Project 03: Planet Protector

class PlanetProtectorAttributionFramework {
  async measureDirectImpact(): Promise<DirectImpactMetrics> {
    return {
      environmentalOutcomes: {
        airQualityImprovement: this.trackAirQualityChanges(),
        waterQualityImprovement: this.trackWaterQualityChanges(),
        biodiversityRecovery: this.measureBiodiversityRecovery(),
        carbonSequestration: this.calculateCarbonSequestration(),
        wasteReduction: this.measureWasteReductionImpact()
      },
      
      communityEngagement: {
        behaviorChangeAttribution: this.measureEnvironmentalBehaviorChange(),
        collectiveActionGrowth: this.trackCollectiveActionGrowth(),
        awarenessImprovements: this.assessEnvironmentalAwarenessImprovements(),
        stewardshipDevelopment: this.measureStewardshipDevelopment(),
        communityResilienceBuilding: this.evaluateCommunityResilienceBuilding()
      },
      
      systemicChange: {
        policyInfluence: this.trackPolicyChangeInfluence(),
        institutionalAdoption: this.measureInstitutionalAdoption(),
        businessSustainabilityImpact: this.assessBusinessSustainabilityImpact(),
        educationalSystemIntegration: this.trackEducationalSystemIntegration(),
        scientificContribution: this.evaluateScientificContribution()
      }
    };
  }
}

class EnvironmentalMonitoringAI {
  constructor(
    private sensorDataProcessor: SensorDataProcessingEngine,
    private satelliteImageryAnalyzer: SatelliteImageryAnalyzer,
    private crowdsourcedDataValidator: CrowdsourcedDataValidator,
    private predictiveModeling: EnvironmentalPredictiveModeling
  ) {}

  async deployComprehensiveMonitoringSystem(
    geographicArea: GeographicArea,
    monitoringPriorities: EnvironmentalPriority[]
  ): Promise<EnvironmentalMonitoringSystem> {
    
    return {
      multiSourceDataIntegration: await this.setupMultiSourceDataIntegration(geographicArea),
      realTimeMonitoring: await this.setupRealTimeMonitoring(monitoringPriorities),
      predictiveAnalytics: await this.setupPredictiveAnalytics(geographicArea),
      anomalyDetection: await this.setupAnomalyDetection(),
      impactAssessment: await this.setupImpactAssessment()
    };
  }

  private async setupMultiSourceDataIntegration(
    area: GeographicArea
  ): Promise<MultiSourceDataIntegrationSystem> {
    
    return {
      sensorNetworks: {
        airQualitySensors: this.integratAirQualitySensors(area),
        waterQualitySensors: this.integrateWaterQualitySensors(area),
        soilHealthSensors: this.integrateSoilHealthSensors(area),
        biodiversityAcousticSensors: this.integrateBiodiversityAcousticSensors(area),
        weatherStations: this.integrateWeatherStations(area),
        carbonFluxSensors: this.integrateCarbonFluxSensors(area)
      },
      
      remotesensingData: {
        satelliteImagery: this.processSatelliteImagery(area),
        droneAerialSurveys: this.processDroneData(area),
        lidarTerrainMapping: this.processLidarData(area),
        hyperspectralImaging: this.processHyperspectralData(area),
        thermalImaging: this.processThermalData(area)
      },
      
      crowdsourcedObservations: {
        citizenScienceContributions: this.integrateCitizenScienceData(),
        expertFieldObservations: this.integrateExpertObservations(),
        communityReporting: this.integrateCommunityReporting(),
        mobileSensorData: this.integrateMobileSensorData(),
        photographicEvidence: this.integratePhotographicEvidence()
      },
      
      governmentOpenData: {
        environmentalRegulatory: this.integrateRegulatoryData(area),
        climateData: this.integrateClimateData(area),
        landUseData: this.integrateLandUseData(area),
        biodiversityDatabases: this.integrateBiodiversityDatabases(area),
        pollutionInventories: this.integratePollutionInventories(area)
      }
    };
  }

  private async setupRealTimeMonitoring(
    priorities: EnvironmentalPriority[]
  ): Promise<RealTimeMonitoringSystem> {
    
