Building Energy Management

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5 papers in the last four weeks, up 25% on the four weeks before. 0.0% of all new papers.

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  1. Choosing an energy-efficient software architecture for building system diagnostic support

    Oct 5, 2026Roxane Koitz-Hristov, Franz WotawaEnergy-Efficient MLBuilding Energy Management

    Graz University of Technology Institute of Software Engineering and Artificial Intelligence Inffeldgasse 16b/2, A-8010 Graz, Austria

  2. Questionnaire-Guided Disaggregation of Energy Appliance Use for Domestic Smart Meter Data

    Oct 1, 2026Achal Nanjundamurthy, Rupam Misra, Suzanne Little +1Non-Intrusive Load MonitoringBuilding Energy Management

    School of Computing, Dublin City University, Glasnevin, Dublin 9, Ireland

  3. Uncovering Residential PV-EV Co-Adoption from Smart-Meter Data: Load Archetypes and Detection for Demand-Side Planning

    Sep 23, 2026Jack Zheng, Hao WangNon-Intrusive Load MonitoringElectric Vehicle Charging

    Department of Data Science and AI, Faculty of Information Technology, Monash University, Melbourne, Victoria, Australia · Monash Energy Institute, Monash University, Melbourne, Victoria, Australia

  4. Comparative review of hybrid forecasting models for short-term prediction of building thermal load

    Sep 19, 2026Nikolaos A. Efkarpidis, Despoina Kothona, Georgios C. ChristoforidisTime Series ForecastingBuilding Energy Management

    VIVAVIS Schweiz AG - 5405 Baden, Switzerland · Department of Electrical and Computer Engineering, University of Western Macedonia, 50100 Kozani, Greece

  5. LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics

    Sep 12, 2026Mariia Baranova, Adrien Petralia, Etienne Le Naour +3Synthetic Data GenerationBuilding Energy Management

    EDF R&D, Palaiseau, France · Université Paris Cité, F-75006 Paris, France

  6. Very Exciting: Zero-Shot Model Predictive Control of Buildings via Excitation-Based Generalized Transfer Learning Models

    Sep 11, 2026Fabian Raisch, Felix Koch, Zack Xuereb Conti +2Building Energy ManagementModel Predictive Control

    Technical University of Applied Sciences Rosenheim, Hochschulstraße 1, Rosenheim, 83024, Germany · Technical University of Munich, Arcisstraße 21, Munich, 80333, Germany · Karlsruhe Institute of Technology, Hermann-von-Helmholtz-Platz 1, Eggenstein-Leopoldshafen, 76344, Germany +1

  7. Systematic Evaluation of TabPFN-TS and Chronos-2 for Zero-Shot Heat Load Forecasting in District Heating Networks

    Aug 20, 2026Ben Spoek, Karim K. Ben Hicham, Kai Derzsi +3Zero-Shot Time Series ForecastingTime Series Forecasting

    Chair of Energy Efficient Buildings and Indoor Climate, RWTH Aachen University, Mathieustr. 10, 52074 Aachen, Germany · Process Systems Engineering, RWTH Aachen University, Forckenbeckstr. 51, 52074 Aachen, Germany

  8. On the global feature importance for interpretable and trustworthy heat demand forecasting

    Aug 13, 2026Milan ZdravkovićFeature AttributionInterpretable ML

    Faculty of Mechanical Engineering University of Niš ul. Aleksandra Medvedeva 14, 18000 Niš, Serbia

  9. Towards an approach to multivariate outlier detection for District Heating System data

    Aug 11, 2026Rajko Turudija, Dušan Stojiljković, Milan Zdravković +1Isolation ForestIndustrial Anomaly Detection

    Faculty of Mechanical Engineering University of Niš ul. Aleksandra Medvedeva 14, 18000 Niš, Serbia

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

    Aug 11, 2026Tran Le VuReinforcement LearningBuilding Energy Management

  11. EnergyBridge: Benchmarking Household Energy Management, User Participation, and Grid Flexibility

    Aug 9, 2026Xudong Wu, Zeqing Wu, Jiarui Zhang +8Human-in-the-Loop EvaluationBuilding Energy Management

    1The University of Hong Kong · 2Tianjin University · 3Beihang University

  12. ArchEGraph: A Large-Scale Graph Dataset for Geometry-Topology-Physics Aligned Building Energy Modeling

    Aug 7, 2026Yihui Li, Yihui Chen, Kaidi Zha +7Benchmark ConstructionBuilding Energy Management

    Tsinghua University · UC Berkeley · 1Tsinghua University 2UC Berkeley 3MIT +4

  13. Verifier-Based Reinforcement Fine-Tuning of Reasoning Models for Thermal Energy Storage Control

    Jul 14, 2026Takumi Shioda, Kohei Terashima, Tatsuo NagaiRL for Language Model ReasoningBuilding Energy Management

    The University of Tokyo · Tokyo University of Science

  14. Understanding electricity consumption behaviour through Inverse Reinforcement Learning

    Jul 3, 2026Enrico Cofler, Carlos Rodriguez-Pardo, Matteo Giuliani +2Building Energy ManagementPower Systems

    Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Via Ponzio 34/5, 20133 Milano, Italy · RFF-CMCC European Institute on Economics and the Environment, Via Solari, 11, 20144 Milano, Italy · Centro Euro-Mediterraneo sui Cambiamenti Climatici, Via Solari, 11, 20144 Milano, Italy +2

  15. 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

  16. Hidden Degradation Costs in Energy-Cost-Only HEMS Optimisation: Study on Battery and PV Sensitivity

    Jun 14, 2026Dawood Butt, Nandor VerbaBuilding Energy Management

    WMG, The University of Warwick, Coventry, United Kingdom

  17. Who Earns the Safety? Intervention-Aware Quantum Predictive Control with Safety Attribution

    Jun 8, 2026Yifan WangSafety-Critical ControlControl Barrier Functions

    Department of Mechanical Engineering, McGill University Montréal, QC H3A 2T7, Canada

  18. RESCAST-100K: A Comprehensive Dataset for Cross-Domain Residential Load and Indoor Temperature Forecasting

    Jun 1, 2026Jainam Dhruva, Yousaf Raza, A. B. Siddique +1Multivariate Time Series ForecastingSynthetic-to-Real Domain Adaptation

    Department of Computer Science University of Kentucky Lexington, KY 40506

  19. Explainable Data-driven Deep Reinforcement Learning Methods for Optimal Energy Management in Buildings

    Jun 1, 2026Hallah Shahid Butt, Qiong Huang, Gökhan Demirel +6RL ControlReinforcement Learning

    Karlsruhe Institute of Technology, 76344 Eggenstein-Leopoldshafen, Germany

  20. 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

  21. Application of Algorithms in Energy-Efficient Design Platforms for Green Building

    May 31, 2026Na Yu, Fu Wenli, Guo FeiBuilding Energy Management

    First Highway Engineering Co., Ltd. Chengdu, Sichuan Province, 610000, China

  22. Uncertainty-Aware Transfer Learning for Cross-Building Energy Forecasting: Toward Robust and Scalable District-Level Energy Management

    May 28, 2026Shadmehr Zaregarizi, Khashayar YavariUncertainty QuantificationTime Series Forecasting

    Politecnico di Torino · Turin, Italy

  23. 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

  24. OccuReward: LLM-Guided Occupant-Centric Reward Shaping for Demographic Equity in Grid-Interactive Buildings

    May 27, 2026Shadmehr Zaregarizi, Khashayar YavariReward ShapingAlgorithmic Fairness

    Politecnico di Torino Turin, Italy

  25. 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

  26. 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

  27. 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.

  28. 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