Smart Grids, AI, and Demand Flexibility
Machine learning blends satellite imagery, weather models, and historical patterns to predict solar and wind output hours ahead. Operators use these forecasts to position storage, schedule maintenance, and bid power more confidently into markets with fewer costly surprises.
Smart Grids, AI, and Demand Flexibility
Bidirectional chargers let electric vehicles discharge during peaks, while heat pumps pre‑warm or pre‑cool buildings when renewable energy is abundant. Millions of small actions add up to big flexibility, cutting peaks and easing strain on transformers during heat waves.