    return {
      continuousDataStreams: {
        airQualityTracking: this.setupAirQualityTracking(priorities),
        waterQualityTracking: this.setupWaterQualityTracking(priorities),
        noisePollutiontabTracking: this.setupNoisePollutionTracking(priorities),
        biodiversityActivityTracking: this.setupBiodiversityTracking(priorities),
        energyUsageTracking: this.setupEnergyUsageTracking(priorities)
      },
      
      alertSystems: {
        pollutionSpillAlerts: this.setupPollutionSpillAlerts(),
        extremeWeatherAlerts: this.setupExtremeWeatherAlerts(),
        wildlifeDisturbanceAlerts: this.setupWildlifeDisturbanceAlerts(),
        habitatThreatsAlerts: this.setupHabitatThreatsAlerts(),
        resourceDepletionAlerts: this.setupResourceDepletionAlerts()
      },
      
      dataValidation: {
        qualityAssuranceProtocols: this.implementQualityAssurance(),
        crossReferenceValidation: this.implementCrossReferenceValidation(),
        outlierDetection: this.implementOutlierDetection(),
        expertVerificationSystems: this.implementExpertVerification(),
        communityValidationMechanisms: this.implementCommunityValidation()
      }
    };
  }

  private async setupPredictiveAnalytics(
    area: GeographicArea
  ): Promise<EnvironmentalPredictiveSystem> {
    
    return {
      climateModeling: {
        localClimateProjections: this.generateLocalClimateProjections(area),
        extremeEventPrediction: this.predictExtremeEvents(area),
        seasonalVariabilityForecasting: this.forecastSeasonalVariability(area),
        longTermClimateScenarios: this.generateLongTermScenarios(area),
        adaptationRequirementsPrediction: this.predictAdaptationRequirements(area)
      },
      
      ecosystemModeling: {
        habitatViabilityPrediction: this.predictHabitatViability(area),
        speciesDistributionModeling: this.modelSpeciesDistribution(area),
        ecosystemServiceValuation: this.valueEcosystemServices(area),
        biodiversityRiskAssessment: this.assessBiodiversityRisk(area),
        restorationPotentialPrediction: this.predictRestorationPotential(area)
      },
      
      humanEnvironmentInteraction: {
        urbanGrowthImpactPrediction: this.predictUrbanGrowthImpact(area),
        resourceConsumptionForecasting: this.forecastResourceConsumption(area),
        pollutionSourceTracking: this.trackPollutionSources(area),
        greenInfrastructureOptimization: this.optimizeGreenInfrastructure(area),
        communityResilienceAssessment: this.assessCommunityResilience(area)
      }
    };
  }
}

class CommunityActionOrchestrationPlatform {
  constructor(
    private actionPlanning: EnvironmentalActionPlanner,
    private skillsMatching: CommunitySkillsMatching,
    private resourceCoordination: ResourceCoordinationEngine,
    private impactTracking: ActionImpactTracker
  ) {}

  async setupCommunityActionPlatform(
    community: CommunityProfile,
    environmentalChallenges: EnvironmentalChallenge[]
  ): Promise<CommunityActionPlatformSystem> {
    
    return {
      actionPlanningSystem: await this.setupActionPlanning(community, environmentalChallenges),
      communityMobilization: await this.setupCommunityMobilization(community),
      resourceOrchestration: await this.setupResourceOrchestration(),
      skillsDevelopment: await this.setupSkillsDevelopment(community),
      impactMeasurement: await this.setupActionImpactMeasurement()
    };
  }

  private async setupActionPlanning(
    community: CommunityProfile,
    challenges: EnvironmentalChallenge[]
  ): Promise<ActionPlanningSystem> {
    
    return {
      challengeAnalysis: {
        priorityAssessment: this.assessChallengePriorities(community, challenges),
        feasibilityAnalysis: this.analyzeFeasibility(community, challenges),
        resourceRequirementAnalysis: this.analyzeResourceRequirements(challenges),
        timelineEstimation: this.estimateActionTimelines(challenges),
        impactPotentialAssessment: this.assessImpactPotential(challenges)
      },
      
