Zhe Wang
Publications
Viewing 25 of 34 publications
2023
, , , , and . "Optimal design of microgrids to improve wildfire resilience for vulnerable communities at the wildland-urban interface." Applied Energy 335 (2023) 120744.
2022
, , , , , , and . "A three-year dataset supporting research on building energy management and occupancy analytics." Nature Scientific Data (2022).
, , , , , , and . "Site demonstration and performance evaluation of MPC for a large chiller plant with TES for renewable energy integration and grid decarbonization." Applied Energy 321 (2022) 119343.
, , , , and . "Transfer learning for smart buildings: A critical review of algorithms, applications, and future perspectives." Advances in Applied Energy 5 (2022) 100084.
, , , , , , and . "Field demonstration and implementation analysis of model predictive control in an office HVAC system." Applied Energy 318 (2022) 119104.
2021
, , , and . "AlphaBuilding ResCommunity: A multi-agent virtual testbed for community-level load coordination." Advances in Applied Energy 4 (2021) 100061.
, , , , , , and . "Intersecting heuristic adaptive strategies, building design and energy saving intentions when facing discomfort environment: A cross-country analysis." Building and Environment 204 (2021) 108129.
, , , 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 . "Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency." Applied Energy (2021).
, , , , , , , and . "Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency." Applied Energy 304 (2021) 117733.
, , , 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.
2020
, and . "Generating realistic building electrical load profiles through the Generative Adversarial Network (GAN)." Energy and Buildings 224 (2020) 110299.
, , , , and . "Generation and representation of synthetic smart meter data." Building Simulation 13.6 (2020) 1205–1220.
, , , , , , and . "Effective Missing Value Imputation Methods for Building Monitoring Data." IEEE BigData 2020. 2020.
, , , , and . "Towards Off-policy Evaluation as a Prerequisite for Real-world Reinforcement Learning in Building Control." BuildSys ’20: The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and TransportationProceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities. Virtual Event JapanNew York, NY, USA: ACM, 2020.
, and . "Reinforcement learning for building controls: The opportunities and challenges." Applied Energy 269 (2020) 115036.
, , , , , , and . "Revisiting individual and group differences in thermal comfort based on ASHRAE database." Energy and Buildings 219 (2020) 110017.
, , and . "Building thermal load prediction through shallow machine learning and deep learning." Applied Energy 263 (2020) 114683.
, , , and . "State-of-the-art on research and applications of machine learning in the building life cycle." Energy and Buildings 212 (2020) 109831.
, , , , , and . "Dimension analysis of subjective thermal comfort metrics based on ASHRAE Global Thermal Comfort Database using machine learning." Journal of Building Engineering 29 (2020) 101120.
2019
, , , and . "Key issues and novel optimization approaches of industrial waste heat recovery in district heating systems." Energy 188 (2019) 116005.