PJM AI Electricity Price Forecasting & Nodal LMP Analytics
QR AMPS: Advanced AI Price Forecasting for PJM Wholesale Energy and Reserve Markets
Tailored to the world’s largest competitive power market, QR AMPS adapts to PJM market design, 5-minute Real-Time LMPs, Day-Ahead Market clearing, and Synchronized Reserve Market Clearing Prices (SRMCP). Built for PJM generation owners, BESS operators, and energy marketers navigating individual LMP nodes across Western, Eastern, and Chicago Hubs.
| Market | Data Type | Forecast Resolution | Forecast Points | Update Frequency | Forecast Horizon | Probabilistic Bands |
|---|---|---|---|---|---|---|
| Real-time 5-min | LMP & MCE | 5-min | 288 | Every 5-min | 24 Hours | Low (5%), Average (50%), High (95%) |
| Real-time Hourly | LMP & MCE | Hourly | 24 | Every Hour | 24 Hours | Low (5%), Average (50%), High (95%) |
| DAM Energy | LMP & MCE | Hourly | 3 x 24 x 7 | Three times a day | 7 DA | 1-99 Percentile Bands |
| DA Spot Hourly | LMP & MCE | Hourly | 3 x 24 | Three times a day | DA | 1-99 Percentile Bands |
| Real-time Reserves | REG-UP/REG-DOWN | 15-min | 288 | Every 15-min | 24 Hours | Low (5%), Average (50%), High (95%) |
| DAM Reserves | REG-UP/DOWN NSPIN RRS & ECRS | Hourly | 3 x 24 x 7 | Three times a day | 7 DA | 1-99 Percentile Bands |
Interactive PJM Price Forecast Dashboard
Live PJM price forecasting dashboards configured for PJM Load Zones (ComEd, AEP, PSEG, BGE, PEPCO) and aggregate hub LMPs:
- Real-Time 5-Minute LMP Forecasts: High-resolution 5-minute RTD price streams with low, medium, and high confidence percentile bands to isolate marginal congestion and loss components.
- Day-Ahead Energy & Reserve Forecasts: Hourly DAM energy LMPs alongside Day-Ahead Regulation (RegUp/RegDown) and Synchronized Reserve price forecasts with full P10–P90 probability bands.
- Automated PJM Accuracy Tracking: Integrated KPI gauges measuring P50 model precision against published PJM Data Miner settlement values via MAPE, MAE, and RMSE.
- 7-Day Rolling DAM Versioning: Visual playback tracking 1-to-7 day forecast adjustments as weather and load predictions evolve.
- PJM Grid Operations Telemetry: Interactive dual-axis charts combining PJM system load, regional wind/solar output, transmission line congestion, and interface flows.
Note: Public previews show 24-hour delayed data. Real-time access requires a registered account.