Spinning reserve uncertainty in day-ahead competitive electricity markets for GENCOs

The estimated probability that spinning reserve is called and generated is considered crucial in the formulation of generation scheduling to simulate the spinning reserve uncertainty. Artificial Neural Network (ANN) is applied for forecasting the spinning reserve probability considering line limits, line and generator outages, market prices, bidding strategy, and load and spinning reserve patterns.