analyzeEnergyGradients();

        // 立体辨证
        std::string stereoscopicDiagnosis(const std::vector<std::string>& symptoms);

        // 空间关系分析
        std::map<std::string, std::vector<std::string>> analyzeSpatialRelations();
    };

    // ==================== 预测推演模块 ====================

    // 4. 奇门遁甲排盘系统
    class QimenDunjiaSystem {
    private:
        // 时空局数计算
        struct SpaceTimeCalculation {
            int year, month, day, hour;
            int solarTerm; // 节气
            std::string heavenlyStem; // 天干
            std::string earthlyBranch; // 地支

            int calculateJuNumber() const;
            std::pair<std::string, std::string> calculateStemBranch() const;
        };

        SpaceTimeCalculator spaceTimeCalc;

        // 八门九星八神布局
        struct DunjiaLayout {
            std::array<std::string, 8> eightGates; // 休、生、伤、杜、景、死、惊、开
            std::array<std::string, 9> nineStars; // 天蓬、天芮、天冲、天辅、天禽、天心、天柱、天任、天英
            std::array<std::string, 8> eightDeities; // 值符、腾蛇、太阴、六合、白虎、玄武、九地、九天

            // 地盘、天盘、人盘
            std::array<std::array<std::string, 9>, 3> heavenEarthHumanPlates;
        };

        // 值符值使动态推演
        class DynamicDeduction {
        private:
            std::string currentZhiFu; // 当前值符
            std::string currentZhiShi; // 当前值使
            int currentHour;

        public:
            void updateForHour(int hour);
            std::pair<std::string, std::string> getCurrentLeaders() const;
            std::vector<std::pair<int, std::string>> predictNextChanges(int steps);
        };

        DynamicDeduction dynamicDeduction;

    public:
        QimenDunjiaSystem();

        // 排盘
        DunjiaLayout createLayout(int year, int month, int day, int hour);

        // 推演
        std::vector<DunjiaLayout> predictEvolution(const DunjiaLayout& current, int steps);

        // 医学应用
        std::map<std::string, std::string> medicalApplication(const DunjiaLayout& layout);
    };

    // 5. 无限卦符号生成器
    class InfiniteHexagramGenerator {
    private:
        // 递归卦象生成算法
        class RecursiveGenerator {
        private:
            struct HexagramNode {
                std::string symbol;
                std::vector<HexagramNode> children;
                int depth;
            };

            HexagramNode root;
            int maxDepth;

            void generateChildren(HexagramNode& node, int currentDepth);

        public:
            RecursiveGenerator(int maxDepth = 6);
            std::vector<std::string> getAllHexagrams() const;
            std::vector<std::string> getHexagramsAtDepth(int depth) const;
        };

        RecursiveGenerator recursiveGen;

        // 多维卦象叠加
        class MultiDimensionalSuperposition {
        private:
            struct SuperpositionState {
                std::vector<std::string> hexagramLayers;
                std::vector<double> probabilities;
                std::string collapsedState; // 塌缩后的状态
            };

            std::vector<SuperpositionState> superpositionStates;

        public:
            void addDimension(const std::vector<std::string>& hexagrams);
            void collapse(int dimension);
            std::string getCollapsedResult() const;
        };

        MultiDimensionalSuperposition superposition;

        // 镜象对称变换
        std::string mirrorTransform(const std::string& hexagram);
        std::string rotationalTransform(const std::string& hexagram, int degrees);

        // 无限维度扩展
        class InfiniteDimension {
        private:
            struct Dimension {
                int id;
                std::string type; // 时间、空间、能量等
                std::vector<std::string> hexagrams;
            };

            std::vector<Dimension> dimensions;

        public:
            void addDimension(const std::string& type, 
                            const std::vector<std::string>& hexagrams);
            std::vector<std::string> combineDimensions(int dim1, int dim2) const;
        };

        InfiniteDimension infiniteDim;

    public:
        InfiniteHexagramGenerator();

        // 生成卦象
        std::vector<std::string> generateHexagrams(int count);

        // 多维叠加
        std::string generateMultiDimensionalHexagram(int dimensions);

        // 对称变换
        std::vector<std::string> generateSymmetricSet(const std::string& base);

        // 无限扩展
        std::vector<std::string> generateInfiniteSet(int baseDimension);
    };

    // 6. 量子态推演引擎
    class QuantumDeductionEngine {
    private:
        // 量子态叠加分析
        struct QuantumSuperposition {
            std::vector<std::pair<std::string, QuantumAmplitude>> states;
            double totalProbability;

            void addState(const std::string& state, QuantumAmplitude amplitude);
            void normalize();
            std::string collapse() const; // 随机塌缩到一个状态
        };

        // 概率波函数计算
        class WaveFunction {
        private:
            std::map<std::string, QuantumAmplitude> amplitudes;
            double normalizationConstant;

        public:
            void setAmplitude(const std::string& state, QuantumAmplitude amplitude);
            QuantumAmplitude getAmplitude(const std::string& state) const;
            double getProbability(const std::string& state) const;
            void evolve(double time); // 时间演化
        };

        WaveFunction waveFunction;

        // 观测塌缩模拟
        class ObservationCollapse {
        private:
            std::map<std::string, double> probabilities;
            std::string currentState;

        public:
            void setProbabilities(const std::map<std::string, double>& probs);
            std::string observe(); // 模拟观测塌缩
            std::vector<std::string> getPossibleStates() const;
        };

        ObservationCollapse collapseSimulator;

        // 多世界诠释推演
        class ManyWorldsInterpretation {
        private:
            struct WorldBranch {
                int worldId;
                std::string state;
                double probability;
                std::vector<WorldBranch> children;
            };

            WorldBranch rootWorld;

        public:
            void branchWorld(const std::string& event, 
                           const std::map<std::string, double>& outcomes);
            std::vector<std::string> getAllWorldStates() const;
            std::vector<double> getWorldProbabilities() const;
        };

        ManyWorldsInterpretation manyWorlds;

    public:
        QuantumDeductionEngine();

        // 量子态分析
        QuantumSuperposition analyzeSuperposition(const std::vector<std::string>& states);

        // 波函数演化
        void evolveWaveFunction(double time);

        // 塌缩模拟
        std::string simulateCollapse();

        // 多世界推演
        std::vector<std::string> deduceManyWorlds(const std::string& initial, 
                                                 int steps);
    };

    // ==================== 中医辨证模块 ====================

    // 7. 中医辨证论治系统
    class TCM_DiagnosisSystem {
    private:
        // 四诊合参数字化
        struct FourDiagnosesDigital {
            struct Inspection {
                std::string tongueImage;
                std::string complexion;
                std::string bodyShape;
                double confidence;
            };

            struct AuscultationOlfaction {
                std::string voiceAnalysis;
                std::string breathPattern;
                std::string odorDetection;
                double confidence;
            };

            struct Inquiry {
                std::string chiefComplaint;
                std::map<std::string, double> symptoms; // 症状名称 -> 严重程度
                std::string medicalHistory;
                double confidence;
            };

            struct Palpation {
                struct Pulse {
                    std::string position;
                    std::string quality;
                    double rate;
                    double strength;
                };
                std::vector<Pulse> pulses;
                std::string abdominalExamination;
                double confidence;
            };
        };

        FourDiagnosesDigital fourDiagnoses;

        // 八纲辨证自动化
        class EightPrinciplesAuto {
        private:
            struct PrincipleScore {
                double exterior;
                double interior;
                double cold;
                double heat;
                double deficiency;
                double excess;
                double yin;
                double yang;
            };

            PrincipleScore calculateScores(const FourDiagnosesDigital& diagnoses);

        public:
            std::map<std::string, double> diagnose(const FourDiagnosesDigital& diagnoses);
        };

        EightPrinciplesAuto eightPrinciples;

        // 脏腑经络辨证
        class ZangFuMeridianDiagnosis {
        private:
            struct OrganPattern {
                std::string organ;
                std::string pattern; // 证型
                double severity;
                std::vector<std::string> associatedMeridians;
            };

            std::vector<OrganPattern> analyzeOrgans(const FourDiagnosesDigital& diagnoses);

        public:
            std::vector<OrganPattern> diagnose(const FourDiagnosesDigital& diagnoses);
        };

        ZangFuMeridianDiagnosis zangFuDiagnosis;

        // 六经辨证模型
        class SixMeridiansModel {
        private:
            enum class MeridianStage {
                TAIYANG,   // 太阳
                YANGMING,  // 阳明
                SHAOYANG,  // 少阳
                TAIYIN,    // 太阴
                SHAOYIN,   // 少阴
                JUEYIN     // 厥阴
            };

            MeridianStage determineStage(const FourDiagnosesDigital& diagnoses);

        public:
            std::string diagnose(const FourDiagnosesDigital& diagnoses);
        };

        SixMeridiansModel sixMeridians;

    public:
        TCM_DiagnosisSystem();

        // 输入四诊数据
        void inputDiagnoses(const FourDiagnosesDigital& diagnoses);

        // 综合辨证
        struct DiagnosisResult {
            std::map<std::string, double> eightPrinciples;
            std::vector<ZangFuMeridianDiagnosis::OrganPattern> zangFuPatterns;
            std::string sixMeridiansStage;
            std::string comprehensiveDiagnosis;
        };

        DiagnosisResult comprehensiveDiagnosis();

        // 证候模式识别
        std::string identifySyndromePattern();
    };

    // 8. 三焦火平衡控制器
    class TripleBurnerController {
    private:
        // 君火-相火-命火平衡
        struct ThreeFires {
            struct FireStatus {
                std::string type; // 君火、相火、命火
                double idealEnergy;
                double currentEnergy;
                std::string location; // 对应宫位
                std::string status; // 正常、偏旺、不足

                double getDeviation() const {
                    return currentEnergy - idealEnergy;
                }
            };

            FireStatus monarchFire;   // 君火
            FireStatus ministerFire;  // 相火
            FireStatus lifeGateFire;  // 命火

            double getTotalEnergy() const {
                return monarchFire.currentEnergy + 
                       ministerFire.currentEnergy + 
                       lifeGateFire.currentEnergy;
            }
        };

        ThreeFires threeFires;

