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FireWatch: AI-Powered Wildfire Response & Prediction

🔥 Inspiration

Wildfires have become an increasingly critical issue in Quebec, with devastating impacts on communities, wildlife, and infrastructure. We wanted to create a smart, data-driven solution that optimizes firefighting resource allocation and predicts future fire occurrences, helping emergency services act faster, smarter, and more efficiently.

🛠 How We Built It

We developed FireWatch using a combination of data processing, optimization algorithms, and machine learning to tackle both wildfire response and prediction.

Part 1: Resource Deployment Optimization

Processed real-time wildfire reports from current_wildfiredata.csv.
Implemented an optimized allocation system that prioritizes high-severity fires while considering deployment time and resource constraints.
Calculated both operational costs and damage costs from missed responses.
Generated a comprehensive report summarizing firefighting efficiency.

Part 2: Predictive Modeling for Future Fire Occurrences (Optional, but powerful!)

Analyzed historical fire and environmental data from 2020-2023.
Used machine learning models (skLearn) to predict fire-prone areas for 2025.
Integrated Mapbox to visualize predicted fire locations on a map of Quebec.

🚀 Challenges We Faced

Balancing resource allocation: Ensuring fair deployment while minimizing missed responses.
Optimizing response time: Factoring in different firefighting unit speeds and availability.
Data inconsistencies: Cleaning and handling missing values in historical data.
Map visualization: Integrating a clear, interactive wildfire risk map for future fire predictions.

🎯 What We Learned

The importance of real-time decision-making in emergency scenarios.
How to apply optimization algorithms to resource allocation problems.
Leveraging machine learning for environmental hazard prediction.
Using Mapbox and geospatial tools to visualize fire risks effectively.

🔥 Impact

FireWatch can help emergency teams reduce response times, lower wildfire damage costs, and improve disaster preparedness, making Quebec safer for everyone.