Reinforcement learning for demand response: A review of algorithms and modeling techniques JR Vázquez-Canteli, Z Nagy Applied energy 235, 1072-1089, 2019 | 566 | 2019 |
Fusing TensorFlow with building energy simulation for intelligent energy management in smart cities JR Vazquez-Canteli, S Ulyanin, JH Kämpf, Z Nagy Sustainable Cities and Society, 2019 | 171 | 2019 |
Optimal decarbonization pathways for urban residential building energy services BD Leibowicz, CM Lanham, MT Brozynski, JR Vázquez-Canteli, ... Applied energy 230, 1311-1325, 2018 | 121 | 2018 |
Citylearn v1. 0: An openai gym environment for demand response with deep reinforcement learning JR Vázquez-Canteli, J Kämpf, G Henze, Z Nagy Proceedings of the 6th ACM International Conference on Systems for Energy …, 2019 | 96 | 2019 |
Coordinated energy management for a cluster of buildings through deep reinforcement learning G Pinto, MS Piscitelli, JR Vázquez-Canteli, Z Nagy, A Capozzoli Energy 229, 120725, 2021 | 66 | 2021 |
MARLISA: Multi-agent reinforcement learning with iterative sequential action selection for load shaping of grid-interactive connected buildings JR Vazquez-Canteli, G Henze, Z Nagy Proceedings of the 7th ACM international conference on systems for energy …, 2020 | 51 | 2020 |
Balancing comfort and energy consumption of a heat pump using batch reinforcement learning with fitted Q-iteration J Vázquez-Canteli, J Kämpf, Z Nagy CISBAT 122 (2017), 415-420, 2017 | 49 | 2017 |
CityLearn: Standardizing research in multi-agent reinforcement learning for demand response and urban energy management JR Vazquez-Canteli, S Dey, G Henze, Z Nagy arXiv preprint arXiv:2012.10504, 2020 | 34 | 2020 |
Deep neural networks as surrogate models for urban energy simulations J Vazquez-Canteli, AD Demir, J Brown, Z Nagy Journal of Physics: Conference Series 1343 (1), 012002, 2019 | 17 | 2019 |
The citylearn challenge 2021 Z Nagy, JR Vázquez-Canteli, S Dey, G Henze Proceedings of the 8th ACM international conference on systems for energy …, 2021 | 12 | 2021 |
Reinforcement learning for intelligent environments: A Tutorial Z Nagy, JY Park, JR Vázquez-Canteli Routledge Handbook of Sustainable and Resilient Infrastructure, 733-746, 2018 | 11 | 2018 |
Massive 3D models and physical data for building simulation at the urban scale: a focus on Geneva and climate change scenarios JR Vázquez-Canteli, JH Kämpf WIT Trans. Ecol. Environ. 204, 35-46, 2016 | 11 | 2016 |
Benchmarking multi-agent deep reinforcement learning algorithms on a building energy demand coordination task G Dhamankar, JR Vazquez-Canteli, Z Nagy Proceedings of the 1st International Workshop on Reinforcement Learning for …, 2020 | 9 | 2020 |
The CityLearn Challenge 2020 JR Vázquez-Canteli, S Dey, G Henze, Z Nagy Proceedings of the 7th ACM International Conference on Systems for Energy …, 2020 | 8 | 2020 |
Multi-agent reinforcement learning for adaptive demand response in smart cities J Vazquez-Canteli, T Detjeen, G Henze, J Kämpf, Z Nagy Journal of Physics: Conference Series 1343 (1), 012058, 2019 | 7 | 2019 |
IMPACT: Integrated Multi-Domain Emission Pathways For Cities Under Land-Use Policy, Technology Adoption, Climate Change And Grid Decarbonization Z Nagy, J Felkner, AL Beck, DC Reeves, S Richter, V Shastry, E Ramthun, ... arXiv preprint arXiv:2202.07458, 2022 | 3 | 2022 |
Urban densification and housing typology for climate change mitigation J Felkner, JD Brown, JR Vazquez-Canteli, Z Nagy Journal of Physics: Conference Series 1343 (1), 012020, 2019 | 3 | 2019 |
SCAFE: Automated simultaneous clustering and non-linear feature extraction of building energy profiles S Ulyanin, J Vazquez-Canteli, JY Park, Z Nagy Journal of Physics: Conference Series 1343 (1), 012037, 2019 | 2 | 2019 |
Adaptive multi-agent control of HVAC systems for residential demand response using batch reinforcement learning J Vázquez-Canteli, S Ulyanin, J Kampf, Z Nagy 2018 Building Performance Analysis Conference, 683-690, 2018 | 2 | 2018 |
Multi-agent reinforcement learning for demand response and load shaping of grid-interactive connected buildings JR Vázquez Canteli | | 2020 |