A contextual quality-diversity evolutionary RL controller matches a single soft actor-critic policy on annual energy (about 3.4% savings over ASHRAE Guideline 36 in simulation) but with 272 times lower seed-to-seed variance in chiller starts.
Quality-Diversity Actor-Critic:Learning High-Performing and Diverse Behaviorsvia Value and Successor Features Critics , abstract =
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Contextual Quality-Diversity Evolutionary Reinforcement Learning for HVAC Control in Tropical Commercial Buildings
A contextual quality-diversity evolutionary RL controller matches a single soft actor-critic policy on annual energy (about 3.4% savings over ASHRAE Guideline 36 in simulation) but with 272 times lower seed-to-seed variance in chiller starts.