Fire Monitoring and Risk Assessment - seojedaperez/IgnisMap GitHub Wiki

Fire Monitoring and Risk Assessment

System Overview

IgnisMap is a Progressive Web Application (PWA) that provides comprehensive fire prediction and emergency response capabilities through real-time satellite data processing, AI-powered analysis, and advanced mapping services.

graph TB
    subgraph "IgnisMap Fire Monitoring System"
        PWA["IgnisMap PWA<br/>Progressive Web Application"]
        PWA --> WelcomeScreen["WelcomeScreen Component<br/>Organization Setup"]
        PWA --> ZoneConfiguration["ZoneConfiguration Component<br/>Geographic Area Management"]
        PWA --> EmergencyDashboard["EmergencyDashboard Component<br/>Operations Center"]
        PWA --> BiodiversityAnalysis["BiodiversityAnalysis Component<br/>Environmental Impact"]
    end
    
    subgraph "Azure Service Integration"
        PWA --> AzureMaps["azure-maps-control<br/>@azure/cosmos<br/>@azure/ai-text-analytics"]
        PWA --> AzureAI["@azure/cognitiveservices-computervision<br/>@azure/ai-anomaly-detector<br/>@azure/ai-form-recognizer"]
        PWA --> AzureStorage["@azure/storage-blob<br/>@azure/keyvault-secrets<br/>@azure/data-tables"]
    end
    
    subgraph "External Data Sources"
        NASA["NASA FIRMS API<br/>Satellite Fire Data"]
        Weather["Weather APIs<br/>Meteorological Data"]
        Emergency["Emergency Organizations<br/>Resource Data"]
    end
    
    AzureMaps --> NASA
    AzureAI --> Weather
    AzureStorage --> Emergency
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Core Fire Monitoring Capabilities

Real-time Fire Detection and Risk Assessment

The system implements comprehensive fire risk assessment through multiple data sources and AI analysis services. 2

flowchart TD
    subgraph "Data Collection"
        WeatherData["Weather Data<br/>Temperature, Humidity, Wind"]
        SatelliteData["NASA FIRMS<br/>Satellite Fire Detection"]
        VegetationData["Vegetation Indices<br/>NDVI, Dryness"]
        HistoricalData["Historical Fire Data<br/>Past Incidents"]
    end
    
    subgraph "AI Risk Assessment"
        MicrosoftAI["Microsoft AI Service<br/>assessFireRisk()"]
        AzureService["Azure Service<br/>predictFireRisk()"]
        
        WeatherData --> MicrosoftAI
        VegetationData --> MicrosoftAI
        HistoricalData --> MicrosoftAI
        
        WeatherData --> AzureService
        SatelliteData --> AzureService
    end
    
    subgraph "Risk Analysis Output"
        RiskScore["Risk Score<br/>0-100 Scale"]
        RiskLevel["Risk Level<br/>Low/Medium/High/Extreme"]
        Confidence["Confidence Score<br/>Prediction Accuracy"]
        Recommendations["Professional Recommendations<br/>Emergency Protocols"]
    end
    
    MicrosoftAI --> RiskScore
    MicrosoftAI --> RiskLevel
    MicrosoftAI --> Confidence
    AzureService --> Recommendations
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Multi-Service Analysis Pipeline

The dashboard implements parallel analysis execution for comprehensive fire assessment: 3

graph LR
    subgraph "Parallel Analysis Services"
        WindAnalysis["windAnalysisService<br/>analyzeWindPatterns()"]
        BiodiversityRisk["biodiversityAssessmentService<br/>assessBiodiversityRisk()"]
        InfrastructureRisk["biodiversityAssessmentService<br/>assessInfrastructureRisk()"]
        WaterSources["tacticalFirefightingService<br/>identifyWaterSources()"]
        Firebreaks["tacticalFirefightingService<br/>designFirebreaks()"]
    end
    
    subgraph "Input Data"
        Location["Geographic Location<br/>Coordinates"]
        CurrentWeather["Current Weather<br/>Real-time Data"]
        WindDirection["Wind Direction<br/>Meteorological"]
    end
    
    subgraph "Analysis Results"
        WindData["Wind Pattern Analysis"]
        BiodiversityData["Biodiversity Risk Assessment"]
        InfrastructureData["Infrastructure Risk Assessment"]
        WaterSourcesData["Water Source Identification"]
        FirebreakData["Firebreak Strategy Design"]
    end
    
    Location --> WindAnalysis
    CurrentWeather --> WindAnalysis
    Location --> BiodiversityRisk
    Location --> InfrastructureRisk
    Location --> WaterSources
    WindDirection --> Firebreaks
    
