Emergency Response Management - seojedaperez/IgnisMap GitHub Wiki

Overview

IgnisMap provides comprehensive emergency response management capabilities through AI-powered fire prediction, real-time monitoring, and tactical coordination systems. The system integrates Azure cloud services to deliver intelligent fire risk assessment, tactical planning, and multi-agency resource coordination for emergency organizations. 2

graph TB
    subgraph "Emergency Response Ecosystem"
        IgnisMap["IgnisMap PWA<br/>Emergency Response Platform"]
        
        subgraph "Core Components"
            WelcomeScreen["Organization Setup<br/>WelcomeScreen"]
            ZoneConfig["Zone Configuration<br/>Geographic Monitoring"]
            Dashboard["Emergency Dashboard<br/>Operations Center"]
            BiodiversityAnalysis["Environmental Impact<br/>Biodiversity Analysis"]
        end
        
        subgraph "Emergency Services Integration"
            FireDept["Fire Departments<br/>Municipal Services"]
            CivilProtection["Civil Protection<br/>Regional Agencies"]
            ForestService["Forest Services<br/>Wildland Management"]
            Environmental["Environmental Officers<br/>Conservation Groups"]
        end
        
        IgnisMap --> WelcomeScreen
        IgnisMap --> ZoneConfig
        IgnisMap --> Dashboard
        IgnisMap --> BiodiversityAnalysis
        
        WelcomeScreen --> FireDept
        WelcomeScreen --> CivilProtection
        WelcomeScreen --> ForestService
        WelcomeScreen --> Environmental
    end
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System Architecture for Emergency Response

The emergency response system follows a cloud-native architecture with Azure services providing real-time data processing, AI analysis, and coordination capabilities. 3

graph TB
    subgraph "Emergency Response Architecture"
        subgraph "Frontend Layer"
            App["App.tsx<br/>Main Application"]
            EmergencyDashboard["EmergencyDashboard<br/>Operations Interface"]
            RiskMeter["RiskMeter<br/>Risk Assessment Display"]
            AlertsList["AlertsList<br/>Active Alerts Management"]
            ResourceAllocation["ResourceAllocation<br/>Resource Coordination"]
        end
        
        subgraph "Context Management"
            EmergencyProvider["EmergencyProvider<br/>Emergency State"]
            AlertProvider["AlertProvider<br/>Alert Management"]
            WeatherProvider["WeatherProvider<br/>Weather Data"]
            MicrosoftAIProvider["MicrosoftAIProvider<br/>AI Services"]
        end
        
        subgraph "Service Layer"
            azureService["azureService<br/>Azure Integration"]
            windAnalysisService["windAnalysisService<br/>Wind Pattern Analysis"]
            biodiversityService["biodiversityAssessmentService<br/>Environmental Risk"]
            tacticalService["tacticalFirefightingService<br/>Tactical Planning"]
        end
        
        subgraph "Azure Infrastructure"
            AzureMaps["Azure Maps<br/>Geospatial Services"]
            AzureOpenAI["Azure OpenAI<br/>AI Analysis"]
            CosmosDB["Cosmos DB<br/>Emergency Database"]
            CognitiveServices["Cognitive Services<br/>Image Analysis"]
            Functions["Azure Functions<br/>Data Processing"]
            EventHubs["Event Hubs<br/>Real-time Streaming"]
        end
        
        App --> EmergencyProvider
        EmergencyDashboard --> azureService
        EmergencyDashboard --> windAnalysisService
        EmergencyDashboard --> biodiversityService
        EmergencyDashboard --> tacticalService
        
        azureService --> AzureMaps
        azureService --> AzureOpenAI
        azureService --> CosmosDB
        azureService --> CognitiveServices
        
        Functions --> EventHubs
        Functions --> CosmosDB
    end
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Emergency Response Workflow

The system implements a comprehensive emergency response workflow from detection through tactical deployment. 4

sequenceDiagram
    participant NASA as "NASA FIRMS<br/>Satellite Data"
    participant EventHub as "Event Hubs<br/>Data Ingestion"
    participant Functions as "Azure Functions<br/>Processing"
    participant AI as "Azure OpenAI<br/>Analysis"
    participant CosmosDB as "Cosmos DB<br/>Storage"
    participant Dashboard as "Emergency Dashboard<br/>Operations"
    participant Responders as "Emergency Teams<br/>Field Operations"
    
    NASA->>EventHub: Real-time fire detection data
    EventHub->>Functions: ProcessSatelliteData trigger
    Functions->>AI: Analyze fire risk and patterns
    AI->>Functions: Risk assessment and predictions
    Functions->>CosmosDB: Store analysis results
    Functions->>Dashboard: Real-time alert generation
    Dashboard->>Responders: Tactical plans and alerts
    Responders->>Dashboard: Status updates and feedback
    Dashboard->>CosmosDB: Update operational status
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Organization Configuration and Setup

