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⚡ GridGenius

AI-Powered Energy Forecasting & Optimization for Bangladesh

Frontend - Vercel Backend - Railway License: MIT

Website: Live Now


✨ About the Project

GridGenius addresses a pressing challenge in Bangladesh’s energy sector: balancing energy generation with fluctuating national demand. We leverage machine learning and LLM-powered chat to build a smart, insightful energy planning platform.

  • 📈 Forecasts daily electricity demand using BPDB data and advanced ML models.
  • 🧠 Chat with Ask Genius, an explainable AI bot that answers energy-related queries based on project docs.
  • 📊 Explore trends & insights with rich, interactive data visualizations.
  • Optimize generation using our "Ideal Generation" benchmark for smarter energy decisions.

💡 Why GridGenius?

🔌 Power crises and load shedding have long plagued Bangladesh.
📉 Poor demand estimation leads to wasted resources or unmet supply.
GridGenius bridges this gap through AI-based forecasting and real-time interaction.


🧠 Core Highlights

  • GridOracle: ML-based demand forecasting trained on 1800+ daily BPDB reports.
  • Ask Genius Chatbot: Powered by Groq Llama 3 + RAG with HuggingFace embeddings.
  • Smart Insights: Understand seasonal gaps, inefficiencies, and patterns.
  • Interactive Dashboard: Built with Tailwind CSS, Vanilla JS, and beautiful data viz.

📊 Dataset at a Glance

Feature Description
Date Record date
Demand (MW) Max energy demanded
Generation (MW) Max energy generated
Temp (°C) Daily avg. temperature
Season Derived: high or low temp periods
IsHoliday Binary: holiday or not
DemandGenGap Difference between demand & supply

🔍 Derived from 1800+ PDFs from the Bangladesh Power Development Board (BPDB)


👥 The Team:

This project was developed by the 'Human Forgetting' Team at North South University:

Name Institution ID GitHub Followers
Rajin Khan North South University 2212708042 Rajin's GitHub Followers
Aurongojeb Lishad North South University 2212457042 Aurongojeb's GitHub Followers
Pranoy Saha North South University 2131183642 Pranoy's GitHub Followers
Sadia Islam Mou North South University 2131724642 Sadia's GitHub Followers

⭐ If you found this project inspiring, star the repo and support more energy-conscious innovations!

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AI-Powered Web Tool with Live Predictions and a ChatBot for energy consumption forecasting.

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