2 papers
cs.LG2021
Optimizing a domestic battery and solar photovoltaic system with deep reinforcement learning
Alexander J. M. Kell, A. Stephen McGough, Matthew Forshaw
A lowering in the cost of batteries and solar PV systems has led to a high uptake of solar battery home systems. In this work, we use the deep deterministic policy gradient algorit…
cs.MA2020
Long-term electricity market agent based model validation using genetic algorithm based optimization
Alexander J. M. Kell, Matthew Forshaw, A. Stephen McGough
Electricity market modelling is often used by governments, industry and agencies to explore the development of scenarios over differing timeframes. For example, how would the reduc…