Emergency organizations configure their capabilities and monitoring zones through the IgnisMap setup process. 5

graph TD
    subgraph "Organization Setup Process"
        Start["Organization Registration"] --> OrgType["Select Organization Type"]
        
        OrgType --> FireDept["Fire Department<br/>Municipal Services"]
        OrgType --> Medical["Medical Services<br/>Emergency Medical"]
        OrgType --> Police["Police Forces<br/>Law Enforcement"]
        OrgType --> CivilProt["Civil Protection<br/>Regional Coordination"]
        OrgType --> Other["Other Organizations<br/>Specialized Services"]
        
        FireDept --> Capabilities["Define Capabilities"]
        Medical --> Capabilities
        Police --> Capabilities
        CivilProt --> Capabilities
        Other --> Capabilities
        
        Capabilities --> ContactInfo["Contact Information<br/>Phone, Radio, Email"]
        ContactInfo --> ZoneSetup["Monitoring Zone Setup"]
        ZoneSetup --> Dashboard["Access Emergency Dashboard"]
    end
    
    subgraph "Capability Categories"
        Capabilities --> FireSuppression["Fire Suppression<br/>Equipment & Personnel"]
        Capabilities --> Evacuation["Evacuation Services<br/>Transportation & Coordination"]
        Capabilities --> Medical["Medical Response<br/>Emergency Care"]
        Capabilities --> Communication["Communication Systems<br/>Radio & Digital"]
        Capabilities --> AerialSupport["Aerial Support<br/>Aircraft & Drones"]
    end
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Real-Time Monitoring and Alert System

The system provides continuous monitoring with intelligent alert generation based on multiple data sources and AI analysis. 6

graph TB
    subgraph "Monitoring and Alert System"
        subgraph "Data Sources"
            SatelliteData["NASA FIRMS<br/>Satellite Fire Data"]
            WeatherData["Weather APIs<br/>Meteorological Data"]
            HistoricalData["Historical Patterns<br/>Fire History"]
            VegetationData["Vegetation Index<br/>Fuel Load Assessment"]
        end
        
        subgraph "AI Processing Pipeline"
            DataIngestion["Data Ingestion<br/>Event Hubs"]
            AIAnalysis["Azure OpenAI<br/>Risk Assessment"]
            PatternRecognition["Pattern Recognition<br/>Cognitive Services"]
            RiskCalculation["Risk Calculation<br/>Confidence Scoring"]
        end
        
        subgraph "Alert Generation"
            AlertEngine["Alert Engine<br/>Intelligent Filtering"]
            PriorityAssignment["Priority Assignment<br/>Critical/High/Medium/Low"]
            NotificationSystem["Notification System<br/>Multi-channel Alerts"]
        end
        
        subgraph "Dashboard Display"
            ActiveAlerts["Active Alerts<br/>Real-time Display"]
            RiskMetrics["Risk Metrics<br/>Visual Indicators"]
            WeatherDisplay["Weather Conditions<br/>Current & Forecast"]
            ResourceStatus["Resource Status<br/>Availability Tracking"]
        end
        
        SatelliteData --> DataIngestion
        WeatherData --> DataIngestion
        HistoricalData --> AIAnalysis
        VegetationData --> AIAnalysis
        
        DataIngestion --> AIAnalysis
        AIAnalysis --> PatternRecognition
        PatternRecognition --> RiskCalculation
        RiskCalculation --> AlertEngine
        
        AlertEngine --> PriorityAssignment
        PriorityAssignment --> NotificationSystem
        NotificationSystem --> ActiveAlerts
        
        ActiveAlerts --> RiskMetrics
        RiskMetrics --> WeatherDisplay
        WeatherDisplay --> ResourceStatus
    end
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Tactical Planning and Resource Allocation

IgnisMap generates AI-powered tactical plans and coordinates resource allocation across multiple agencies. 7

graph TB
    subgraph "Tactical Planning System"
        subgraph "Analysis Components"
            WindAnalysis["Wind Pattern Analysis<br/>windAnalysisService"]
            BiodiversityRisk["Biodiversity Risk Assessment<br/>Environmental Impact"]
            InfrastructureRisk["Infrastructure Risk<br/>Critical Assets"]
            WaterSources["Water Source Identification<br/>Supply Planning"]
            FirebreakDesign["Firebreak Strategy<br/>Containment Planning"]
        end
        
        subgraph "Resource Management"
            FireStations["Fire Stations<br/>Personnel & Equipment"]
            Aircraft["Aircraft Resources<br/>Aerial Support"]
            WaterSupply["Water Sources<br/>Supply Points"]
            Personnel["Personnel Allocation<br/>Team Assignments"]
            Equipment["Equipment Tracking<br/>Asset Management"]
        end
        
        subgraph "Tactical Plan Generation"
            AIPlanning["Azure OpenAI<br/>Plan Generation"]
            PlanOptimization["Plan Optimization<br/>Resource Efficiency"]
            DeploymentStrategy["Deployment Strategy<br/>Tactical Coordination"]
            ContingencyPlanning["Contingency Planning<br/>Alternative Scenarios"]
        end
        
        subgraph "Operational Coordination"
            MultiAgency["Multi-Agency Coordination<br/>Unified Command"]
            CommunicationPlan["Communication Plan<br/>Coordination Protocols"]
            StatusTracking["Status Tracking<br/>Real-time Updates"]
            PerformanceMetrics["Performance Metrics<br/>Effectiveness Monitoring"]
        end
        
