Grid decentralization is the future. A nice selling point of distributed energy resources and flexible loads (besides that it is clean) is that they allow users to participate in the electricity market and generate revenue. This project looks at using standard ML and convex optimization techniques for demand and generation forecasting of a basic home microgrid to optimize revenue from grid market participation.
Project write-up here.