Use Case · Grids & Energy

Day-ahead Grid Load & Flexibility Planning

Abel analyzes hourly feeder load, renewable generation, weather and grid conditions to forecast net load for the next 24 hours. Forecast ranges help operators anticipate capacity risk and plan battery or demand-response actions before the evening peak.

USE CASE DEMO

Data Preparation

Every region and feeder generates hourly operational data: electricity demand, renewable output, weather and grid conditions. Abel reads these related time series together to forecast net load for the next 24 hours.

Data readiness0/6 datasets ready

Hourly system-wide electricity loadChecking
Temperature and humidity at key stationsWaiting
Regional day-ahead weather forecastsWaiting
Weekday, weekend, and holiday flagsWaiting
Scheduled generator outages and returnsWaiting
Interchange schedules and demand-response activationsWaiting

Application and Best Practices

The business should provide hourly load histories by region, temperature and humidity observations, calendar and holiday patterns, planned outage schedules, and past load-shedding or demand-response events.
Abel produces day-ahead hourly load forecasts with q0.1 through q0.9 quantile bands at regional and system level so planners can see likely peaks, sustained high-load periods, and the uncertainty around them.
Control-room and trading teams use these ranges during the day-ahead scheduling cycle to commit generation blocks, reserve capacity, and interchange schedules, which reduces the need for costly real-time corrections and last-minute peaking purchases.

Operational Value

Avoid committing too little generation by seeing the likely evening peak before the day-ahead market closes.
Reduce unnecessary reserve purchases by knowing when demand is expected to stay comfortably within normal bands.
Give the control room an early signal when extreme weather could push load beyond seasonal norms, allowing time to arrange additional capacity.

Learn more about the value Abel can deliver for your organisation.