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cs.LG2026
From PID to Reinforcement Learning in Building HVAC Control: A Control-Architecture Review of Tuning Strategies, Formulations, and Deployment Trade-offs
Erfan Haghighat Damavandi, Davide Papurello, Mahdi Alibeigi +1
This paper reviews control architectures for building heating, ventilation and air-conditioning (HVAC) systems, addressing the tension among energy demand, occupant comfort and equ…
cs.LG2026
A Unified Python Framework for Direct PPO-based Control of AHUs with Economizer Logic and CO2-Constrained Ventilation
Erfan Haghighat Damavandi, Davide Papurello, Mahdi Alibeigi +3
Optimizing HVAC (Heating, Ventilation and Air Conditioning) can enhance a building's energy efficiency while providing comfort levels for its occupants. Using conventional control…