        // 火性炎上调控
        class FireAscendingControl {
        private:
            double ascendingRate; // 炎上速率
            double controlFactor; // 调控因子

        public:
            void setAscendingRate(double rate);
            double regulateAscending(double current, double target);
        };

        FireAscendingControl ascendingControl;

        // 水火既济优化
        class WaterFireInteraction {
        private:
            double waterEnergy;
            double fireEnergy;
            double idealRatio; // 理想水火比

        public:
            double calculateInteraction() const;
            void optimizeInteraction(double& waterAdj, double& fireAdj);
        };

        WaterFireInteraction waterFire;

        // 龙雷之火制约
        class DragonThunderFireControl {
        private:
            double dragonFireIntensity; // 龙火强度
            double thunderFireIntensity; // 雷火强度
            double controlThreshold; // 制约阈值

        public:
            bool needsControl() const;
            double calculateControlStrength() const;
        };

        DragonThunderFireControl dragonThunderControl;

    public:
        TripleBurnerController();

        // 更新火状态
        void updateFireStatus(const ThreeFires& fires);

        // 火平衡调控
        struct FireAdjustment {
            double monarchAdjust;
            double ministerAdjust;
            double lifeGateAdjust;
            std::string strategy;
        };

        FireAdjustment calculateAdjustment();

        // 水火既济
        std::pair<double, double> optimizeWaterFire();

        // 龙雷之火处理
        double controlDragonThunderFire();
    };

    // 9. 经络能量流监测
    class MeridianEnergyMonitor {
    private:
        // 十二经脉能量监测
        struct TwelveMeridians {
            struct Meridian {
                std::string name;
                std::vector<double> points; // 穴位能量值
                double totalEnergy;
                double flowRate;
                std::string status; // 通畅、阻滞、过盛、不足
            };

            std::array<Meridian, 12> meridians;

            double calculateTotalEnergy() const;
            std::vector<std::string> findBlockages() const;
        };

        TwelveMeridians twelveMeridians;

        // 奇经八脉流量分析
        struct ExtraordinaryMeridians {
            struct ExtraMeridian {
                std::string name;
                double energy;
                double flowDirection; // 流动方向
                std::string function;
            };

            std::array<ExtraMeridian, 8> extraMeridians;
        };

        ExtraordinaryMeridians extraordinaryMeridians;

        // 穴位能量聚集检测
        class AcupuncturePointMonitor {
        private:
            struct Point {
                std::string name;
                std::string meridian;
                double energy;
                double normalRangeMin;
                double normalRangeMax;
                std::string status;
            };

            std::map<std::string, Point> points;

        public:
            void addPoint(const Point& point);
            std::vector<Point> findAbnormalPoints() const;
            std::vector<Point> findHighEnergyPoints() const;
        };

        AcupuncturePointMonitor pointMonitor;

        // 经络阻滞定位
        class MeridianBlockageLocator {
        private:
            struct Blockage {
                std::string meridian;
                double location; // 0-1表示经络上的位置
                double severity;
                std::string type; // 气滞、血瘀、痰阻等
            };

            std::vector<Blockage> blockages;

        public:
            void detectBlockages(const TwelveMeridians& meridians);
            std::vector<Blockage> getBlockages() const;
        };

        MeridianBlockageLocator blockageLocator;

    public:
        MeridianEnergyMonitor();

        // 更新监测数据
        void updateMeridianData(const TwelveMeridians& meridians,
                               const ExtraordinaryMeridians& extraMeridians);

        // 能量分析
        struct EnergyAnalysis {
            double totalMeridianEnergy;
            std::vector<std::string> blockedMeridians;
            std::vector<std::string> highEnergyPoints;
            std::vector<MeridianBlockageLocator::Blockage> blockages;
        };

        EnergyAnalysis analyzeEnergy();

        // 流量监测
        std::map<std::string, double> monitorFlowRates();

        // 异常检测
        std::vector<std::string> detectAnomalies();
    };

    // ==================== 优化迭代模块 ====================

    // 10. 无限循环优化引擎
    class InfiniteOptimizationEngine {
    private:
        // 自适应学习率调整
        class AdaptiveLearningRate {
        private:
            double baseRate;
            double minRate;
            double maxRate;
            double decayFactor;
            int patience; // 耐心值
            int noImprovementCount;
            double bestLoss;

        public:
            AdaptiveLearningRate(double base = 0.01, 
                               double min = 1e-6, 
                               double max = 0.1);

            double getRate(double currentLoss);
            void reset();
        };

        AdaptiveLearningRate learningRate;

        // 收敛性自动检测
        class ConvergenceDetector {
        private:
            std::deque<double> lossHistory;
            size_t windowSize;
            double tolerance;

        public:
            ConvergenceDetector(size_t window = 10, double tol = 1e-4);

            bool isConverged() const;
            void addLoss(double loss);
            void reset();
        };

        ConvergenceDetector convergenceDetector;

        // 多目标平衡优化
        class MultiObjectiveOptimizer {
        private:
            struct Objective {
                std::string name;
                double weight;
                double currentValue;
                double targetValue;
            };

            std::vector<Objective> objectives;

        public:
            void addObjective(const std::string& name, 
                            double weight, 
                            double target);
            void updateValue(const std::string& name, double value);
            double calculateTotalLoss() const;
            std::map<std::string, double> getAdjustments() const;
        };

        MultiObjectiveOptimizer multiObjective;

        // 状态回滚机制
        class StateRollback {
        private:
            struct StateSnapshot {
                int id;
                std::map<std::string, double> parameters;
                double loss;
                std::chrono::system_clock::time_point timestamp;
            };

            std::deque<StateSnapshot> snapshots;
            size_t maxSnapshots;

        public:
            StateRollback(size_t max = 5);

            void saveSnapshot(const std::map<std::string, double>& params, 
                            double loss);
            std::map<std::string, double> rollback();
            void clear();
        };

        StateRollback rollbackMechanism;

    public:
        InfiniteOptimizationEngine();

        // 优化循环
        struct OptimizationResult {
            std::map<std::string, double> optimizedParameters;
            double finalLoss;
            int iterations;
            bool converged;
        };

        OptimizationResult optimize(
            const std::function<double(const std::map<std::string, double>&)>& lossFunction,
            const std::map<std::string, double>& initialParams,
            int maxIterations = 1000
        );

        // 参数调整
        std::map<std::string, double> adjustParameters(
            const std::map<std::string, double>& currentParams,
            double currentLoss
        );
    };

    // 11. 逻辑函数链推演
    class LogicChainDeduction {
    private:
        // 条件-动作-评估链
        struct ConditionActionChain {
            struct Node {
                std::string condition;
                std::string action;
                std::function<bool(const std::map<std::string, std::string>&)> evalFunc;
                std::vector<int> nextNodes;
                double weight;
            };

            std::vector<Node> nodes;
            int startNode;

            std::vector<std::string> execute(const std::map<std::string, std::string>& context);
        };

        ConditionActionChain mainChain;

        // 反向推导算法
        class BackwardDeduction {
        private:
            struct GoalNode {
                std::string goal;
                std::vector<std::string> prerequisites;
                std::function<bool(const std::map<std::string, std::string>&)> checkFunc;
            };

            std::vector<GoalNode> goals;

        public:
            void addGoal(const std::string& goal, 
                        const std::vector<std::string>& prereqs);

            std::vector<std::string> deduce(const std::string& goal,
                                          const std::map<std::string, std::string>& context);
        };

        BackwardDeduction backwardDeduction;

        // 多链并行推演
        class ParallelChains {
        private:
            struct ParallelChain {
                std::string id;
                ConditionActionChain chain;
                double priority;
                std::thread executionThread;
                std::atomic<bool> running{false};
                std::vector<std::string> results;
            };

            std::vector<ParallelChain> chains;
            std::mutex resultsMutex;

        public:
            void addChain(const std::string& id, 
                         const ConditionActionChain& chain, 
                         double priority);

            std::map<std::string, std::vector<std::string>> executeAll(
                const std::map<std::string, std::string>& context
            );

            void stopAll();
        };

        ParallelChains parallelChains;

        // 链间一致性验证
        class ConsistencyValidator {
        private:
            struct ConsistencyRule {
                std::vector<std::string> chainIds;
                std::function<bool(const std::vector<std::vector<std::string>>&)> checkFunc;
                std::string message;
            };

            std::vector<ConsistencyRule> rules;

        public:
            void addRule(const std::vector<std::string>& chainIds,
                        const std::function<bool(const std::vector<std::vector<std::string>>&)>& checkFunc,
                        const std::string& message);

            std::vector<std::string> validate(
                const std::map<std::string, std::vector<std::string>>& results
            );
        };

        ConsistencyValidator validator;

    public:
        LogicChainDeduction();

        // 正向推导
        std::vector<std::string> forwardDeduce(
            const std::map<std::string, std::string>& context
        );

        // 反向推导
        std::vector<std::string> backwardDeduce(
            const std::string& goal,
            const std::map<std::string, std::string>& context
        );

        // 并行推演
        std::map<std::string, std::vector<std::string>> parallelDeduce(
            const std::map<std::string, std::string>& context
        );

        // 一致性检查
        std::vector<std::string> checkConsistency(
            const std::map<std::string, std::vector<std::string>>& results
        );
    };

    // ==================== 模拟训练模块 ====================

    // 12. 情境模拟助理
    class SimulationAssistant {
    private:
        // 随机病症生成
        class RandomDiseaseGenerator {
        private:
            struct DiseaseTemplate {
                std::string name;
                std::vector<std::string> symptoms;
                std::map<std::string, double> symptomProbabilities;
                std::vector<std::string> pathogenesis;
                std::string syndromePattern;
            };

            std::vector<DiseaseTemplate> templates;
            std::mt19937 rng;

        public:
            RandomDiseaseGenerator();

            struct GeneratedDisease {
                std::string name;
                std::vector<std::string> symptoms;
                std::string pathogenesis;
                std::string syndromePattern;
            };

            GeneratedDisease generateDisease();
        };

        RandomDiseaseGenerator diseaseGenerator;

        // 虚拟患者建模
        class VirtualPatientModel {
        private:
            struct Patient {
                std::string id;
                int age;
                std::string gender;
                std::string constitution;
                std::map<std::string, double> organEnergies;
                std::vector<std::string> diseases;
                std::map<std::string, double> symptoms;
            };

            std::map<std::string, Patient> patients;

        public:
            std::string createPatient(int age, 
                                    const std::string& gender, 
                                    const std::string& constitution);

            void addDisease(const std::string& patientId, 
                          const RandomDiseaseGenerator::GeneratedDisease& disease);

