AI/ML for assessing the probability of outages and proactive measures to reduce
Models and uncertainty
Thresholds and warnings
Ensembles, calibration, explainability, backtesting.
Thresholds and warnings
Probabilistic thresholds, scenarios, avoiding panic.
Roles of operators, regulatory requirements, audit.
How accurate are the forecasts? It depends on the data and calibration.
Can outages be avoided? Often – thanks to DR/reserves.
Frequently asked questions
What is the responsibility for grid blackouts forecasting?
What is the responsibility for grid blackouts forecasting?
What is the return on investment in blackout forecasting systems?
What is the return on investment in blackout forecasting systems?
How do these forecasting models integrate with existing energy management systems?
How do these forecasting models integrate with existing energy management systems?
What metrics are used to evaluate the performance of blackout forecasts?
What metrics are used to evaluate the performance of blackout forecasts?
▶ Try it live
Everything above runs in your browser — open Earthquake Wave Propagation Simulation and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.