      actionDesign: {
        evidenceBasedInterventions: this.designEvidenceBasedInterventions(challenges),
        culturallyAppropriateApproaches: this.designCulturallyAppropriateApproaches(community, challenges),
        scalableActionFrameworks: this.designScalableFrameworks(challenges),
        collaborativeActionPlanning: this.facilitateCollaborativePlanning(community),
        adaptiveManagementIntegration: this.integrateAdaptiveManagement()
      },
      
      stakeholderEngagement: {
        communityStakeholderMapping: this.mapCommunityStakeholders(community),
        expertNetworkIntegration: this.integrateExpertNetworks(),
        governmentEngagementStrategies: this.developGovernmentEngagement(),
        businessPartnershipFacilitation: this.facilitateBusinessPartnerships(),
        ngoCollaborationCoordination: this.coordinateNGOCollaboration()
      },
      
      implementationPlanning: {
        phasedImplementationStrategy: this.developPhasedImplementation(challenges),
        milestoneDefinition: this.defineMilestones(challenges),
        riskMitigationPlanning: this.planRiskMitigation(challenges),
        successMetricsDefinition: this.defineSuccessMetrics(challenges),
        adaptationProtocols: this.establishAdaptationProtocols()
      }
    };
  }

  private async setupCommunityMobilization(
    community: CommunityProfile
  ): Promise<CommunityMobilizationSystem> {
    
    return {
      engagementStrategies: {
        grassrootsOrganizing: this.facilitateGrassrootsOrganizing(community),
        digitalCampaignIntegration: this.integrateDigitalCampaigns(),
        educationalOutreach: this.setupEducationalOutreach(community),
        culturalEngagementApproaches: this.developCulturalEngagement(community),
        youthEngagementPrograms: this.setupYouthEngagement(community)
      },
      
      capacityBuilding: {
        leadershipDevelopment: this.facilitateLeadershipDevelopment(community),
        technicalSkillsTraining: this.provideTechnicalSkillsTraining(),
        environmentalEducation: this.provideEnvironmentalEducation(),
        advocacySkillsDevelopment: this.developAdvocacySkills(),
        projectManagementTraining: this.provideProjectManagementTraining()
      },
      
      networkBuilding: {
        peerToPeerNetworks: this.buildPeerToPeerNetworks(community),
        crossCommunityConnections: this.facilitateCrossCommunityConnections(),
        expertMentorshipPrograms: this.establishExpertMentorship(),
        institutionalPartnerships: this.buildInstitutionalPartnerships(),
        globalEnvironmentalNetworks: this.connectToGlobalNetworks()
      }
    };
  }
}

class EnvironmentalIntelligenceEngine {
  constructor(
    private dataScientificAnalysis: EnvironmentalDataScience,
    private visualizationEngine: EnvironmentalVisualizationEngine,
    private insightsGeneration: EnvironmentalInsightsGenerator,
    private reportingSystem: EnvironmentalReportingSystem
  ) {}

  async deployIntelligenceEngine(
    geographicScope: GeographicScope,
    stakeholderRequirements: StakeholderRequirements[]
  ): Promise<EnvironmentalIntelligenceSystem> {
    
    return {
      dataAnalyticsCore: await this.setupDataAnalyticsCore(geographicScope),
      insightGeneration: await this.setupInsightGeneration(stakeholderRequirements),
      visualizationPlatform: await this.setupVisualizationPlatform(),
      reportingFramework: await this.setupReportingFramework(stakeholderRequirements),
      scientificContribution: await this.setupScientificContribution()
    };
  }

  private async setupDataAnalyticsCore(
    scope: GeographicScope
  ): Promise<EnvironmentalDataAnalyticsSystem> {
    
    return {
      spatialAnalytics: {
        geospatialPatternAnalysis: this.analyzeGeospatialPatterns(scope),
        landCoverChangeDetection: this.detectLandCoverChange(scope),
        habitatConnectivityAnalysis: this.analyzeHabitatConnectivity(scope),
        pollutionSpreadModeling: this.modelPollutionSpread(scope),
        climateMicrozoneMogging: this.mapClimateMicrozones(scope)
      },
      
