Publications
Publications By Research Area
X Author: Han Li
2024
Szum, Carolyn, Han Li, Robin Mitchell, Sydney Applegate, Billierae Engelman, Nicholas Long, Yassen Roussev, and Eric Noller."New U.S. Data Tools are Playing a Crucial Role in Decarbonizing Buildings at Speed, Scale, and Low Cost."2024 ACEEE Summer Study on Energy Efficiency in Buildings
(2024). DOI
Liang, Wei, Han Li, Sicheng Zhan, Adrian Chong, and Tianzhen Hong."Energy flexibility quantification of a tropical net-zero office building using physically consistent neural network-based model predictive control."Advances in Applied Energy
14 (2024) 100167. DOI
Li, Han, Giuseppe Pinto, Marco Savino Piscitelli, Alfonso Capozzoli, and Tianzhen Hong."Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset."Engineering Applications of Artificial Intelligence
130 (2024) 107701. DOI
2023
Li, Han, Hicham Johra, Flavia deAndrade 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."Data-driven key performance indicators and datasets for building energy flexibility: A review and perspectives."Applied Energy
343 (2023) 121217. DOI
Nagy, Zoltan, Gregor P 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."Ten questions concerning reinforcement learning for building energy management."Building and Environment
(2023) 110435. DOI
2022
Li, Han, and Tianzhen Hong."A semantic ontology for representing and quantifying energy flexibility of buildings."Advances in Applied Energy
8 (2022) 100113. DOI
Pinto, Giuseppe, Riccardo Messina, Han Li, Tianzhen Hong, Marco Savino Piscitelli, and Alfonso Capozzoli."Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics."Energy and Buildings
276 (2022) 112530. DOI
2021
Li, Han, Zhe Wang, and Tianzhen Hong."A synthetic building operation dataset."Scientific Data
8.1 (2021). DOI
Wang, Zhe, Bingqing Chen, Han Li, and Tianzhen Hong."AlphaBuilding ResCommunity: A multi-agent virtual testbed for community-level load coordination."Advances in Applied Energy
4 (2021) 100061. DOI
Li, Han, Zhe Wang, Tianzhen Hong, and Mary Ann Piette."Energy flexibility of residential buildings: A systematic review of characterization and quantification methods and applications."Advances in Applied Energy
3 (2021) 100054. DOI
Li, Han, Zhe Wang, Tianzhen Hong, Andrew Parker, and Monica Neukomm."Characterizing patterns and variability of building electric load profiles in time and frequency domains."Applied Energy
291 (2021) 116721. DOI
Wang, Zhe, Tianzhen Hong, and Han Li."Informing the planning of rotating power outages in heat waves through data analytics of connected smart thermostats for residential buildings."Environmental Research Letters
16.7 (2021) 074003. DOI
Wang, Zhe, Tianzhen Hong, Han Li, and Mary Ann Piette."Predicting city-scale daily electricity consumption using data-driven models."Advances in Applied Energy
2 (2021) 100025. DOI
Li, Han, Zhe Wang, and Tianzhen Hong."Occupant-Centric key performance indicators to inform building design and operations."Journal of Building Performance Simulation
(2021) 1 - 29. DOI
Ding, Chao, Carolyn Szum, Han Li, Nan Zhou, and Clay Nesler."Data-Driven Analysis Tool Plays Critical Role in Climate Neutral Buildings."Advances in Applied Energy
2 (2021) 100014. DOI
Cao, Xinyun, Runming Yao, Chao Ding, Nan Zhou, Wei Yu, Jinyang Yao, Jie Xiong, Qiang Xu, Li Pan, and Baizhan Li."Energy-quota-based integrated solutions for heating and cooling of residential buildings in the Hot Summer and Cold Winter zone in China."Energy and Buildings
236 (2021) 110767. DOI
2020
Hong, Tianzhen, Daniel Macumber, Han Li, Katherine Fleming, and Zhe Wang."Generation and representation of synthetic smart meter data."Building Simulation
13.6 (2020) 1205 - 1220. DOI
Li, Han, Tianzhen Hong, Sang Hoon Lee, and Marina Sofos."System-level key performance indicators for building performance evaluation."Energy and Buildings
209 (2020) 109703. DOI
2019
Li, Han, Tianzhen Hong, and Marina Sofos."An inverse approach to solving zone air infiltration rate and people count using indoor environmental sensor data."Energy and Buildings
198 (2019) 228 - 242. DOI