Heating, Ventilation, and Air Conditioning Control

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  1. Contextual Quality-Diversity Evolutionary Reinforcement Learning for HVAC Control in Tropical Commercial Buildings

    Aug 11, 2026Tran Le VuReinforcement LearningBuilding Energy Management

  2. Learning to Modulate, Not to Cycle: Soft Actor---Critic Recovers Inverter-Style Heat-Pump Control

    Aug 10, 2026Faizan Ahmed, Aniket Dixit, James BruseyRL ControlFeedback Control

    Centre for Computational Science and Mathematical Modelling, Coventry University, United Kingdom

  3. Exact Action Values Are Not Enough: Rollout-Verified Reinforcement Fine-Tuning of a Reasoning Model for Multi-Zone VAV Control

    Jul 30, 2026Takumi Shioda, Kohei Terashima, Tatsuo NagaiLanguage Model-Based ControlModel-Free RL

    The University of Tokyo · Tokyo University of Science

  4. Building2Building: A Large Scale Benchmark for Generalizable Real-World Reinforcement Learning

    Jul 17, 2026Vincent Taboga, Justin Veilleux, Doseok Jang +2RL BenchmarksReinforcement Learning

    1Mila - Quebec AI Institute · 2Université de Montréal - Département d’Informatique et de Recherche Opérationnelle

  5. ThermoLLM: Thermodynamics-Aware HVAC Control with Spatial-Semantic Knowledge Graph

    Jun 22, 2026Kirtan Bhatt, Xiachong Lin, Matthew Amos +2Language Model-Based ControlBuilding Energy Management

    UNSW Sydney · Sydney, NSW, Australia · University of New South Wales +2

  6. Quantifying the Energy Floor: Direct Measurement and Replay Buffer Bias in SAC-Based HVAC Control on sbsim

    Jun 1, 2026Bo Li, Chen ZhangExperience ReplayBuilding Energy Management

    Shanghai Jiao Tong University College of Smart Energy Shanghai, China

  7. PIRS: Physics-Informed Reward Shaping for SAC-Based Building Energy Management

    May 27, 2026Shadmehr Zaregarizi, Khashayar YavariMulti-Objective Reinforcement LearningReward Shaping

    Politecnico di Torino Turin, Italy

  8. A Unified Python Framework for Direct PPO-based Control of AHUs with Economizer Logic and CO2-Constrained Ventilation

    May 23, 2026Erfan Haghighat Damavandi, Davide Papurello, Mahdi Alibeigi +3RL ControlConstrained RL

    a Research and Development Department Owtana Tech- Turin, Italy · b Department of Energy Politecnico di Torino- Turin, Italy · c Department of Energy University of Tehran- Tehran, Iran +1

  9. Counter-Dyna: Data-Efficient RL-Based HVAC Control using Counterfactual Building Models

    May 6, 2026Jan Marco Ruiz de Vargas, Fabian Raisch, Zoltan Nagy +2Neural Surrogate ModelingBuilding Energy Management

    Technical University of Munich Munich, Germany · Technical University of Applied Sciences Rosenheim Rosenheim, Germany · Eindhoven University of Technology Eindhoven, Netherlands +1

  10. Safe Deep Reinforcement Learning for Building Heating Control and Demand-side Flexibility

    Apr 17, 2026Colin Jüni, Mina Montazeri, Yi Guo +3RL ControlBuilding Energy Management

    Urban Energy Systems Laboratory, Swiss Federal Laboratories for Materials Science and Technology, Dubendorf, Switzerland. · School of Automation, Beijing Institute of Technology, Haidian District, Beijing, China · Reliability and Risk Engineering Laboratory, ETH Zürich, CH-8092, Switzerland.

  11. Agile Reinforcement Learning through Separable Neural Architecture and Applications

    Jan 30, 2026Rajib Mostakim, Reza T. Batley, Sourav SahaRL ControlNeural Network Approximation Theory

    Department of Mechanical Engineering, Bangladesh University of Engineering and Technology, Dhaka, Bangladesh · Kevin T. Crofton Department of Aerospace and Ocean Engineering, Virginia Polytechnic Institute and State University, Blacksburg, VA, USA

  12. Constrained Reinforcement Learning for Safe Heat Pump Control

    Sep 29, 2024Baohe Zhang, Lilli Frison, Thomas Brox +1RL ControlConstrained RL

    Faculty of Computer Science, University of Freiburg, Germany · Systems Control and Optimization Laboratory, Department of Microsystems Engineering, University of Freiburg, Germany