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Zhiang Zhang
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Year
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
2342019
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
1202018
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
1202018
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
442022
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
202020
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
102018
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
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
92021
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
82022
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
82022
Bio-sensing and Reinforcement Learning Approaches for Occupant-centric Control
C Zhang, Z Zhang, V Loftness
ASHRAE Transactions 125, 374-381, 2019
62019
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
32023
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
22023
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
22023
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
22023
A Reinforcement Learning Approach for Whole Building Energy Model Assisted HVAC Supervisory Control
Z Zhang
Carnegie Mellon University, 0
2
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
12022
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
12022
The Correlation Analysis between Air Quality and Construction Sites: Evaluation in the Urban Environment during the COVID-19 Pandemic
H Li, A Cheshmehzangi, Z Zhang, Z Su, SP Ardakani, M Sedrez, ...
Sustainability 14 (12), 7075, 2022
12022
Approach of establishing a high-resolution shading occupant behavior model in the office building
G Chen, J Lu, J Yao, Z Zhang, W Deng, J Bie, R Yang, R Guan, B Xia, ...
Journal of Building Engineering, 108950, 2024
2024
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