      temporalAnalytics: {
        trendAnalysisOverTime: this.analyzeTrendsOverTime(scope),
        seasonalPatternDetection: this.detectSeasonalPatterns(scope),
        cyclicalChangeIdentification: this.identifyCyclicalChanges(scope),
        anomalyTimeseriesDetection: this.detectTimeseriesAnomalies(scope),
        forecastingModelDevelopment: this.developForecastingModels(scope)
      },
      
      multivariateAnalytics: {
        correlationAndCausationAnalysis: this.analyzCorrelationAndCausation(scope),
        factorAnalysisOfEnvironmentalVariables: this.performFactorAnalysis(scope),
        clusterAnalysisOfEcosystems: this.performEcosystemClustering(scope),
        principalComponentAnalysisOfEnvironmentalData: this.performPCAAnalysis(scope),
        machnineLearningPatternRecognition: this.implementMLPatternRecognition(scope)
      },
      
      networkAnalytics: {
        ecosystemNetworkAnalysis: this.analyzeEcosystemNetworks(scope),
        speciesInteractionNetworks: this.analyzeSpeciesInteractionNetworks(scope),
        resourceFlowNetworkMapping: this.mapResourceFlowNetworks(scope),
        humanEnvironmentInteractionNetworks: this.analyzeHumanEnvironmentNetworks(scope),
        stakeholderInfluenceNetworkMapping: this.mapStakeholderInfluenceNetworks(scope)
      }
    };
  }

  private async setupInsightGeneration(
    requirements: StakeholderRequirements[]
  ): Promise<EnvironmentalInsightsSystem> {
    
    return {
      automaticInsightGeneration: {
        keyTrendIdentification: this.identifyKeyTrends(requirements),
        emergingThreatDetection: this.detectEmergingThreats(requirements),
        opportunityIdentification: this.identifyOpportunities(requirements),
        actionableRecommendationGeneration: this.generateActionableRecommendations(requirements),
        riskAssessmentInsights: this.generateRiskAssessmentInsights(requirements)
      },
      
      contextualInsights: {
        localContextInsights: this.generateLocalContextInsights(requirements),
        regionalContextInsights: this.generateRegionalContextInsights(requirements),
        globalContextInsights: this.generateGlobalContextInsights(requirements),
        crossScaleInsights: this.generateCrossScaleInsights(requirements),
        temporalContextInsights: this.generateTemporalContextInsights(requirements)
      },
      
      stakeholderSpecificInsights: {
        scientificResearchInsights: this.generateScientificResearchInsights(requirements),
        policyMakerInsights: this.generatePolicyMakerInsights(requirements),
        communityActivistInsights: this.generateCommunityActivistInsights(requirements),
        businessSustainabilityInsights: this.generateBusinessSustainabilityInsights(requirements),
        educationalInsights: this.generateEducationalInsights(requirements)
      }
    };
  }
}

class EcosystemRestorationEngine {
  constructor(
    private restorationPlanning: RestorationPlanningAI,
    private speciesReintroduction: SpeciesReintroductionManager,
    private conservationGenetics: ConservationGeneticsEngine,
    private adaptiveManagement: AdaptiveManagementSystem
  ) {}

  async deployRestorationEngine(
    targetEcosystems: TargetEcosystem[],
    conservationGoals: ConservationGoal[]
  ): Promise<EcosystemRestorationSystem> {
    
    return {
      restorationPlanningSystem: await this.setupRestorationPlanning(targetEcosystems, conservationGoals),
      speciesConservation: await this.setupSpeciesConservation(targetEcosystems),
      habitatRestoration: await this.setupHabitatRestoration(targetEcosystems),
      ecosystemMonitoring: await this.setupEcosystemMonitoring(conservationGoals),
      adaptiveManagement: await this.setupAdaptiveManagement()
    };
  }

  private async setupRestorationPlanning(
    ecosystems: TargetEcosystem[],
    goals: ConservationGoal[]
  ): Promise<RestorationPlanningSystem> {
    
