Lessons learned from field demonstrations of model predictive control and reinforcement learning for residential and commercial HVAC: A review.

Gregor Henze Gregor P. Henze

Arash J. Khabbazi Elias N. Pergantis Levi D. Reyes Premer Panagiotis Papageorgiou Alex H. Lee James E. Braun Gregor P. Henze Kevin J. Kircher Lessons learned from field demonstrations of model predictive control and reinforcement learning for residential and commercial HVAC: A review. 2025 March abs/2503.05022 CoRR https://doi.org/10.48550/arXiv.2503.05022 db/journals/corr/corr2503.html#abs-2503-05022 streams/journals/corr

Gregor P. Henze Kevin J. Kircher James E. Braun Why has advanced commercial HVAC control not yet achieved its promise? 2024 abs/2411.06204 CoRR https://doi.org/10.48550/arXiv.2411.06204 db/journals/corr/corr2411.html#abs-2411-06204 streams/journals/corr

Vahid Aryai Nariman Mahdavi Samuel R. West Gregor Henze An automated data-driven platform for buildings simulation. 61-68 2023 BuildSys https://doi.org/10.1145/3600100.3623728 conf/sensys/2023buildsys db/conf/sensys/buildsys2023.html#AryaiMWH23

Margarite Jacoby Sin Yong Tan Mohamad Katanbaf Ali Saffari Homagni Saha Zerina Kapetanovic Jasmine Garland Anthony Florita Gregor Henze Soumik Sarkar Joshua R. Smith 0001 WHISPER: Wireless Home Identification and Sensing Platform for Energy Reduction. 71 2021 10 J. Sens. Actuator Networks 4 https://doi.org/10.3390/jsan10040071 db/journals/jsan/jsan10.html#JacobyTKSSKGFHS21

Kingsley Nweye Zoltán Nagy 0002 Sharada P. Mohanty Dipam Chakraborty Siva Sankaranarayanan Tianzhen Hong Sourav Dey Gregor Henze Ján Drgona Fangquan Lin Wei Jiang 0027 Hanwei Zhang 0002 Zhongkai Yi Jihai Zhang 0001 Cheng Yang 0008 Matthew Motoki Sorapong Khongnawang Michael Ibrahim 0001 Abilmansur Zhumabekov Daniel May Zhihu Yang Xiaozhuang Song Han Zhang Xiaoning Dong Shun Zheng 0001 Jiang Bian 0002 The CityLearn Challenge 2022: Overview, Results, and Lessons Learned. 85-103 2021 NeurIPS (Competition and Demos) https://proceedings.mlr.press/v220/nweye22a.html conf/nips/2022demo db/conf/nips/demo2022.html#NweyeNMCSHDHDLJZYZYMKIZMYSZDZB21 Zoltán Nagy 0002 José R. Vázquez-Canteli Sourav Dey Gregor Henze The citylearn challenge 2021. 218-219 2021 BuildSys https://doi.org/10.1145/3486611.3492226 conf/sensys/2021buildsys db/conf/sensys/buildsys2021.html#0002VDH21

Sin Yong Tan Homagni Saha Margarite Jacoby Gregor Henze Soumik Sarkar Granger Causality Based Hierarchical Time Series Clustering for State Estimation. 2021 abs/2104.04206 CoRR https://arxiv.org/abs/2104.04206 db/journals/corr/corr2104.html#abs-2104-04206

José R. Vázquez-Canteli Gregor Henze Zoltán Nagy 0002 MARLISA: Multi-Agent Reinforcement Learning with Iterative Sequential Action Selection for Load Shaping of Grid-Interactive Connected Buildings. 170-179 2020 BuildSys https://doi.org/10.1145/3408308.3427604 conf/sensys/2020buildsys db/conf/sensys/buildsys2020.html#Vazquez-Canteli20 José R. Vázquez-Canteli Sourav Dey Gregor Henze Zoltán Nagy 0002 The CityLearn Challenge 2020. 320-321 2020 BuildSys https://doi.org/10.1145/3408308.3431122 conf/sensys/2020buildsys db/conf/sensys/buildsys2020.html#Vazquez-Canteli20a