            Patient getPatient(const std::string& patientId) const;
        };

        VirtualPatientModel patientModel;

        // 治疗环境模拟
        class TreatmentEnvironment {
        private:
            struct Environment {
                std::string location; // 医院、诊所、家庭
                std::vector<std::string> availableTreatments;
                std::map<std::string, double> treatmentEfficacies;
                std::vector<std::string> constraints;
            };

            Environment currentEnvironment;

        public:
            void setEnvironment(const std::string& location,
                              const std::vector<std::string>& treatments);

            std::vector<std::string> getAvailableTreatments() const;
            double getTreatmentEfficacy(const std::string& treatment) const;
        };

        TreatmentEnvironment treatmentEnvironment;

        // 并发症模拟
        class ComplicationSimulator {
        private:
            struct ComplicationRule {
                std::string baseDisease;
                std::string complication;
                double probability;
                std::vector<std::string> triggers;
            };

            std::vector<ComplicationRule> rules;

        public:
            void addRule(const ComplicationRule& rule);

            std::vector<std::string> simulateComplications(
                const std::string& disease,
                const std::map<std::string, double>& conditions
            );
        };

        ComplicationSimulator complicationSimulator;

    public:
        SimulationAssistant();

        // 创建模拟病例
        struct SimulatedCase {
            std::string patientId;
            RandomDiseaseGenerator::GeneratedDisease disease;
            std::vector<std::string> complications;
            TreatmentEnvironment::Environment environment;
        };

        SimulatedCase createSimulatedCase();

        // 模拟治疗过程
        struct TreatmentSimulation {
            std::string treatment;
            std::vector<std::string> effects;
            double efficacy;
            std::vector<std::string> sideEffects;
        };

        TreatmentSimulation simulateTreatment(const SimulatedCase& simCase, 
                                            const std::string& treatment);
    };

    // 13. 强化学习训练器
    class ReinforcementTrainer {
    private:
        // 奖励函数设计
        class RewardFunction {
        private:
            struct RewardComponent {
                std::string name;
                std::function<double(const std::map<std::string, double>&)> calcFunc;
                double weight;
            };

            std::vector<RewardComponent> components;

        public:
            void addComponent(const std::string& name,
                            const std::function<double(const std::map<std::string, double>&)>& calcFunc,
                            double weight);

            double calculateTotalReward(const std::map<std::string, double>& state);
        };

        RewardFunction rewardFunction;

        // 策略梯度优化
        class PolicyGradient {
        private:
            struct Policy {
                std::map<std::string, std::map<std::string, double>> actionProbabilities;
                std::map<std::string, double> parameters;

                std::string selectAction(const std::string& state);
                void updateParameters(const std::vector<std::pair<std::string, double>>& gradients);
            };

            Policy policy;
            double learningRate;

        public:
            PolicyGradient(double lr = 0.01);

            std::string getAction(const std::string& state);
            void update(const std::string& state, 
                       const std::string& action, 
                       double reward);
        };

        PolicyGradient policyGradient;

        // 经验回放缓存
        class ExperienceReplay {
        private:
            struct Experience {
                std::string state;
                std::string action;
                double reward;
                std::string nextState;
                bool done;
            };

            std::deque<Experience> buffer;
            size_t capacity;
            std::mt19937 rng;

        public:
            ExperienceReplay(size_t capacity = 10000);

            void addExperience(const Experience& exp);
            std::vector<Experience> sample(size_t batchSize);
            void clear();
        };

        ExperienceReplay experienceReplay;

        // 多智能体协作
        class MultiAgentCollaboration {
        private:
            struct Agent {
                std::string id;
                std::string role; // 诊断、治疗、监测等
                PolicyGradient policy;
                std::vector<std::string> actions;
            };

            std::map<std::string, Agent> agents;
            std::map<std::string, std::vector<std::string>> collaborationRules;

        public:
            void addAgent(const std::string& id, 
                         const std::string& role,
                         const std::vector<std::string>& actions);

            void addCollaborationRule(const std::string& agent1,
                                     const std::string& agent2,
                                     const std::vector<std::string>& rules);

            std::map<std::string, std::string> getCollaborativeActions(
                const std::map<std::string, std::string>& states
            );
        };

        MultiAgentCollaboration multiAgent;

    public:
        ReinforcementTrainer();

        // 训练循环
        struct TrainingResult {
            std::map<std::string, PolicyGradient::Policy> trainedPolicies;
            double averageReward;
            int episodes;
            std::vector<double> rewardHistory;
        };

        TrainingResult train(int episodes, 
                           int maxStepsPerEpisode,
                           const std::function<std::string(const std::string&, 
                                                          const std::string&)>& 
                           environmentStep);

        // 策略评估
        double evaluatePolicy(const PolicyGradient::Policy& policy,
                            int evaluationEpisodes);

        // 多智能体训练
        TrainingResult trainMultiAgent(int episodes);
    };

    // ==================== 数据管理模块 ====================

    // 14. XML中医数据库
    class TCM_XMLDatabase {
    private:
        // 医案结构化存储
        struct MedicalRecord {
            std::string id;
            std::string patientId;
            std::chrono::system_clock::time_point date;

            struct Diagnosis {
                std::string pattern;
                std::string pathogenesis;
                std::vector<std::string> symptoms;
                std::map<std::string, double> symptomSeverity;
            };

            Diagnosis diagnosis;

            struct Treatment {
                std::string principle;
                std::string prescription;
                std::map<std::string, double> herbs; // 药材 -> 剂量
                std::string administration;
                std::vector<std::string> acupuncturePoints;
            };

            Treatment treatment;

            struct Outcome {
                double effectiveness; // 0-1
                std::vector<std::string> improvements;
                std::vector<std::string> sideEffects;
                std::chrono::system_clock::time_point followUpDate;
            };

            Outcome outcome;
        };

        std::map<std::string, MedicalRecord> medicalRecords;

        // 方剂知识图谱
        class PrescriptionKnowledgeGraph {
        private:
            struct PrescriptionNode {
                std::string name;
                std::string category;
                std::vector<std::string> herbs;
                std::map<std::string, double> herbDosages;
                std::vector<std::string> indications;
                std::vector<std::string> contraindications;
                std::vector<std::string> relatedPrescriptions;
            };

            std::map<std::string, PrescriptionNode> prescriptions;

            struct HerbNode {
                std::string name;
                std::string taste; // 性味
                std::string meridianTropism; // 归经
                std::vector<std::string> functions;
                std::vector<std::string> contraindications;
                std::vector<std::string> relatedHerbs;
            };

            std::map<std::string, HerbNode> herbs;

        public:
            void addPrescription(const PrescriptionNode& prescription);
            void addHerb(const HerbNode& herb);

            std::vector<PrescriptionNode> searchPrescription(
                const std::vector<std::string>& symptoms);

            std::vector<HerbNode> getCompatibleHerbs(
                const std::string& baseHerb);
        };

        PrescriptionKnowledgeGraph knowledgeGraph;

        // 药材属性数据库
        class HerbPropertyDatabase {
        private:
            struct HerbProperty {
                std::string name;
                std::string latinName;
                std::string taste; // 四气五味
                std::string meridianTropism;
                std::vector<std::string> functions;
                std::vector<std::string> indications;
                std::vector<std::string> contraindications;
                std::vector<std::string> chemicalComponents;
                std::vector<std::string> pharmacologicalActions;
                double toxicity; // 毒性等级
                double dosageMin;
                double dosageMax;
            };

            std::map<std::string, HerbProperty> herbs;

        public:
            void addHerb(const HerbProperty& herb);
            HerbProperty getHerb(const std::string& name) const;
            std::vector<HerbProperty> searchHerbs(
                const std::map<std::string, std::string>& criteria) const;
        };

        HerbPropertyDatabase herbDatabase;

        // 病症模式库
        class DiseasePatternLibrary {
        private:
            struct DiseasePattern {
                std::string name;
                std::string etiology; // 病因
                std::string pathogenesis; // 病机
                std::vector<std::string> keySymptoms;
                std::vector<std::string> tongueSigns;
                std::vector<std::string> pulseSigns;
                std::vector<std::string> treatmentPrinciples;
                std::vector<std::string> commonPrescriptions;
                std::map<std::string, std::string> prognosis; // 预后
            };

            std::map<std::string, DiseasePattern> patterns;

        public:
            void addPattern(const DiseasePattern& pattern);
            std::vector<DiseasePattern> matchPatterns(
                const std::vector<std::string>& symptoms) const;
        };

        DiseasePatternLibrary patternLibrary;

    public:
        TCM_XMLDatabase();

        // 医案CRUD操作
        void addMedicalRecord(const MedicalRecord& record);
        MedicalRecord getMedicalRecord(const std::string& id) const;
        void updateMedicalRecord(const std::string& id, 
                                const MedicalRecord& record);
        void deleteMedicalRecord(const std::string& id);

        // 方剂查询
        std::vector<PrescriptionKnowledgeGraph::PrescriptionNode> 
        searchPrescriptions(const std::vector<std::string>& symptoms);

        // 药材查询
        HerbPropertyDatabase::HerbProperty getHerb(const std::string& name);

        // 病症模式匹配
        std::vector<DiseasePatternLibrary::DiseasePattern> 
        matchDiseasePatterns(const std::vector<std::string>& symptoms);

        // 数据导出
        std::string exportToXML() const;
        void importFromXML(const std::string& xmlData);
    };

    // 15. 模式识别引擎
    class PatternRecognitionEngine {
    private:
        // 证候模式识别
        class SyndromePatternRecognition {
        private:
            struct PatternTemplate {
                std::string name;
                std::vector<std::string> requiredSymptoms;
                std::vector<std::string> optionalSymptoms;
                std::map<std::string, double> symptomWeights;
                double threshold;
            };

            std::vector<PatternTemplate> patterns;

        public:
            void addPattern(const PatternTemplate& pattern);

            struct RecognitionResult {
                std::string pattern;
                double confidence;
                std::vector<std::string> matchedSymptoms;
            };

            std::vector<RecognitionResult> recognize(
                const std::vector<std::string>& symptoms);
        };

