EPM Basic
AI-powered demand forecasting & power-market intelligence
EPM is a platform for day-ahead demand forecasting and power-market intelligence across Indian electricity markets. It combines AI-driven demand forecasting with structured bid-curve analysis to help utilities and traders make data-backed procurement and bidding decisions — replacing manual estimation with a closed-loop analytical engine.
Delivers AI-powered day-ahead demand forecasts across all 96 fifteen-minute blocks using a Triple Hybrid Ensemble — multiple ML and statistical time-series models blended via inverse-MAPE weighting with bias correction. The engine pulls 4+ years of demand history and weather data from BigQuery, runs models in parallel, and auto-selects the best performers. Accuracy is scored continuously by MAPE, MAE, RMSE, and R².
Key Capabilities
- Demand Forecast Dashboard with 96-block interactive chart
- Forecast vs. actual accuracy: MAPE / MAE / RMSE / R²
- Weather-similarity engine for analogous historical days
- SetLine tool for manual block-range demand adjustments
- Model Performance & Pattern Analytics tabs
- CSV export throughout all forecast views