    return {
      siteAssessment: {
        ecologicalBaselineAssessment: this.assessEcologicalBaseline(ecosystems),
        degradationAnalysis: this.analyzeDegradation(ecosystems),
        restorationPotentialAssessment: this.assessRestorationPotential(ecosystems),
        socioeconomicContextAnalysis: this.analyzeSocioeconomicContext(ecosystems),
        stakeholderCapacityAssessment: this.assessStakeholderCapacity(ecosystems)
      },
      
      targetEcosystemDesign: {
        referenceEcosystemIdentification: this.identifyReferenceEcosystems(ecosystems),
        ecologicalTargetSetting: this.setEcologicalTargets(goals),
        speciesCompositionPlanning: this.planSpeciesComposition(ecosystems),
        habitatStructureDesign: this.designHabitatStructure(ecosystems),
        functionalEcosystemDesign: this.designFunctionalEcosystem(ecosystems)
      },
      
      interventionStrategy: {
        activeRestorationInterventions: this.planActiveRestoration(ecosystems),
        passiveRestorationStrategies: this.planPassiveRestoration(ecosystems),
        hybridRestorationApproaches: this.planHybridRestoration(ecosystems),
        assistedMigrationStrategies: this.planAssistedMigration(ecosystems),
        novellEcosystemManagement: this.planNovellEcosystemManagement(ecosystems)
      }
    };
  }
}

class GlobalEnvironmentalNetwork {
  async deployGlobalNetwork(
    targetRegions: GeopoliticalRegion[],
    environmentalPriorities: GlobalEnvironmentalPriority[]
  ): Promise<GlobalEnvironmentalNetworkSystem> {
    
    return {
      federatedDataSystem: await this.setupFederatedDataSystem(targetRegions),
      crossBorderCoordination: await this.setupCrossBorderCoordination(targetRegions),
      globalStandardsCompliance: await this.ensureGlobalStandardsCompliance(environmentalPriorities),
      interoperabilityFrameworks: await this.establishInteroperabilityFrameworks(),
      sovereigntyRespectingDesign: await this.implementSovereigntyRespectingDesign(targetRegions)
    };
  }
}

class BiodiversityAI {
  async implementBiodiversityAI(): Promise<BiodiversityAISystem> {
    return {
      speciesIdentification: await this.setupSpeciesIdentification(),
      acousticEcologyMonitoring: await this.setupAcousticEcologyMonitoring(),
      ecosystemHealthAssessment: await this.setupEcosystemHealthAssessment(),
      invspeciesDetection: await this.setupInvasiveSpeciesDetection(),
      biodiversityTrendPrediction: await this.setupBiodiversityTrendPrediction()
    };
  }

  private async setupSpeciesIdentification(): Promise<SpeciesIdentificationSystem> {
    return {
      visualSpeciesIdentification: this.implementVisualSpeciesID(),
      acousticSpeciesIdentification: this.implementAcousticSpeciesID(),
      eDNASpeciesDetection: this.implementEDNADetection(),
      pollenAndSporeAnalysis: this.implementPollenSporeAnalysis(),
      behavioralPatternRecognition: this.implementBehavioralPatternRecognition()
    };
  }
}

class SatelliteEnvironmentalIntelligence {
  async implementSatelliteIntelligence(): Promise<SatelliteIntelligenceSystem> {
    return {
      deforestationMonitoring: await this.setupDeforestationMonitoring(),
      urbanExpansionTracking: await this.setupUrbanExpansionTracking(),
      carbonSequestrationMapping: await this.setupCarbonSequestrationMapping(),
      waterResourcesMonitoring: await this.setupWaterResourcesMonitoring(),
      naturalDisasterPrediction: await this.setupNaturalDisasterPrediction()
    };
  }
}

class EnvironmentalBlockchain {
  async implementEnvironmentalBlockchain(): Promise<EnvironmentalBlockchainSystem> {
    return {
      carbonCreditTokenization: await this.setupCarbonCreditTokenization(),
      biodiversityCreditSystem: await this.setupBiodiversityCreditSystem(),
      environmentalDataProvenance: await this.setupDataProvenance(),
      conservationFunding: await this.setupConservationFunding(),
      transparentEnvironmentalGovernance: await this.setupTransparentGovernance()
    };
  }
}