        SyndromePatternRecognition syndromeRecognition;

        // 病机演化预测
        class PathogenesisEvolution {
        private:
            struct EvolutionRule {
                std::string currentState;
                std::string nextState;
                double probability;
                std::vector<std::string> triggers;
            };

            std::vector<EvolutionRule> rules;
            std::map<std::string, std::vector<EvolutionRule>> stateTransitions;

        public:
            void addRule(const EvolutionRule& rule);
            std::vector<std::pair<std::string, double>> predictEvolution(
                const std::string& currentState,
                const std::map<std::string, double>& conditions);
        };

        PathogenesisEvolution pathogenesisEvolution;

        // 治疗响应分析
        class TreatmentResponseAnalysis {
        private:
            struct ResponsePattern {
                std::string treatment;
                std::string expectedResponse;
                double probability;
                std::vector<std::string> influencingFactors;
                std::map<std::string, double> factorWeights;
            };

            std::vector<ResponsePattern> responsePatterns;

        public:
            void addPattern(const ResponsePattern& pattern);
            std::vector<std::pair<std::string, double>> analyzeResponse(
                const std::string& treatment,
                const std::map<std::string, double>& patientFactors);
        };

        TreatmentResponseAnalysis responseAnalysis;

        // 预后评估模型
        class PrognosisAssessment {
        private:
            struct PrognosisFactor {
                std::string factor;
                double weight;
                std::function<double(const std::map<std::string, double>&)> evalFunc;
            };

            std::vector<PrognosisFactor> factors;

        public:
            void addFactor(const PrognosisFactor& factor);
            double assessPrognosis(
                const std::string& disease,
                const std::map<std::string, double>& patientData);
        };

        PrognosisAssessment prognosisAssessment;

    public:
        PatternRecognitionEngine();

        // 综合识别
        struct RecognitionResult {
            std::vector<SyndromePatternRecognition::RecognitionResult> syndromes;
            std::vector<std::pair<std::string, double>> evolutionPredictions;
            std::vector<std::pair<std::string, double>> treatmentResponses;
            double prognosisScore;
        };

        RecognitionResult comprehensiveRecognition(
            const std::vector<std::string>& symptoms,
            const std::map<std::string, double>& patientData);
    };

    // ==================== 实时处理模块 ====================

    // 16. 实时监控系统
    class RealTimeMonitor {
    private:
        // 能量场动态监测
        class EnergyFieldMonitor {
        private:
            struct FieldMeasurement {
                std::chrono::system_clock::time_point timestamp;
                std::array<std::array<double, 3>, 3> fieldValues;
                double averageIntensity;
                double maxIntensity;
                double minIntensity;
            };

            std::deque<FieldMeasurement> measurements;
            size_t windowSize;

        public:
            EnergyFieldMonitor(size_t window = 60);

            void addMeasurement(const std::array<std::array<double, 3>, 3>& values);

            struct FieldAnalysis {
                bool stable;
                double changeRate;
                std::pair<int, int> hotspot;
                std::vector<std::pair<int, int>> anomalies;
            };

            FieldAnalysis analyzeField() const;
        };

        EnergyFieldMonitor energyFieldMonitor;

        // 治疗过程追踪
        class TreatmentTracker {
        private:
            struct TreatmentStep {
                std::chrono::system_clock::time_point time;
                std::string action;
                std::map<std::string, double> parameters;
                std::map<std::string, double> patientResponses;
            };

            std::vector<TreatmentStep> steps;
            std::string currentTreatment;

        public:
            void startTreatment(const std::string& treatment);
            void addStep(const std::string& action,
                        const std::map<std::string, double>& params,
                        const std::map<std::string, double>& responses);

            struct TreatmentSummary {
                double totalDuration;
                int stepsCount;
                std::vector<std::string> actionsTaken;
                std::map<std::string, double> overallResponse;
            };

            TreatmentSummary getSummary() const;
        };

        TreatmentTracker treatmentTracker;

        // 异常状态预警
        class AnomalyDetector {
        private:
            struct AnomalyRule {
                std::string condition;
                std::function<bool(const std::map<std::string, double>&)> checkFunc;
                std::string warningMessage;
                int severity; // 1-5
            };

            std::vector<AnomalyRule> rules;

        public:
            void addRule(const AnomalyRule& rule);

            struct AnomalyAlert {
                std::string message;
                int severity;
                std::chrono::system_clock::time_point time;
                std::map<std::string, double> relevantData;
            };

            std::vector<AnomalyAlert> detectAnomalies(
                const std::map<std::string, double>& currentData);
        };

        AnomalyDetector anomalyDetector;

        // 性能指标评估
        class PerformanceMetrics {
        private:
            struct Metric {
                std::string name;
                double value;
                double target;
                double tolerance;
                std::chrono::system_clock::time_point timestamp;
            };

            std::map<std::string, Metric> metrics;

        public:
            void setMetric(const std::string& name,
                          double value,
                          double target,
                          double tolerance);

            struct MetricEvaluation {
                bool meetsTarget;
                double deviation;
                std::string status;
            };

            MetricEvaluation evaluateMetric(const std::string& name) const;
            std::map<std::string, MetricEvaluation> evaluateAll() const;
        };

        PerformanceMetrics performanceMetrics;

    public:
        RealTimeMonitor();

        // 实时监控循环
        void startMonitoring();
        void stopMonitoring();

        // 获取监控数据
        struct MonitoringData {
            EnergyFieldMonitor::FieldAnalysis energyField;
            TreatmentTracker::TreatmentSummary treatment;
            std::vector<AnomalyDetector::AnomalyAlert> anomalies;
            std::map<std::string, PerformanceMetrics::MetricEvaluation> metrics;
        };

        MonitoringData getCurrentStatus() const;

        // 预警处理
        void handleAlerts(const std::vector<AnomalyDetector::AnomalyAlert>& alerts);
    };

    // 17. 可视化呈现引擎
    class VisualizationEngine {
    private:
        // 3D能量场可视化
        class EnergyField3DVisualizer {
        private:
            struct VisualizationConfig {
                std::string colorMap;
                double opacity;
                bool showIsosurfaces;
                double isovalue;
                bool showFlowLines;
                int flowLineDensity;
            };

            VisualizationConfig config;

        public:
            void setConfig(const VisualizationConfig& cfg);

            struct VisualData {
                std::vector<std::array<double, 3>> vertices;
                std::vector<std::array<double, 4>> colors; // RGBA
                std::vector<std::array<int, 3>> triangles;
                std::vector<std::array<double, 3>> flowLines;
            };

            VisualData generateVisualData(
                const std::array<std::array<std::array<double, 3>, 3>, 3>& energyField);
        };

        EnergyField3DVisualizer energyVisualizer;

        // 卦象动态演示
        class HexagramAnimator {
        private:
            struct Animation {
                std::vector<std::string> frames;
                int frameRate;
                std::vector<std::string> transitions;
            };

            Animation currentAnimation;

        public:
            void createAnimation(const std::vector<std::string>& hexagrams,
                               const std::vector<std::string>& transitions);

            struct AnimationFrame {
                std::string hexagram;
                std::vector<std::string> changingLines;
                std::string explanation;
                double duration; // 秒
            };

            std::vector<AnimationFrame> getAnimationFrames() const;
        };

        HexagramAnimator hexagramAnimator;

        // 治疗路径动画
        class TreatmentPathAnimator {
        private:
            struct PathNode {
                std::string treatment;
                std::chrono::system_clock::time_point time;
                std::map<std::string, double> effects;
                std::vector<std::string> nextOptions;
            };

            std::vector<PathNode> pathNodes;

        public:
            void addNode(const PathNode& node);

            struct PathVisualization {
                std::vector<std::array<double, 2>> nodePositions;
                std::vector<std::array<int, 2>> connections;
                std::vector<std::string> nodeLabels;
                std::vector<std::map<std::string, double>> nodeData;
            };

            PathVisualization generateVisualization() const;
        };

        TreatmentPathAnimator pathAnimator;

        // 数据图表生成
        class DataChartGenerator {
        private:
            struct ChartConfig {
                std::string type; // line, bar, pie, radar
                std::string title;
                std::map<std::string, std::string> axisLabels;
                std::map<std::string, std::string> style;
            };

            ChartConfig config;

        public:
            void setConfig(const ChartConfig& cfg);

            struct ChartData {
                std::vector<std::string> labels;
                std::vector<std::vector<double>> datasets;
                std::vector<std::string> datasetLabels;
                std::vector<std::string> colors;
            };

            std::string generateChart(const ChartData& data, 
                                     const std::string& format = "svg");
        };

        DataChartGenerator chartGenerator;

    public:
        VisualizationEngine();

        // 3D可视化
        std::string renderEnergyField3D(
            const std::array<std::array<std::array<double, 3>, 3>, 3>& energyField);

        // 卦象动画
        std::vector<std::string> generateHexagramAnimation(
            const std::vector<std::string>& hexagrams);

        // 治疗路径
        std::string renderTreatmentPath(
            const std::vector<TreatmentPathAnimator::PathNode>& path);

        // 数据图表
        std::string generateDataChart(
            const DataChartGenerator::ChartData& data,
            const std::string& chartType);
    };

    // ==================== 系统集成模块 ====================

    // 18. 主控协调中心
    class MasterControlCenter {
    private:
        // 模块实例
        std::unique_ptr<YijingIntelligenceEngine> yijingEngine;
        std::unique_ptr<LuoshuMatrixCore> luoshuMatrix;
        std::unique_ptr<MagicCube3DArchitecture> magicCube;
        std::unique_ptr<QimenDunjiaSystem> qimenSystem;
        std::unique_ptr<InfiniteHexagramGenerator> hexagramGenerator;
        std::unique_ptr<QuantumDeductionEngine> quantumEngine;
        std::unique_ptr<TCM_DiagnosisSystem> tcmDiagnosis;
        std::unique_ptr<TripleBurnerController> tripleBurner;
        std::unique_ptr<MeridianEnergyMonitor> meridianMonitor;
        std::unique_ptr<InfiniteOptimizationEngine> optimizationEngine;
        std::unique_ptr<LogicChainDeduction> logicChain;
        std::unique_ptr<SimulationAssistant> simulationAssistant;
        std::unique_ptr<ReinforcementTrainer> reinforcementTrainer;
        std::unique_ptr<TCM_XMLDatabase> xmlDatabase;
        std::unique_ptr<PatternRecognitionEngine> patternRecognition;
        std::unique_ptr<RealTimeMonitor> realTimeMonitor;
        std::unique_ptr<VisualizationEngine> visualizationEngine;

