Renewables — AI for wind, solar and battery storage
Short-term renewable output forecasting, yaw / pitch and tracker optimization, and BESS dispatch to maximize revenue in real-time energy and ancillary-service markets.
Overview
Revenue on a renewable asset is no longer only about installed capacity. It is about forecast accuracy, market timing, and asset-health scheduling. A well-operated wind farm with AI-led dispatch routinely earns 5-10% more revenue per year than an identical farm run on vendor defaults.
BESS adds another layer. Battery round-trip losses, degradation per cycle, and ancillary-service opportunities compete for the same state of charge. Rule-based dispatch leaves money on the table; co-optimization unlocks it.
BrainiAll AI Autopilot runs short-term forecasts (minutes to hours), computes optimal yaw / pitch trajectories for wind, optimizes tracker angles for bifacial solar, and co-dispatches BESS against forward market signals. It all runs on the same model, tuned per site.
What Autopilot does
Continuous, multi-variable control — not single-loop PID. Advisory-layer architecture keeps safety untouched.
Short-term RES forecasting
Sub-hour to 6-hour wind / solar forecasts with per-turbine and per-string granularity.
Yaw / pitch optimization
Wake-aware trajectories recover energy turbines leave on the table at array scale.
Tracker & thermal control
Bifacial-aware angle picks, soiling-adjusted cleaning cycles, inverter thermal optimization.
BESS co-dispatch
Schedules charge / discharge against energy, capacity, and ancillary-service signals simultaneously.
Degradation-aware cycling
Respects warranty envelope while maximizing short-term revenue.
Variables continuously tuned
The AI reads every sensor on the circuit and solves the optimal setpoint combination in real time.
- Yaw / pitch set (wind)Wake-aware.
- Tracker angle (solar)Adaptive per irradiance.
- Inverter loadingThermal-safe push.
- BESS SoC / SoHTrack health and state.
- Market / forward price signalRevenue target.
On a 200 MW wind farm operating at 40% capacity factor, a 3% energy-capture uplift equals roughly 21 GWh/year, or approximately $700K-$1M in incremental revenue depending on PPA / market. BESS co-dispatch adds another leg of value on top.
