Forecasting

• Wind and solar forecasting from numerical weather prediction inputs
• Probabilistic forecasting and why point forecasts are useless for dispatch
• Load forecasting across horizons and the effect of weather and behaviour

Optimisation

• Unit commitment and economic dispatch as constrained optimisation
• Storage arbitrage and degradation-aware scheduling
• Demand response and aggregating distributed flexibility

Assets

• SCADA analytics for wind turbine and inverter fault detection
• Anomaly detection under seasonal and operational variability
• Maintenance scheduling that accounts for access and weather windows

Integration

• Operational technology constraints and safety-critical boundaries
• Explaining automated dispatch decisions to control-room operators
• Regulatory compliance and audit trails for market participation