        WindAnalysis --> AIPlanning
        BiodiversityRisk --> AIPlanning
        InfrastructureRisk --> AIPlanning
        WaterSources --> AIPlanning
        FirebreakDesign --> AIPlanning
        
        FireStations --> PlanOptimization
        Aircraft --> PlanOptimization
        WaterSupply --> PlanOptimization
        Personnel --> PlanOptimization
        Equipment --> PlanOptimization
        
        AIPlanning --> DeploymentStrategy
        PlanOptimization --> DeploymentStrategy
        DeploymentStrategy --> ContingencyPlanning
        
        ContingencyPlanning --> MultiAgency
        MultiAgency --> CommunicationPlan
        CommunicationPlan --> StatusTracking
        StatusTracking --> PerformanceMetrics
    end
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Azure Infrastructure for Emergency Response

The emergency response system is built on a robust Azure cloud infrastructure designed for high availability and scalability. 8

graph TB
    subgraph "Azure Emergency Response Infrastructure"
        subgraph "Critical Services ($115-150/month)"
            AzureMaps["emergency-app-maps<br/>Azure Maps S1<br/>$50-80/month"]
            CosmosDB["emergency-app-cosmos<br/>Cosmos DB<br/>$25-40/month"]
            Functions["emergency-app-functions<br/>Azure Functions<br/>$10-20/month"]
            OpenAI["emergency-openai<br/>Azure OpenAI<br/>$30-50/month"]
        end
        
        subgraph "Supporting Services ($50-120/month)"
            EventHubs["emergency-app-events<br/>Event Hubs<br/>$30-50/month"]
            CognitiveServices["emergency-app-cognitive<br/>Cognitive Services<br/>$30-50/month"]
            KeyVault["emergency-app-vault<br/>Key Vault<br/>$5-10/month"]
            AppInsights["emergency-app-insights<br/>Application Insights<br/>$10-20/month"]
            Storage["emergencystorage<br/>Storage Account<br/>$5-10/month"]
        end
        
        subgraph "Database Containers"
            Organizations["Organizations<br/>Partition: /organizationType"]
            MonitoringZones["MonitoringZones<br/>Partition: /organizationId"]
            FireAlerts["FireAlerts<br/>Partition: /organizationId"]
            TacticalPlans["TacticalPlans<br/>Partition: /organizationType"]
            SatelliteData["SatelliteData<br/>Partition: /satellite<br/>TTL: 30 days"]
            WeatherData["WeatherData<br/>Partition: /location<br/>TTL: 7 days"]
            ResourceAllocation["ResourceAllocation<br/>Partition: /organizationId"]
            AuditLog["AuditLog<br/>Partition: /organizationId"]
        end
        
        AzureMaps --> Functions
        CosmosDB --> Functions
        Functions --> OpenAI
        Functions --> CognitiveServices
        EventHubs --> Functions
        KeyVault --> Functions
        Functions --> AppInsights
        Functions --> Storage
        
        CosmosDB --> Organizations
        CosmosDB --> MonitoringZones
        CosmosDB --> FireAlerts
        CosmosDB --> TacticalPlans
        CosmosDB --> SatelliteData
        CosmosDB --> WeatherData
        CosmosDB --> ResourceAllocation
        CosmosDB --> AuditLog
    end
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Data Processing Pipeline

The system processes multiple data streams in real-time to provide comprehensive situational awareness for emergency responders. 9

flowchart TD
    subgraph "External Data Sources"
        NASA["NASA FIRMS<br/>Fire Detection<br/>15-minute updates"]
        Weather["Open-Meteo API<br/>Weather Forecasts<br/>Hourly updates"]
        EFFIS["EFFIS<br/>European Fire Data<br/>Historical patterns"]
        NOAA["NOAA Weather<br/>Advanced Meteorology<br/>Professional models"]
    end
    
    subgraph "Data Ingestion Layer"
        EventHub["Event Hubs<br/>satellite-data<br/>4 partitions"]
        Functions["Azure Functions<br/>ProcessSatelliteData<br/>AnalyzeFireRisk"]
    end
    
    NASA --> EventHub
    Weather --> Functions
    EFFIS --> EventHub
    NOAA --> Functions
    EventHub --> Functions
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