About Forest Fire Prediction System

Learn about our project, team, and the technology behind fire prediction

Project Overview
Advanced AI/ML-powered forest fire prediction and simulation platform

Our Forest Fire Prediction System represents a cutting-edge approach to wildfire risk assessment and spread simulation. By leveraging advanced machine learning techniques including U-Net neural networks, LSTM time-series models, and Cellular Automata, we provide accurate next-day fire probability maps and real-time spread animations.

The platform integrates multiple data sources including satellite imagery, weather data, terrain information, and vegetation indices to create comprehensive risk assessments. Our 3D visualization capabilities, 2D to 3D conversion tools, and interactive mapping make complex fire behavior data accessible to researchers, emergency responders, and land managers.

Technology Stack

Frontend

React + Next.js
TypeScript
Tailwind CSS
shadcn/ui
React-Leaflet
Three.js
Recharts

AI/ML Models

U-Net (PyTorch)
LSTM Networks
Cellular Automata
TensorFlow
Scikit-learn
OpenCV

Data & Infrastructure

VIIRS Satellite Data
SRTM DEM
Weather APIs
PostGIS
Docker
Vercel
Project Team
VB

Vishal Barai

Project Lead & ML Engineer

AI/ML Specialist

AD

Ankit Dubey

GIS Specialist & Data Analyst

Geospatial Technology Expert

RV

Raj Vishwakarma

Frontend Developer

UI/UX & 3D Visualization

SR

Shekhar Rathod

Backend Developer

System Architecture & APIs

Data Sources & Acknowledgments

Satellite Data

  • • VIIRS Active Fire Detection (NASA)
  • • MODIS Land Cover Type (USGS)
  • • Landsat 8/9 Surface Reflectance
  • • Sentinel-2 Multispectral Imagery

Environmental Data

  • • SRTM Digital Elevation Model
  • • NOAA Weather Station Data
  • • Global Human Settlement Layer
  • • OpenStreetMap Road Networks

We acknowledge the use of data from NASA, NOAA, USGS, and ESA. Special thanks to the open-source community for providing essential tools and libraries that made this project possible. This project focuses on forest fire prediction and simulation for Uttarakhand, India region.

Recognition
Best AI Project 2024
University Award
Innovation in GIS
Conference Paper
Open Source Contribution
GitHub
2D to 3D Innovation
Tech Innovation
Contact & Resources