01

Current progress and boundaries

Renewable power forecasts already support dispatch, but clouds, local weather, and equipment failures can cause short-term errors.

02

Why it remains difficult

Site data may be incomplete or delayed, and forecast errors can propagate through the dispatch chain. Data standards and permissions also differ across operators.

03

Paths worth exploring

Provide probabilistic ranges instead of a single number and trace forecast errors back to their causes. Initially give dispatchers explainable recommendations without directly triggering grid controls.

04

How to evaluate success

Use metrics such as errors by time period, interval coverage, ramp-event warning rates, and dispatch reserve costs, and validate separately under different weather conditions.