Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Learning to Modulate, Not to Cycle: Soft Actor---Critic Recovers Inverter-Style Heat-Pump Control
Faizan Ahmed, Aniket Dixit, James Brusey
On--off cycling is the main cause of compressor wear in residential heat pumps, yet reinforcement learning (RL) controllers for buildings typically optimise only energy cost and th…
cs.LG2025
Learning from Less: SINDy Surrogates in RL
Aniket Dixit, Muhammad Ibrahim Khan, Faizan Ahmed +1
This paper introduces an approach for developing surrogate environments in reinforcement learning (RL) using the Sparse Identification of Nonlinear Dynamics (SINDy) algorithm. We d…