        // 模块间通信协调
        class ModuleCoordinator {
        private:
            struct ModuleInfo {
                std::string name;
                bool active;
                std::vector<std::string> dependencies;
                std::vector<std::string> outputs;
            };

            std::map<std::string, ModuleInfo> modules;
            std::map<std::string, std::vector<std::string>> communicationChannels;

        public:
            void registerModule(const std::string& name,
                              const std::vector<std::string>& deps,
                              const std::vector<std::string>& outputs);

            std::vector<std::string> getExecutionOrder() const;
            std::vector<std::string> getCommunicationPath(
                const std::string& fromModule,
                const std::string& toModule) const;
        };

        ModuleCoordinator moduleCoordinator;

        // 资源分配管理
        class ResourceManager {
        private:
            struct Resource {
                std::string type; // CPU, Memory, GPU, Storage
                double total;
                double used;
                double available;
                std::map<std::string, double> allocation; // 模块 -> 分配量
            };

            std::map<std::string, Resource> resources;

        public:
            void allocateResource(const std::string& type,
                                const std::string& module,
                                double amount);

            bool checkAvailability(const std::string& type, double amount) const;
            void releaseResource(const std::string& type,
                               const std::string& module);
        };

        ResourceManager resourceManager;

        // 系统状态监控
        struct SystemStatus {
            bool initialized;
            std::map<std::string, bool> moduleStatus;
            std::map<std::string, double> performanceMetrics;
            std::vector<std::string> errors;
            std::chrono::system_clock::time_point startTime;
            double uptime;
        };

        SystemStatus systemStatus;

        // 错误处理恢复
        class ErrorHandler {
        private:
            struct ErrorRecord {
                std::string module;
                std::string errorCode;
                std::string message;
                std::chrono::system_clock::time_point time;
                int severity; // 1-5
                std::string recoveryAction;
                bool resolved;
            };

            std::vector<ErrorRecord> errorLog;

        public:
            void logError(const std::string& module,
                         const std::string& errorCode,
                         const std::string& message,
                         int severity);

            std::vector<ErrorRecord> getUnresolvedErrors() const;
            bool executeRecovery(const std::string& errorCode);
        };

        ErrorHandler errorHandler;

    public:
        MasterControlCenter();

        // 系统初始化
        bool initializeSystem();

        // 模块协调执行
        struct ExecutionResult {
            bool success;
            std::map<std::string, std::string> moduleResults;
            std::vector<std::string> warnings;
            double totalExecutionTime;
        };

        ExecutionResult coordinateExecution(
            const std::map<std::string, std::string>& inputs);

        // 资源管理
        void allocateSystemResources();

        // 错误处理
        void handleSystemError(const std::string& module,
                              const std::string& error);

        // 状态获取
        SystemStatus getSystemStatus() const;

        // 系统关闭
        void shutdownSystem();
    };

    // 19. API接口网关
    class APIGateway {
    private:
        // 外部系统接入
        class ExternalSystemAdapter {
        private:
            struct ExternalSystem {
                std::string name;
                std::string type; // EHR, Lab, Imaging等
                std::string connectionProtocol;
                std::map<std::string, std::string> connectionParams;
                bool connected;
            };

            std::map<std::string, ExternalSystem> externalSystems;

        public:
            void registerSystem(const std::string& name,
                              const std::string& type,
                              const std::map<std::string, std::string>& params);

            bool connectToSystem(const std::string& name);
            std::string fetchData(const std::string& systemName,
                                const std::string& dataType);
        };

        ExternalSystemAdapter externalAdapter;

        // 数据格式转换
        class DataFormatConverter {
        private:
            struct ConversionRule {
                std::string sourceFormat;
                std::string targetFormat;
                std::function<std::string(const std::string&)> convertFunc;
            };

            std::vector<ConversionRule> conversionRules;

        public:
            void addConversionRule(const ConversionRule& rule);
            std::string convertData(const std::string& data,
                                  const std::string& sourceFormat,
                                  const std::string& targetFormat);
        };

        DataFormatConverter dataConverter;

        // 权限认证管理
        class AuthenticationManager {
        private:
            struct User {
                std::string username;
                std::string hashedPassword;
                std::vector<std::string> roles;
                std::vector<std::string> permissions;
                std::chrono::system_clock::time_point lastLogin;
            };

            std::map<std::string, User> users;
            std::map<std::string, std::string> activeTokens; // token -> username

        public:
            std::string authenticate(const std::string& username,
                                   const std::string& password);

            bool validateToken(const std::string& token) const;
            std::vector<std::string> getUserPermissions(
                const std::string& token) const;
        };

        AuthenticationManager authManager;

        // 请求路由分发
        class RequestRouter {
        private:
            struct Route {
                std::string path;
                std::string method; // GET, POST, PUT, DELETE
                std::function<std::string(const std::map<std::string, std::string>&)> 
                handler;
                std::vector<std::string> requiredPermissions;
            };

            std::vector<Route> routes;

        public:
            void addRoute(const Route& route);

            struct RoutingResult {
                bool found;
                std::string response;
                int statusCode;
            };

            RoutingResult routeRequest(const std::string& path,
                                     const std::string& method,
                                     const std::map<std::string, std::string>& params,
                                     const std::string& authToken);
        };

        RequestRouter requestRouter;

    public:
        APIGateway();

        // API请求处理
        struct APIResponse {
            int statusCode;
            std::string contentType;
            std::string body;
            std::map<std::string, std::string> headers;
        };

        APIResponse handleRequest(const std::string& method,
                                const std::string& path,
                                const std::map<std::string, std::string>& headers,
                                const std::string& body);

        // 外部数据获取
        std::string fetchExternalData(const std::string& systemType,
                                     const std::string& dataType);

        // 用户管理
        std::string createUser(const std::string& username,
                             const std::string& password,
                             const std::vector<std::string>& roles);

        // 权限验证
        bool checkPermission(const std::string& token,
                           const std::string& permission);
    };

    // 20. 安全加密模块
    class SecurityModule {
    private:
        // 数据加密存储
        class DataEncryption {
        private:
            struct EncryptionKey {
                std::string keyId;
                std::string algorithm; // AES-256, RSA等
                std::vector<unsigned char> keyData;
                std::chrono::system_clock::time_point creationTime;
                std::chrono::system_clock::time_point expirationTime;
            };

            std::map<std::string, EncryptionKey> encryptionKeys;

        public:
            std::string encryptData(const std::string& plaintext,
                                  const std::string& keyId);

            std::string decryptData(const std::string& ciphertext,
                                  const std::string& keyId);
        };

        DataEncryption dataEncryption;

        // 通信安全保护
        class CommunicationSecurity {
        private:
            struct SecurityChannel {
                std::string channelId;
                std::string encryptionProtocol; // TLS, SSL
                std::string authenticationMethod;
                bool secure;
            };

            std::map<std::string, SecurityChannel> channels;

        public:
            void establishSecureChannel(const std::string& channelId,
                                       const std::string& protocol);

            std::string encryptMessage(const std::string& message,
                                     const std::string& channelId);

            std::string decryptMessage(const std::string& encryptedMessage,
                                     const std::string& channelId);
        };

        CommunicationSecurity communicationSecurity;

        // 隐私信息处理
        class PrivacyProtection {
        private:
            struct PrivacyRule {
                std::string dataType; // 姓名、病历、诊断等
                std::vector<std::string> allowedUses;
                bool anonymizationRequired;
                std::string retentionPeriod;
            };

            std::vector<PrivacyRule> privacyRules;

        public:
            void addPrivacyRule(const PrivacyRule& rule);

            struct AnonymizedData {
                std::string originalData;
                std::string anonymizedData;
                std::map<std::string, std::string> pseudonyms;
            };

            AnonymizedData anonymizeData(const std::string& data,
                                        const std::string& dataType);
        };

        PrivacyProtection privacyProtection;

        // 系统访问控制
        class AccessControl {
        private:
            struct AccessPolicy {
                std::string resource;
                std::vector<std::string> allowedRoles;
                std::vector<std::string> allowedOperations; // read, write, execute
                std::map<std::string, std::string> conditions;
            };

            std::vector<AccessPolicy> accessPolicies;

        public:
            void addAccessPolicy(const AccessPolicy& policy);

            bool checkAccess(const std::string& username,
                           const std::vector<std::string>& userRoles,
                           const std::string& resource,
                           const std::string& operation);
        };

        AccessControl accessControl;

    public:
        SecurityModule();

        // 数据加密
        std::string encryptSensitiveData(const std::string& data);
        std::string decryptSensitiveData(const std::string& encryptedData);

        // 安全通信
        void setupSecureCommunication(const std::string& endpoint);
        std::string sendSecureMessage(const std::string& endpoint,
                                     const std::string& message);

        // 隐私保护
        std::string protectPrivacy(const std::string& data,
                                 const std::string& dataType);

        // 访问控制
        bool authorizeAccess(const std::string& username,
                           const std::string& resource,
                           const std::string& operation);
    };

    // ==================== 扩展功能模块 ====================

    // 21. 多模态输入处理
    class MultiModalProcessor {
    private:
        // 舌诊图像分析
        class TongueImageAnalysis {
        private:
            struct TongueFeatures {
                std::string tongueBodyColor;
                std::string tongueCoatingColor;
                std::string tongueCoatingThickness;
                std::string tongueShape;
                std::vector<std::string> cracks;
                std::vector<std::string> teethMarks;
                double moisture;
            };

        public:
            TongueFeatures analyzeImage(const std::string& imagePath);
            std::map<std::string, double> extractFeatures(
                const TongueFeatures& features);
        };

        TongueImageAnalysis tongueAnalysis;

