1. MERLIN: Multi-agent offline and transfer learning for occupant-centric operation of grid-interactive communities
    Kingsley Nweye, Siva Sankaranarayanan, and Zoltan Nagy
    Applied Energy Sep 2023
  2. Ten questions concerning reinforcement learning for building energy management
    Zoltan Nagy, Gregor Henze, Sourav Dey, Javier Arroyo, Lieve Helsen, Xiangyu Zhang, Bingqing Chen, Kadir Amasyali, Kuldeep Kurte, Ahmed Zamzam, Helia Zandi, Ján Drgoňa, Matias Quintana, Steven McCullogh, June Young Park, Han Li, Tianzhen Hong, Silvio Brandi, Giuseppe Pinto, Alfonso Capozzoli, Draguna Vrabie, Mario Bergés, Kingsley Nweye, Thibault Marzullo, and Andrey Bernstein
    Building and Environment Aug 2023
  3. Data-driven key performance indicators and datasets for building energy flexibility: A review and perspectives
    Han Li, Hicham Johra, Flavia Andrade Pereira, Tianzhen Hong, Jérôme Le Dréau, Anthony Maturo, Mingjun Wei, Yapan Liu, Ali Saberi-Derakhtenjani, Zoltan Nagy, Anna Marszal-Pomianowska, Donal Finn, Shohei Miyata, Kathryn Kaspar, Kingsley Nweye, Zheng O’Neill, Fabiano Pallonetto, and Bing Dong
    Applied Energy Aug 2023
  4. How spatio-temporal resolution impacts urban energy calibration
    Aysegul Demir Dilsiz, Kingsley E. Nweye, Allen J. Wu, Jérôme H. Kämpf, Filip Biljecki, and Zoltan Nagy
    Energy and Buildings May 2023
  5. Analyzing the impact of COVID-19 on the electricity demand in Austin, TX using an ensemble-model based counterfactual and 400,000 smart meters
    Ting-Yu Dai, Praveen Radhakrishnan, Kingsley Nweye, Robert Estrada, Dev Niyogi, and Zoltan Nagy
    Computational Urban Science May 2023
  6. CityLearn: A tutorial on reinforcement learning control for grid-interactive efficient buildings and communities
    Kingsley E Nweye, Allen Wu, Hyun Park, Yara Almilaify, and Zoltan Nagy
    In ICLR 2023 workshop on tackling climate change with machine learning May 2023
  7. The CityLearn Challenge 2021 Benchmark Results
    Kingsley Nweye, and Gyorgy Zoltan Nagy
    Feb 2023
  8. The CityLearn Challenge 2022
    Kingsley Nweye, Sankaranarayanan Siva, and Gyorgy Zoltan Nagy
    Jan 2023


  1. Real-world challenges for multi-agent reinforcement learning in grid-interactive buildings
    Kingsley Nweye, Bo Liu, Peter Stone, and Zoltan Nagy
    Energy and AI Nov 2022
  2. Design, fabrication, and calibration of the Building EnVironment and Occupancy (BEVO) Beacon: A rapidly-deployable and affordable indoor environmental quality monitor
    Hagen Fritz, Sepehr Bastami, Calvin Lin, Kingsley Nweye, Tung To, Lauren Chen, Dung Le, Angelina Ibarra, Wendy Zhang, June Young Park, William Waites, Mengjia Tang, Pawel Misztal, Atila Novoselac, Edison Thomaz, Kerry Kinney, and Zoltan Nagy
    Building and Environment Aug 2022
  3. Water Demand and Human Behavior during Compounding Disasters: The Case of Winter Storm Uri and the COVID-19 Pandemic
    Lauryn A. Spearing, Kingsley Nweye, Helena R. Tiedmann, Zoltan Nagy, Lina Sela, and Kasey M. Faust
    Jun 2022
  4. Offline Training of Multi-Agent Reinforcement Agents for Grid-Interactive Buildings Control
    Kingsley Nweye, Zoltan Nagy, Bo Liu, and Peter Stone
    In Proceedings of the Thirteenth ACM International Conference on Future Energy Systems Jun 2022
  5. MARTINI: Smart meter driven estimation of HVAC schedules and energy savings based on Wi-Fi sensing and clustering
    Kingsley Nweye, and Zoltan Nagy
    Applied Energy Jun 2022
  6. CROOD: Estimating crude building occupancy from mobile device connections without ground-truth calibration
    June Young Park, Kingsley Nweye, Edward Mbata, and Zoltan Nagy
    Building and Environment May 2022


  1. Impact of COVID-19 on Academic Campus Energy Use
    Kingsley Nweye, and Zoltan Nagy
    In Proceedings of the 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation Nov 2020
  2. HVAC Scheduling Based on Wi-Fi Derived Occupancy
    Kingsley Nweye, and Zoltan Nagy
    In Proceedings of the 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation Nov 2020