Markus Fleschutz Markus Bohlayer Marco Braun Gregor Henze Michael D. Murphy The effect of price-based demand response on carbon emissions in European electricity markets: The importance of adequate carbon prices. 2020 abs/2012.00375 CoRR https://arxiv.org/abs/2012.00375 db/journals/corr/corr2012.html#abs-2012-00375

José R. Vázquez-Canteli Sourav Dey Gregor Henze Zoltán Nagy 0002 CityLearn: Standardizing Research in Multi-Agent Reinforcement Learning for Demand Response and Urban Energy Management. 2020 abs/2012.10504 CoRR https://arxiv.org/abs/2012.10504 db/journals/corr/corr2012.html#abs-2012-10504

Sin Yong Tan Homagni Saha Anthony R. Florita Gregor P. Henze Soumik Sarkar For publication in 2019 ACC A flexible framework for building occupancy detection using spatiotemporal pattern networks. 5884-5889 2019 ACC https://doi.org/10.23919/ACC.2019.8815089 conf/amcc/2019 db/conf/amcc/acc2019.html#TanSFHS19 José R. Vázquez-Canteli Jérôme Henri Kämpf Gregor Henze Zoltán Nagy 0002 CityLearn v1.0: An OpenAI Gym Environment for Demand Response with Deep Reinforcement Learning. 356-357 2019 BuildSys https://doi.org/10.1145/3360322.3360998 conf/sensys/2019buildsys db/conf/sensys/buildsys2019.html#Vazquez-Canteli19 Chao Liu 0028 Zhanhong Jiang Adedotun Akintayo Gregor P. Henze Soumik Sarkar Building Energy Disaggregation using Spatiotemporal Pattern Network. 1052-1057 2018 ACC https://doi.org/10.23919/ACC.2018.8431732 conf/amcc/2018 db/conf/amcc/acc2018.html#LiuJAHS18

Gregor Henze Bernd Biffar Marcus Wienecke Martin P. Becker Analysis of Thermal Energy Storage for a Pharmaceutical Company (Analyse eines thermischen Energiespeichers für ein pharmazeutisches Unternehmen). 443-452 2009 57 Autom. 9 https://doi.org/10.1524/auto.2009.0789 db/journals/at/at57.html#HenzeBWB09

Adedotun Akintayo Vahid Aryai Martin P. Becker Jiang Bian 0002 Bernd Biffar Markus Bohlayer James E. Braun Marco Braun Dipam Chakraborty Sourav Dey Xiaoning Dong Ján Drgona Markus Fleschutz Anthony FloritaAnthony R. Florita Jasmine Garland Tianzhen Hong Michael Ibrahim 0001 Margarite Jacoby Wei Jiang 0027 Zhanhong Jiang Jérôme Henri Kämpf Zerina Kapetanovic Mohamad Katanbaf Arash J. Khabbazi Sorapong Khongnawang Kevin J. Kircher Alex H. Lee Fangquan Lin Chao Liu 0028 Daniel May Nariman Mahdavi MazdehNariman Mahdavi Sharada P. Mohanty Matthew Motoki Michael D. Murphy Zoltán Nagy 0002 Kingsley Nweye Panagiotis Papageorgiou Elias PergantisElias N. Pergantis Levi D. Reyes Premer Ali Saffari Homagni Saha Siva Sankaranarayanan Soumik Sarkar Joshua R. Smith 0001 Xiaozhuang Song Sin Yong Tan José R. Vázquez-Canteli Samuel R. West Marcus Wienecke Cheng Yang 0008 Zhihu Yang Zhongkai Yi Han Zhang Hanwei Zhang 0002 Jihai Zhang 0001 Shun Zheng 0001 Abilmansur Zhumabekov