        // 面诊特征提取
        class FacialDiagnosis {
        private:
            struct FacialFeatures {
                std::string complexion;
                std::string eyeCondition;
                std::string lipColor;
                std::vector<std::string> facialAreas; // 面部区域分析
                std::map<std::string, double> colorValues;
            };

        public:
            FacialFeatures analyzeFace(const std::string& imagePath);
            std::map<std::string, std::string> diagnoseFromFeatures(
                const FacialFeatures& features);
        };

        FacialDiagnosis facialDiagnosis;

        // 脉诊信号处理
        class PulseDiagnosis {
        private:
            struct PulseSignal {
                std::vector<double> amplitude;
                std::vector<double> frequency;
                std::vector<double> time;
                std::map<std::string, double> statisticalFeatures;
            };

        public:
            PulseSignal processSignal(const std::vector<double>& rawSignal);
            std::string diagnosePulse(const PulseSignal& signal);
        };

        PulseDiagnosis pulseDiagnosis;

        // 问诊自然语言理解
        class InquiryNLP {
        private:
            struct SymptomExtraction {
                std::vector<std::string> symptoms;
                std::map<std::string, double> severity;
                std::map<std::string, std::string> modifiers; // 时间、位置等
            };

        public:
            SymptomExtraction extractSymptoms(const std::string& text);
            std::vector<std::string> identifyPatterns(
                const SymptomExtraction& extraction);
        };

        InquiryNLP inquiryNLP;

    public:
        MultiModalProcessor();

        // 综合处理
        struct MultiModalData {
            TongueImageAnalysis::TongueFeatures tongue;
            FacialDiagnosis::FacialFeatures face;
            PulseDiagnosis::PulseSignal pulse;
            InquiryNLP::SymptomExtraction inquiry;
        };

        MultiModalData processAllInputs(
            const std::string& tongueImage,
            const std::string& faceImage,
            const std::vector<double>& pulseSignal,
            const std::string& inquiryText);

        // 综合分析
        std::string integratedAnalysis(const MultiModalData& data);
    };

    // 22. 个性化适配引擎
    class PersonalizationEngine {
    private:
        // 体质类型识别
        class ConstitutionRecognition {
        private:
            struct ConstitutionType {
                std::string type; // 阴虚、阳虚、气虚、血虚等
                std::vector<std::string> characteristics;
                std::map<std::string, double> probabilities;
            };

        public:
            ConstitutionType recognize(const std::map<std::string, double>& features);
            std::vector<std::string> getRecommendations(
                const ConstitutionType& constitution);
        };

        ConstitutionRecognition constitutionRecognition;

        // 个体差异适配
        class IndividualAdaptation {
        private:
            struct AdaptationRule {
                std::string condition;
                std::string adaptation;
                double adjustmentFactor;
            };

            std::vector<AdaptationRule> adaptationRules;

        public:
            void addRule(const AdaptationRule& rule);
            std::map<std::string, double> adaptTreatment(
                const std::map<std::string, double>& baseline,
                const std::map<std::string, double>& individualFactors);
        };

        IndividualAdaptation individualAdaptation;

        // 治疗偏好学习
        class TreatmentPreferenceLearning {
        private:
            struct PreferenceData {
                std::string patientId;
                std::vector<std::string> preferredTreatments;
                std::vector<std::string> avoidedTreatments;
                std::map<std::string, double> treatmentEfficacies;
            };

            std::map<std::string, PreferenceData> preferences;

        public:
            void updatePreferences(const std::string& patientId,
                                  const std::string& treatment,
                                  double efficacy);

            std::vector<std::string> getPreferredTreatments(
                const std::string& patientId) const;
        };

        TreatmentPreferenceLearning preferenceLearning;

        // 长期趋势分析
        class LongTermTrendAnalysis {
        private:
            struct TrendData {
                std::string metric;
                std::vector<std::pair<std::chrono::system_clock::time_point, double>> values;
                double trendSlope;
                double seasonalComponent;
                double predictedValue;
            };

            std::map<std::string, TrendData> trends;

        public:
            void addDataPoint(const std::string& metric,
                             std::chrono::system_clock::time_point time,
                             double value);

            TrendData analyzeTrend(const std::string& metric) const;
        };

        LongTermTrendAnalysis trendAnalysis;

    public:
        PersonalizationEngine();

        // 个性化分析
        struct PersonalizationResult {
            ConstitutionRecognition::ConstitutionType constitution;
            std::map<std::string, double> adaptedTreatment;
            std::vector<std::string> preferredTreatments;
            std::map<std::string, LongTermTrendAnalysis::TrendData> trends;
        };

        PersonalizationResult analyzeIndividual(
            const std::string& patientId,
            const std::map<std::string, double>& currentData);

        // 治疗个性化
        std::map<std::string, double> personalizeTreatment(
            const std::string& patientId,
            const std::map<std::string, double>& standardTreatment);
    };

    // 23. 跨文化适配器
    class CrossCultureAdapter {
    private:
        // 不同医学体系对接
        class MedicalSystemIntegration {
        private:
            struct MedicalSystem {
                std::string name; // 中医、西医、阿育吠陀等
                std::map<std::string, std::string> conceptMapping;
                std::vector<std::string> compatibleTreatments;
            };

            std::map<std::string, MedicalSystem> medicalSystems;

        public:
            void registerSystem(const MedicalSystem& system);
            std::string translateConcept(const std::string& systemFrom,
                                       const std::string& systemTo,
                                       const std::string& concept);
        };

        MedicalSystemIntegration systemIntegration;

        // 文化背景适配
        class CulturalAdaptation {
        private:
            struct CulturalContext {
                std::string region;
                std::vector<std::string> dietaryHabits;
                std::vector<std::string> lifestyleFactors;
                std::map<std::string, std::string> healthBeliefs;
            };

            std::map<std::string, CulturalContext> culturalContexts;

        public:
            void addCulturalContext(const std::string& region,
                                  const CulturalContext& context);

            std::vector<std::string> adaptRecommendations(
                const std::vector<std::string>& recommendations,
                const std::string& region);
        };

        CulturalAdaptation culturalAdaptation;

        // 语言本地化处理
        class LanguageLocalization {
        private:
            struct LanguageResources {
                std::string languageCode;
                std::map<std::string, std::string> translations;
                std::map<std::string, std::string> medicalTerms;
            };

            std::map<std::string, LanguageResources> languageResources;

        public:
            void addLanguage(const std::string& languageCode,
                           const std::map<std::string, std::string>& translations);

            std::string localizeText(const std::string& text,
                                   const std::string& sourceLang,
                                   const std::string& targetLang);
        };

        LanguageLocalization languageLocalization;

        // 治疗习惯适应
        class TreatmentHabitAdaptation {
        private:
            struct TreatmentHabit {
                std::string region;
                std::vector<std::string> preferredForms; // 汤剂、丸剂、针灸等
                std::vector<std::string> deliveryMethods;
                std::map<std::string, double> acceptanceLevels;
            };

            std::map<std::string, TreatmentHabit> treatmentHabits;

        public:
            void addTreatmentHabit(const std::string& region,
                                 const TreatmentHabit& habit);

            std::string adaptTreatmentForm(const std::string& treatment,
                                         const std::string& region);
        };

        TreatmentHabitAdaptation treatmentHabitAdaptation;

    public:
        CrossCultureAdapter();

        // 跨文化适配
        struct CrossCultureResult {
            std::string translatedDiagnosis;
            std::vector<std::string> adaptedRecommendations;
            std::string localizedExplanation;
            std::string adaptedTreatmentForm;
        };

        CrossCultureResult adaptForCulture(
            const std::string& diagnosis,
            const std::vector<std::string>& recommendations,
            const std::string& sourceCulture,
            const std::string& targetCulture);

        // 医学体系转换
        std::string convertMedicalSystem(const std::string& concept,
                                        const std::string& fromSystem,
                                        const std::string& toSystem);
    };
}

// ============================================================================
// PFS逻辑思维链实现
// ============================================================================

/*
PFS (Pattern-Function-System) 三层逻辑链设计:

第一层:模式识别层 (Pattern Recognition Layer)
  输入:多模态患者数据
  处理模块:
    1. MultiModalProcessor - 舌、面、脉、问四诊处理
    2. PatternRecognitionEngine - 证候模式识别
    3. TCM_DiagnosisSystem - 初步辨证
  输出:初步证候模式集合

第二层:函数处理层 (Function Processing Layer)
  输入:初步证候模式
  处理函数:
    1. YijingIntelligenceEngine - 易经卦象分析
    2. LuoshuMatrixCore - 洛书矩阵映射
    3. MagicCube3DArchitecture - 立体辨证
    4. QimenDunjiaSystem - 奇门遁甲排盘
    5. QuantumDeductionEngine - 量子态推演
  输出:精确病机定位与多维分析

第三层:系统整合层 (System Integration Layer)
  输入:精确病机定位
  整合系统:
    1. TripleBurnerController - 三焦火平衡
    2. MeridianEnergyMonitor - 经络能量监测
    3. InfiniteOptimizationEngine - 优化迭代
    4. LogicChainDeduction - 逻辑链推演
    5. PersonalizationEngine - 个性化适配
  输出:个性化治疗方案

优化层:无限迭代层 (Infinite Iteration Layer)
  反馈机制:
    1. ReinforcementTrainer - 强化学习优化
    2. SimulationAssistant - 模拟训练验证
    3. RealTimeMonitor - 实时监测反馈
    4. InfiniteOptimizationEngine - 参数持续优化
  输出:优化后的系统与知识库更新

数据层:知识管理层 (Knowledge Management Layer)
  存储系统:
    1. TCM_XMLDatabase - 医案与知识存储
    2. PatternRecognitionEngine - 模式库管理
    3. CrossCultureAdapter - 跨文化知识适配
  功能:知识积累、检索、更新、验证
*/

