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Carbon Footprint Optimizer - Supply Chain Logistics

An AI-powered application that optimizes transportation routes for minimal environmental impact in supply chain logistics. Features a web-based dashboard built with Streamlit.

Features

  • Interactive Web Dashboard with visual analytics
  • Route Optimization based on carbon emissions, weather, and cargo
  • Multiple Route Alternatives comparison (Eco-Friendly, Fastest, Balanced)
  • Deep Learning Model for carbon footprint prediction
  • Sample Data Generation for immediate experimentation
  • Interactive Maps with Folium visualization
  • Performance Metrics tracking emission reductions

Tech Stack

  • Frontend: Streamlit, Plotly, Folium
  • Backend: TensorFlow/Keras, Scikit-learn, Pandas
  • Mapping: OSRM, GeoPy
  • Optimization: Custom route optimization algorithms

Requirements

  • Python 3.8+
  • Internet connection

Setup Instructions

  1. Navigate to project directory:

    cd CARBON-FOOTPRINT-OPTIMIZER
  2. Create and activate a virtual environment:

    python -m venv .venv
  3. Install dependencies:

    pip install -r requirements.txt
  4. Run the Streamlit:

    streamlit run main.py
  5. Open the Browser:

    Visit: http://localhost:8501

Project Structure

CFO/
├── main.py              # Main Streamlit application entry 
├── requirements.txt         # Python dependencies
├── gui/
│   └── main_gui.py         # Streamlit interface
├── models/
│   └── carbon_model.py     # AI model 
├── utils/
│   └── route_optimizer.py  # Route optimization logic
├── data/
│   └── data_handler.py     # Data processing utilities
└── README.md               

Contributing

  1. Fork the repository
  2. Create a feature branch
  3. Make your changes
  4. Test thoroughly
  5. Submit a pull request

License

This project is licensed under the MIT License - see the LICENSE file for details.

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An AI-powered tool that optimizes supply chain transport routes.

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