Whole Building Energy Model for HVAC Optimal Control: A Practical Framework based on Deep Reinforcement Learning Z Zhang, A Chong, Y Pan, C Zhang, KP Lam Energy and Buildings 199, 472-490, 2019 | 250 | 2019 |
Practical implementation and evaluation of deep reinforcement learning control for a radiant heating system Z Zhang, KP Lam Proceedings of the 5th Conference on Systems for Built Environments, 148-157, 2018 | 127 | 2018 |
A Deep Reinforcement Learning Approach to Using Whole Building Energy Model for HVAC Optimal Control Z Zhang, A Chong, Y Pan, C Zhang, S Lu, KP Lam 2018 Building Performance Analysis Conference and SimBuild, 2018 | 125 | 2018 |
A practical deep reinforcement learning framework for multivariate occupant-centric control in buildings Y Lei, S Zhan, E Ono, Y Peng, Z Zhang, T Hasama, A Chong Applied Energy 324, 119742, 2022 | 53 | 2022 |
Comprehensive evaluation of energy and indoor-PM2. 5-exposure performance of residential window and roller blind control strategies X Zhong, Z Zhang, W Wu, I Ridley Energy and Buildings, 110206, 2020 | 20 | 2020 |
A Data-Driven Clustering Analysis for the Impact of COVID-19 on the Electricity Consumption Pattern of Zhejiang Province, China Z Zhang, A Cheshmehzangi, SP Ardakani Energies 14 (23), 8187, 2021 | 11 | 2021 |
A Deep Reinforcement Learning Method for Model-based Optimal Control of HVAC Systems Z Zhang, CL Zhang, KP Lam 7th International Building Physics Conference, 23-26, 2018 | 10 | 2018 |
An implementation framework of model predictive control for HVAC systems: A Case Study of Energyplus Model-Based Predictive Control Z Zhang, KP Lam 2017 ASHRAE Annual Conference, 2017 | 10* | 2017 |
An urban-level prediction of lockdown measures impact on the prevalence of the COVID-19 pandemic S Pourroostaei Ardakani, T Xia, A Cheshmehzangi, Z Zhang Genus 78 (1), 1-17, 2022 | 8 | 2022 |
End-to-End Deep Reinforcement Learning Control for HVAC Systems in Office Buildings X Zhong, Z Zhang, R Zhang, C Zhang Designs 6 (3), 52, 2022 | 8 | 2022 |
Bio-sensing and Reinforcement Learning Approaches for Occupant-centric Control C Zhang, Z Zhang, V Loftness ASHRAE Transactions 125, 374-381, 2019 | 6 | 2019 |
Influence of an integrated value-based asset condition assessment in built asset management Z Ye, G Kapogiannis, S Tang, Z Zhang, C Jimenez-Bescos, T Yang Construction Innovation, 2023 | 5 | 2023 |
Urban building energy modeling (UBEM): a systematic review of challenges and opportunities D Kong, A Cheshmehzangi, Z Zhang, SP Ardakani, T Gu Energy Efficiency 16 (6), 69, 2023 | 3 | 2023 |
Evaluation of the Impact of Input-Data Resolution on Building-Energy Simulation Accuracy and Computational Load—A Case Study of a Low-Rise Office Building D Kong, Y Yang, X Sa, X Wei, H Zheng, J Shi, H Wu, Z Zhang Buildings 13 (4), 861, 2023 | 3 | 2023 |
A Reinforcement Learning Approach for Whole Building Energy Model Assisted HVAC Supervisory Control Z Zhang Carnegie Mellon University, 0 | 3 | |
Theoretical Analysis of Integrated Community Energy Systems (ICES) Considering Integrated Demand Response (IDR): A Review of the System Modelling and Optimization D Kong, J Jing, T Gu, X Wei, X Sa, Y Yang, Z Zhang Energies 16 (10), 4129, 2023 | 2 | 2023 |
Energy Efficient Operation Optimization of Building Air-conditioners via Simulator-assisted Asynchronous Reinforcement Learning W Zhang, Z Zhang IOP Conference Series: Earth and Environmental Science 1048 (1), 012006, 2022 | 2 | 2022 |
Influences of Heat Rejection from Split A/C Conditioners on Mixed-Mode Buildings: Energy Use and Indoor Air Pollution Exposure Analysis X Zhong, M Cai, Z Wang, Z Zhang, R Zhang Buildings 14 (2), 318, 2024 | 1 | 2024 |
Combined Effects of Exterior Shading and A/C Heat Rejection on Building Energy Consumption and Indoor Air Pollution Exposure X Zhong, Z Zhang, R Zhang, Z Wu Buildings 13 (10), 2440, 2023 | 1 | 2023 |
Estimating Space-Cooling Energy Consumption and Indoor PM2. 5 Exposure across Hong Kong Using a City-Representative Housing Stock Model X Zhong, Z Zhang, W Wu, R Zhang Buildings 12 (9), 1414, 2022 | 1 | 2022 |