// 完整PFS逻辑链处理器
class PFSLogicChainProcessor {
private:
    MirrorMindAI::MultiModalProcessor multimodalProcessor;
    MirrorMindAI::PatternRecognitionEngine patternRecognition;
    MirrorMindAI::TCM_DiagnosisSystem tcmDiagnosis;
    MirrorMindAI::YijingIntelligenceEngine yijingEngine;
    MirrorMindAI::LuoshuMatrixCore luoshuMatrix;
    MirrorMindAI::MagicCube3DArchitecture magicCube;
    MirrorMindAI::QimenDunjiaSystem qimenSystem;
    MirrorMindAI::QuantumDeductionEngine quantumEngine;
    MirrorMindAI::TripleBurnerController tripleBurner;
    MirrorMindAI::MeridianEnergyMonitor meridianMonitor;
    MirrorMindAI::InfiniteOptimizationEngine optimizationEngine;
    MirrorMindAI::LogicChainDeduction logicChain;
    MirrorMindAI::PersonalizationEngine personalizationEngine;
    MirrorMindAI::ReinforcementTrainer reinforcementTrainer;
    MirrorMindAI::SimulationAssistant simulationAssistant;
    MirrorMindAI::RealTimeMonitor realTimeMonitor;
    MirrorMindAI::TCM_XMLDatabase xmlDatabase;
    MirrorMindAI::CrossCultureAdapter crossCultureAdapter;

    // 状态管理
    struct ProcessingState {
        std::map<std::string, std::any> patternLayerResults;
        std::map<std::string, std::any> functionLayerResults;
        std::map<std::string, std::any> systemLayerResults;
        std::map<std::string, std::any> optimizationResults;
        std::chrono::system_clock::time_point startTime;
        std::string patientId;
        std::string sessionId;
    };

    std::map<std::string, ProcessingState> activeSessions;

public:
    PFSLogicChainProcessor();

    // 完整PFS处理流程
    struct PFSResult {
        struct PatternLayer {
            MirrorMindAI::MultiModalProcessor::MultiModalData multimodalData;
            MirrorMindAI::PatternRecognitionEngine::RecognitionResult patternRecognition;
            MirrorMindAI::TCM_DiagnosisSystem::DiagnosisResult tcmDiagnosis;
        };

        struct FunctionLayer {
            std::string yijingAnalysis;
            MirrorMindAI::LuoshuMatrixCore::NinePalaceEnergy luoshuAnalysis;
            std::string magicCubeAnalysis;
            MirrorMindAI::QimenDunjiaSystem::DunjiaLayout qimenLayout;
            MirrorMindAI::QuantumDeductionEngine::QuantumSuperposition quantumAnalysis;
        };

        struct SystemLayer {
            MirrorMindAI::TripleBurnerController::FireAdjustment fireBalance;
            MirrorMindAI::MeridianEnergyMonitor::EnergyAnalysis meridianAnalysis;
            MirrorMindAI::InfiniteOptimizationEngine::OptimizationResult optimization;
            std::vector<std::string> logicChainResults;
            MirrorMindAI::PersonalizationEngine::PersonalizationResult personalization;
        };

        struct OptimizationLayer {
            MirrorMindAI::ReinforcementTrainer::TrainingResult reinforcement;
            MirrorMindAI::SimulationAssistant::TreatmentSimulation simulation;
            MirrorMindAI::RealTimeMonitor::MonitoringData monitoring;
            MirrorMindAI::InfiniteOptimizationEngine::OptimizationResult parameterOptimization;
        };

        struct FinalOutput {
            std::string diagnosis;
            std::map<std::string, double> treatmentPlan;
            std::vector<std::string> recommendations;
            std::string prognosis;
            MirrorMindAI::CrossCultureAdapter::CrossCultureResult crossCultureAdaptation;
        };

        PatternLayer pattern;
        FunctionLayer function;
        SystemLayer system;
        OptimizationLayer optimization;
        FinalOutput finalOutput;
        double processingTime;
        std::string sessionId;
    };

    PFSResult processCompleteCase(
        const std::string& patientId,
        const std::string& tongueImage,
        const std::string& faceImage,
        const std::vector<double>& pulseSignal,
        const std::string& inquiryText,
        const std::map<std::string, double>& additionalData = {}
    );

    // 分步处理
    PFSResult::PatternLayer processPatternLayer(
        const std::string& tongueImage,
        const std::string& faceImage,
        const std::vector<double>& pulseSignal,
        const std::string& inquiryText
    );

    PFSResult::FunctionLayer processFunctionLayer(
        const PFSResult::PatternLayer& patternResults
    );

    PFSResult::SystemLayer processSystemLayer(
        const PFSResult::FunctionLayer& functionResults
    );

    PFSResult::OptimizationLayer processOptimizationLayer(
        const PFSResult::SystemLayer& systemResults
    );

    PFSResult::FinalOutput integrateResults(
        const PFSResult::PatternLayer& pattern,
        const PFSResult::FunctionLayer& function,
        const PFSResult::SystemLayer& system,
        const PFSResult::OptimizationLayer& optimization
    );

    // 会话管理
    std::string createSession(const std::string& patientId);
    PFSResult getSessionResult(const std::string& sessionId);
    void closeSession(const std::string& sessionId);
};

// ============================================================================
// XML数据库完整数据集
// ============================================================================

/*
完整的XML数据库结构包含以下部分:

1. 系统配置数据集
2. 医案记录数据集
3. 方剂知识图谱
4. 药材属性数据库
5. 病症模式库
6. 易经卦象数据库
7. 洛书矩阵模板库
8. 奇门遁甲格局库
9. 量子态推演规则库
10. 个性化适配规则库
11. 跨文化映射库
12. 优化参数库

每个部分都有完整的CRUD操作和查询接口。
*/

// XML数据库管理器
class CompleteXMLDatabase {
private:
    // 1. 系统配置
    struct SystemConfig {
        struct EnergyParams {
            double yinYangBalanceRange[3];
            double goldenRatio;
            double convergenceTolerance;
        };

        struct QuantumParams {
            int superpositionStates;
            double collapseProbability;
            double coherenceTime;
        };

        struct OptimizationParams {
            double learningRate;
            int maxIterations;
            int earlyStopPatience;
        };
    };

    // 2. 医案记录
    class MedicalRecordDB {
    private:
        struct Record {
            std::string id;
            std::string patientId;
            std::chrono::system_clock::time_point date;
            PFSLogicChainProcessor::PFSResult analysis;
            std::map<std::string, double> treatmentOutcome;
            std::vector<std::string> followUpNotes;
        };

        std::map<std::string, Record> records;

    public:
        void addRecord(const Record& record);
        Record getRecord(const std::string& id) const;
        std::vector<Record> searchRecords(
            const std::map<std::string, std::string>& criteria) const;
    };

    MedicalRecordDB medicalRecords;

    // 3. 方剂知识图谱
    class PrescriptionKG {
    private:
        struct Prescription {
            std::string id;
            std::string name;
            std::string category;
            std::vector<std::string> herbs;
            std::map<std::string, double> herbDosages;
            std::vector<std::string> indications;
            std::vector<std::string> contraindications;
            std::vector<std::string> modifications; // 加减变化
            std::map<std::string, double> efficacy; // 对证型的疗效
        };

        std::map<std::string, Prescription> prescriptions;

    public:
        void addPrescription(const Prescription& prescription);
        std::vector<Prescription> searchByIndication(
            const std::vector<std::string>& symptoms) const;
        std::vector<Prescription> getSimilarPrescriptions(
            const std::string& prescriptionId) const;
    };

    PrescriptionKG prescriptionKG;

    // 4. 药材属性数据库
    class HerbDatabase {
    private:
        struct Herb {
            std::string id;
            std::string name;
            std::string latinName;
            std::string taste; // 四气五味
            std::string meridianTropism;
            std::vector<std::string> functions;
            std::vector<std::string> indications;
            std::vector<std::string> contraindications;
            std::vector<std::string> chemicalComponents;
            std::vector<std::string> pharmacologicalActions;
            double toxicity;
            double dosageMin;
            double dosageMax;
            std::vector<std::string> compatibleHerbs;
            std::vector<std::string> incompatibleHerbs;
        };

        std::map<std::string, Herb> herbs;

    public:
        void addHerb(const Herb& herb);
        Herb getHerb(const std::string& id) const;
        std::vector<Herb> searchHerbs(
            const std::map<std::string, std::string>& criteria) const;
    };

    HerbDatabase herbDB;

    // 5. 病症模式库
    class DiseasePatternLibrary {
    private:
        struct DiseasePattern {
            std::string id;
            std::string name;
            std::string etiology;
            std::string pathogenesis;
            std::vector<std::string> keySymptoms;
            std::vector<std::string> tongueSigns;
            std::vector<std::string> pulseSigns;
            std::vector<std::string> treatmentPrinciples;
            std::vector<std::string> commonPrescriptions;
            std::map<std::string, std::string> prognosis;
            std::vector<std::string> complications;
        };

        std::map<std::string, DiseasePattern> patterns;

    public:
        void addPattern(const DiseasePattern& pattern);
        std::vector<DiseasePattern> matchPatterns(
            const std::vector<std::string>& symptoms) const;
        std::vector<DiseasePattern> getRelatedPatterns(
            const std::string& patternId) const;
    };

    DiseasePatternLibrary patternLibrary;

    // 6. 易经卦象数据库
    class YijingDatabase {
    private:
        struct Hexagram {
            int number;
            std::string name;
            std::string symbol;
            std::string image;
            std::string judgment;
            std::vector<std::string> lineTexts;
            std::map<std::string, std::string> medicalInterpretations;
            std::vector<int> changingPatterns;
        };

        std::map<int, Hexagram> hexagrams;

    public:
        void addHexagram(const Hexagram& hexagram);
        Hexagram getHexagram(int number) const;
        std::vector<Hexagram> getChangingHexagrams(
            int baseHexagram, 
            const std::vector<int>& changingLines) const;
    };

    YijingDatabase yijingDB;

    // 7. 洛书矩阵模板库
    class LuoshuTemplateLibrary {
    private:
        struct LuoshuTemplate {
            std::string id;
            std::string name;
            std::string description;
            std::array<std::array<std::string, 3>, 3> palaceConfig;
            std::map<std::string, double> energyDefaults;
            std::vector<std::string> applicablePatterns;
        };

        std::map<std::string, LuoshuTemplate> templates;

    public:
        void addTemplate(const LuoshuTemplate& template);
        LuoshuTemplate getTemplate(const std::string& id) const;
        std::vector<LuoshuTemplate> findTemplatesForPattern(
            const std::string& pattern) const;
    };

    LuoshuTemplateLibrary luoshuTemplates;

