Han Li
Publications
Viewing 19 of 19 publications
2024
, , , , and . "Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset." Engineering Applications of Artificial Intelligence 130 (2024) 107701.
, , , , and . "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.
2022
, , , , , and . "Sharing is caring: An extensive analysis of parameter-based transfer learning for the prediction of building thermal dynamics." Energy and Buildings 276 (2022) 112530.
, and . "A semantic ontology for representing and quantifying energy flexibility of buildings." Advances in Applied Energy 8 (2022) 100113.
2023
, , , , , , , , , , , , , , , , , and . "Data-driven key performance indicators and datasets for building energy flexibility: A review and perspectives." Applied Energy 343 (2023) 121217.
, , , , , , , , , , , , , , , , , , , , , , , , and . "Ten questions concerning reinforcement learning for building energy management." Building and Environment (2023) 110435.
2021
, , , and . "AlphaBuilding ResCommunity: A multi-agent virtual testbed for community-level load coordination." Advances in Applied Energy 4 (2021) 100061.
, , , and . "Energy flexibility of residential buildings: A systematic review of characterization and quantification methods and applications." Advances in Applied Energy 3 (2021) 100054.
, , and . "A synthetic building operation dataset." Scientific Data 8.1 (2021).
, , and . "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.
, , , and . "Predicting city-scale daily electricity consumption using data-driven models." Advances in Applied Energy 2 (2021) 100025.
, , , , and . "Characterizing patterns and variability of building electric load profiles in time and frequency domains." Applied Energy 291 (2021) 116721.
, , and . "Occupant-Centric key performance indicators to inform building design and operations." Journal of Building Performance Simulation (2021) 1–29.
, , , , and . "Data-Driven Analysis Tool Plays Critical Role in Climate Neutral Buildings." Advances in Applied Energy 2 (2021) 100014.
2020
, , , , and . "Generation and representation of synthetic smart meter data." Building Simulation 13.6 (2020) 1205–1220.
, , , and . "System-level key performance indicators for building performance evaluation." Energy and Buildings 209 (2020) 109703.
2019
, , , , and . "Targeting Building Energy Efficiency Opportunities: An Open-source Analytical and Benchmarking Tool." 2019 ASHRAE Winter Conference 2019.
, , and . "An inverse approach to solving zone air infiltration rate and people count using indoor environmental sensor data." Energy and Buildings 198 (2019) 228–242.
, , , , , , , , and . End-Use Load Profiles for the U.S. Building Stock: Market Needs, Use Cases, and Data Gaps. 2019.