    WindAnalysis --> WindData
    BiodiversityRisk --> BiodiversityData
    InfrastructureRisk --> InfrastructureData
    WaterSources --> WaterSourcesData
    Firebreaks --> FirebreakData
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Risk Assessment Methodology

Microsoft AI Fire Risk Assessment

The system uses Microsoft AI services for sophisticated fire risk evaluation: 4

graph TD
    subgraph "Risk Factor Calculation"
        TempFactor["Temperature Factor<br/>Max 40 points<br/>(temp - 15) × 2"]
        HumidityFactor["Humidity Factor<br/>Max 30 points<br/>(60 - humidity) × 0.75"]
        WindFactor["Wind Factor<br/>Max 30 points<br/>windSpeed × 1.5"]
        VegetationFactor["Vegetation Factor<br/>Max 25 points<br/>(1 - NDVI) × 25"]
        DrynessFactor["Dryness Factor<br/>Max 25 points<br/>dryness × 25"]
        HistoricalFactor["Historical Factor<br/>Max 10 points<br/>fireCount × 2"]
    end
    
    subgraph "Risk Level Determination"
        TotalScore["Total Risk Score<br/>Sum of all factors"]
        RiskLevels["Risk Level Classification<br/>≥85: Extreme<br/>≥65: High<br/>≥45: Medium<br/><45: Low"]
    end
    
    TempFactor --> TotalScore
    HumidityFactor --> TotalScore
    WindFactor --> TotalScore
    VegetationFactor --> TotalScore
    DrynessFactor --> TotalScore
    HistoricalFactor --> TotalScore
    
    TotalScore --> RiskLevels
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Professional Emergency Recommendations

The system generates professional emergency recommendations based on risk levels and environmental conditions: 5

flowchart TD
    subgraph "Risk Level Protocols"
        Extreme["EXTREME RISK<br/>🚨 Level 4 Emergency Protocol<br/>🚫 Prohibit ignition activities<br/>🚒 Deploy preventive resources<br/>📡 Activate emergency command<br/>🏃 Prepare preventive evacuations"]
        
        High["HIGH RISK<br/>⚠️ Level 3 Emergency Protocol<br/>🚧 Restrict forest access<br/>👮 Increase preventive patrol<br/>🚒 Prepare extinction resources"]
        
        Medium["MEDIUM RISK<br/>📊 Level 2 Emergency Protocol<br/>👁️ Maintain increased vigilance<br/>✅ Verify resource availability"]
        
        Low["LOW RISK<br/>📋 Maintain standard prevention protocols"]
    end
    
    subgraph "Environmental Conditions"
        TempCritical["Temperature > 35°C<br/>🌡️ Avoid outdoor work during peak hours"]
        HumidityCritical["Humidity < 20%<br/>💧 Extreme ignition and rapid spread risk"]
        WindStrong["Wind Speed > 25 km/h<br/>💨 Erratic spread and fire jumping risk<br/>🚁 Consider suspending aerial operations"]
        VegetationDry["Vegetation Dryness > 0.8<br/>🌿 Implement preventive firebreaks"]
        DroughtExtreme["Extreme Drought<br/>🏜️ Implement water restrictions and special protocols"]
        ActiveFires["Active Fires Present<br/>🔥 Verify and respond immediately<br/>🛡️ Establish extended safety perimeter<br/>🏃 Activate evacuation protocols if necessary"]
    end
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Dashboard Interface and Monitoring

Key Metrics Display

The dashboard provides real-time monitoring through key performance indicators: 6

graph LR
    subgraph "Real-time Metrics Dashboard"
        ActiveAlerts["Active Alerts<br/>🚨 Count of current alerts<br/>Status: active"]
        HighRiskAlerts["High Risk Alerts<br/>📈 Severe/Extreme alerts<br/>Priority monitoring"]
        CurrentWind["Current Wind Speed<br/>💨 Real-time km/h<br/>Weather integration"]
        Temperature["Current Temperature<br/>🌡️ Real-time °C<br/>Critical threshold monitoring"]
    end
    
    subgraph "Data Sources"
        AlertContext["Alert Context<br/>alerts.filter(active)"]
        WeatherContext["Weather Context<br/>currentWeather data"]
    end
    
    AlertContext --> ActiveAlerts
    AlertContext --> HighRiskAlerts
    WeatherContext --> CurrentWind
    WeatherContext --> Temperature
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Multi-Tab Analysis Interface

The system provides comprehensive analysis through multiple specialized tabs: 7

graph TB
    subgraph "Analysis Interface Tabs"
        Overview["Overview Tab<br/>📊 Risk assessment summary<br/>📈 7-day trend analysis<br/>📋 Executive risk summary"]
        