    // 8. 奇门遁甲格局库
    class QimenPatternLibrary {
    private:
        struct QimenPattern {
            std::string id;
            std::string name;
            MirrorMindAI::QimenDunjiaSystem::DunjiaLayout layout;
            std::string interpretation;
            std::vector<std::string> medicalApplications;
            std::vector<std::string> treatmentSuggestions;
        };

        std::map<std::string, QimenPattern> patterns;

    public:
        void addPattern(const QimenPattern& pattern);
        QimenPattern findMatchingPattern(
            const MirrorMindAI::QimenDunjiaSystem::DunjiaLayout& layout) const;
    };

    QimenPatternLibrary qimenPatterns;

    // 9. 量子态推演规则库
    class QuantumRuleDatabase {
    private:
        struct QuantumRule {
            std::string id;
            std::string condition;
            std::string action;
            double probability;
            std::vector<std::string> prerequisites;
        };

        std::map<std::string, QuantumRule> rules;

    public:
        void addRule(const QuantumRule& rule);
        std::vector<QuantumRule> getApplicableRules(
            const std::string& state) const;
    };

    QuantumRuleDatabase quantumRules;

    // 10. 个性化适配规则库
    class PersonalizationRuleDB {
    private:
        struct PersonalizationRule {
            std::string id;
            std::string patientType;
            std::string condition;
            std::string adaptation;
            double adjustmentFactor;
            std::vector<std::string> applicableScenarios;
        };

        std::map<std::string, PersonalizationRule> rules;

    public:
        void addRule(const PersonalizationRule& rule);
        std::vector<PersonalizationRule> getRulesForPatient(
            const std::string& patientType,
            const std::string& condition) const;
    };

    PersonalizationRuleDB personalizationRules;

    // 11. 跨文化映射库
    class CrossCultureMappingDB {
    private:
        struct CultureMapping {
            std::string sourceCulture;
            std::string targetCulture;
            std::map<std::string, std::string> conceptMapping;
            std::map<std::string, std::string> treatmentMapping;
            std::vector<std::string> adaptationRules;
        };

        std::map<std::pair<std::string, std::string>, CultureMapping> mappings;

    public:
        void addMapping(const CultureMapping& mapping);
        CultureMapping getMapping(const std::string& source,
                                 const std::string& target) const;
    };

    CrossCultureMappingDB cultureMappings;

    // 12. 优化参数库
    class OptimizationParamDB {
    private:
        struct OptimizationParams {
            std::string algorithm;
            std::map<std::string, double> parameters;
            std::map<std::string, std::string> conditions;
            double performanceScore;
        };

        std::map<std::string, OptimizationParams> params;

    public:
        void addParams(const OptimizationParams& params);
        OptimizationParams getBestParams(
            const std::string& algorithm,
            const std::map<std::string, std::string>& conditions) const;
    };

    OptimizationParamDB optimizationParams;

public:
    CompleteXMLDatabase();

    // 数据导出
    std::string exportAllToXML() const;
    void importFromXML(const std::string& xmlData);

    // 综合查询
    struct IntegratedQueryResult {
        MedicalRecordDB::Record medicalRecord;
        PrescriptionKG::Prescription prescription;
        HerbDatabase::Herb mainHerb;
        DiseasePatternLibrary::DiseasePattern pattern;
        YijingDatabase::Hexagram hexagram;
        LuoshuTemplateLibrary::LuoshuTemplate luoshuTemplate;
        QimenPatternLibrary::QimenPattern qimenPattern;
    };

    IntegratedQueryResult integratedQuery(const std::string& caseId);
};

// ============================================================================
// 主系统入口
// ============================================================================

class MirrorMindAI_CompleteSystem {
private:
    // 核心模块
    MirrorMindAI::MasterControlCenter controlCenter;
    MirrorMindAI::APIGateway apiGateway;
    MirrorMindAI::SecurityModule securityModule;

    // 处理引擎
    PFSLogicChainProcessor pfsProcessor;

    // 数据库
    CompleteXMLDatabase xmlDatabase;

    // 状态
    enum class SystemState {
        INITIALIZING,
        READY,
        PROCESSING,
        MAINTENANCE,
        SHUTTING_DOWN,
        ERROR
    };

    SystemState currentState;
    std::mutex stateMutex;
    std::condition_variable stateCV;

    // 配置
    struct SystemConfig {
        int maxConcurrentSessions;
        double processingTimeout;
        std::string dataDirectory;
        bool enableLearning;
        bool enableRealTimeMonitoring;
    };

    SystemConfig config;

public:
    MirrorMindAI_CompleteSystem();

    // 系统生命周期
    bool initialize(const SystemConfig& config);
    bool start();
    bool stop();
    bool restart();

    // 病例处理
    struct CaseProcessingResult {
        bool success;
        PFSLogicChainProcessor::PFSResult analysis;
        std::string errorMessage;
        std::string sessionId;
        double processingTime;
    };

    CaseProcessingResult processCase(
        const std::string& patientId,
        const std::map<std::string, std::string>& inputData
    );

    // 系统管理
    struct SystemStatus {
        SystemState state;
        int activeSessions;
        double systemLoad;
        std::vector<std::string> errors;
        std::chrono::system_clock::time_point uptime;
    };

    SystemStatus getSystemStatus() const;

    // 数据库操作
    bool backupDatabase(const std::string& backupPath);
    bool restoreDatabase(const std::string& backupPath);
    bool optimizeDatabase();

    // 学习与优化
    void startLearningCycle();
    void stopLearningCycle();
    void updateKnowledgeBase();

private:
    // 内部处理
    void monitorSystem();
    void handleErrors();
    void cleanupSessions();
};

// ============================================================================
// 使用示例
// ============================================================================

int main() {
    using namespace MirrorMindAI;

    std::cout << "==================================================================" << std::endl;
    std::cout << "         镜心悟道AI易经智能大脑 - 完整系统启动                  " << std::endl;
    std::cout << "==================================================================" << std::endl;

    // 1. 创建系统实例
    MirrorMindAI_CompleteSystem system;

    // 2. 配置系统
    MirrorMindAI_CompleteSystem::SystemConfig config;
    config.maxConcurrentSessions = 10;
    config.processingTimeout = 60.0; // 60秒超时
    config.dataDirectory = "./data";
    config.enableLearning = true;
    config.enableRealTimeMonitoring = true;

    // 3. 初始化系统
    if (!system.initialize(config)) {
        std::cerr << "系统初始化失败!" << std::endl;
        return 1;
    }

    // 4. 启动系统
    if (!system.start()) {
        std::cerr << "系统启动失败!" << std::endl;
        return 1;
    }

    std::cout << "系统启动成功!" << std::endl;

    // 5. 处理示例病例
    std::map<std::string, std::string> inputData = {
        {"patientId", "P001"},
        {"name", "张某某"},
        {"gender", "男"},
        {"age", "35"},
        {"tongueImage", "tongue_red_yellow_coating.jpg"},
        {"faceImage", "face_red_complexion.jpg"},
        {"pulseData", "弦数有力"}, // 实际应为信号数据
        {"inquiryText", "发热3天,角弓反张1天,昏迷不醒,二便秘涩"},
        {"additionalInfo", "手压其腹则反张更甚"}
    };

    auto result = system.processCase("P001", inputData);

    if (result.success) {
        std::cout << "n病例处理成功!" << std::endl;
        std::cout << "诊断: " << result.analysis.finalOutput.diagnosis << std::endl;
        std::cout << "处理时间: " << result.processingTime << "秒" << std::endl;
        std::cout << "会话ID: " << result.sessionId << std::endl;

        // 显示详细结果
        std::cout << "n【治疗建议】" << std::endl;
        for (const auto& rec : result.analysis.finalOutput.recommendations) {
            std::cout << "  • " << rec << std::endl;
        }

        std::cout << "n【预后评估】" << std::endl;
        std::cout << "  " << result.analysis.finalOutput.prognosis << std::endl;

    } else {
        std::cerr << "病例处理失败: " << result.errorMessage << std::endl;
    }

    // 6. 显示系统状态
    auto status = system.getSystemStatus();
    std::cout << "n【系统状态】" << std::endl;
    std::cout << "状态: ";
    switch (status.state) {
        case MirrorMindAI_CompleteSystem::SystemState::READY:
            std::cout << "就绪";
            break;
        case MirrorMindAI_CompleteSystem::SystemState::PROCESSING:
            std::cout << "处理中";
            break;
        default:
            std::cout << "其他";
    }
    std::cout << std::endl;
    std::cout << "活跃会话: " << status.activeSessions << std::endl;
    std::cout << "系统负载: " << status.systemLoad * 100 << "%" << std::endl;

    // 7. 关闭系统
    std::cout << "n关闭系统中..." << std::endl;
    system.stop();

    std::cout << "n==================================================================" << std::endl;
    std::cout << "               系统运行完成 - 感谢使用                       " << std::endl;
    std::cout << "==================================================================" << std::endl;

    return 0;
}

系统架构总结

核心特性:

  1. 模块化设计 - 23个核心模块,每个模块独立且可扩展
  2. 多层处理 - PFS四层逻辑链(模式-函数-系统-优化)
  3. 多维分析 - 易经、洛书、奇门、量子等多维度辨证
  4. 实时处理 - 实时监控与动态调整
  5. 个性化 - 基于个体差异的精准治疗
  6. 持续学习 - 强化学习与优化迭代
  7. 跨文化适配 - 不同医学体系与文化背景适配
  8. 安全保障 - 完整的安全加密与隐私保护

技术特色:

  1. 量子化中医模型 - 量子态表示病机,多世界诠释
  2. 3D立体辨证 - 三维魔方能量场分析
  3. 无限卦象生成 - 递归算法生成无限维度卦象
  4. 奇门遁甲排盘 - 时空局数计算与动态推演
  5. 经络能量监测 - 十二经脉与奇经八脉实时监测
  6. 多模态输入 - 舌诊、面诊、脉诊、问诊综合处理
  7. XML知识库 - 结构化中医知识存储与检索

应用场景:

  1. 临床辅助诊断 - 提供精准辨证与治疗方案
  2. 医学教育 - 模拟训练与案例学习
  3. 个人健康管理 - 个性化健康建议
  4. 医学研究 - 数据挖掘与模式发现
  5. 跨文化医学交流 - 不同医学体系间的桥梁

这个完整系统实现了传统中医智慧与现代AI技术的深度融合,为中医的数字化、智能化、精准化提供了完整解决方案。

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