        Wind["Wind Analysis Tab<br/>💨 Wind pattern analysis<br/>🌪️ Direction and speed data<br/>🎯 Impact on fire spread"]
        
        Biodiversity["Risk Assessment Tab<br/>⚠️ Biodiversity risk evaluation<br/>🏗️ Infrastructure risk assessment<br/>🌿 Environmental impact analysis"]
        
        Tactical["Tactical Plans Tab<br/>🎯 AI-generated response plans<br/>💧 Water source identification<br/>🛡️ Firebreak strategies"]
        
        Satellite["Satellite Tab<br/>🛰️ Real-time satellite imagery<br/>🔥 Active fire detection<br/>📡 NASA FIRMS integration"]
        
        Spread["Fire Spread Tab<br/>📍 Spread prediction modeling<br/>🗺️ Geographic visualization<br/>⏱️ Timeline projections"]
        
        Resources["Resources Tab<br/>👥 Resource allocation<br/>🚒 Equipment management<br/>🏥 Emergency facility coordination"]
    end
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Risk Assessment Integration

Executive Risk Summary

The system provides comprehensive risk assessment across multiple dimensions: 8

graph TD
    subgraph "Risk Assessment Categories"
        HumanLife["Human Life Risk<br/>🚨 Population at risk<br/>Evacuation planning<br/>Safety protocols"]
        
        Environmental["Environmental Risk<br/>🌿 Ecosystem impact<br/>Biodiversity threats<br/>Conservation priorities"]
        
        Economic["Economic Risk<br/>💰 Infrastructure damage<br/>Property loss<br/>Economic impact"]
        
        TacticalPlans["Tactical Response<br/>🎯 Generated response plans<br/>Resource allocation<br/>Strategic coordination"]
    end
    
    subgraph "Risk Calculation Pipeline"
        BiodiversityAssessment["biodiversityAssessmentService<br/>generateRiskAssessment()"]
        TacticalGeneration["tacticalFirefightingService<br/>generateTacticalPlans()"]
    end
    
    BiodiversityAssessment --> HumanLife
    BiodiversityAssessment --> Environmental
    BiodiversityAssessment --> Economic
    TacticalGeneration --> TacticalPlans
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Data Sources and Integration

Real-time Data Pipeline

The system integrates multiple real-time data sources for comprehensive fire monitoring: 9

flowchart LR
    subgraph "Phase 1: Critical Data Sources"
        NASAFIRMS["NASA FIRMS<br/>🛰️ Active fires real-time<br/>Historical fire data<br/>Completely free"]
        
        GBIF["GBIF<br/>🦎 Species at risk<br/>Biodiversity data<br/>Conservation status"]
        
        OpenStreetMap["OpenStreetMap<br/>🗺️ Real infrastructure<br/>Road networks<br/>Building locations"]
        
        USGS["USGS<br/>🌿 Vegetation indices<br/>NDVI data<br/>Land cover analysis"]
    end
    
    subgraph "Phase 2: Advanced Data Sources"
        IUCN["IUCN Red List<br/>🦋 Official conservation status<br/>Threatened species<br/>Protection priorities"]
        
        ECMWF["ECMWF<br/>🌤️ Professional weather models<br/>Advanced forecasting<br/>Meteorological analysis"]
        
        Copernicus["Copernicus<br/>🏜️ Real drought data<br/>Climate monitoring<br/>Environmental indicators"]
        
        HEREMaps["HERE Maps<br/>🚗 Real evacuation routes<br/>Traffic analysis<br/>Emergency routing"]
    end
    
    subgraph "Phase 3: Optimization"
        WindyAPI["Windy API<br/>💨 Professional wind analysis<br/>Atmospheric models<br/>Detailed forecasting"]
        
        eBird["eBird<br/>🐦 Real-time fauna data<br/>Wildlife monitoring<br/>Ecological indicators"]
        
        EFFIS["EFFIS<br/>🔥 European forest fires<br/>Regional fire data<br/>Cross-border coordination"]
        
        GooglePlaces["Google Places<br/>🏥 Critical infrastructure<br/>Emergency facilities<br/>Detailed POI data"]
    end
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Notes

The IgnisMap fire monitoring and risk assessment system represents a comprehensive emergency response platform that integrates real-time satellite data, AI-powered analysis, and professional emergency management protocols. The system architecture supports both online and offline operations through PWA capabilities, ensuring continuous availability during emergency situations. 10 The multi-service analysis pipeline enables parallel processing of wind patterns, biodiversity risks, infrastructure assessments, and tactical planning, providing emergency responders with actionable intelligence for fire

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