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Siqian Zheng
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Passive and active phase change materials integrated building energy systems with advanced machine-learning based climate-adaptive designs, intelligent operations, uncertainty …
Y Zhou, S Zheng, Z Liu, T Wen, Z Ding, J Yan, G Zhang
Renewable and Sustainable Energy Reviews 130, 109889, 2020
1252020
Machine-learning based hybrid demand-side controller for high-rise office buildings with high energy flexibilities
Y Zhou, S Zheng
Applied Energy 262, 114416, 2020
1172020
Machine learning-based optimal design of a phase change material integrated renewable system with on-site PV, radiative cooling and hybrid ventilations—study of modelling and …
Y Zhou, S Zheng, G Zhang
Energy 192, 116608, 2020
802020
Artificial neural network based multivariable optimization of a hybrid system integrated with phase change materials, active cooling and hybrid ventilations
Y Zhou, S Zheng, G Zhang
Energy Conversion and Management 197, 111859, 2019
802019
Machine-learning based study on the on-site renewable electrical performance of an optimal hybrid PCMs integrated renewable system with high-level parameters’ uncertainties
Y Zhou, S Zheng, G Zhang
Renewable Energy 151, 403-418, 2020
782020
A review on cooling performance enhancement for phase change materials integrated systems—flexible design and smart control with machine learning applications
Y Zhou, S Zheng, G Zhang
Building and Environment 174, 106786, 2020
642020
Study on the energy performance enhancement of a new PCMs integrated hybrid system with the active cooling and hybrid ventilations
Y Zhou, S Zheng, G Zhang
Energy 179, 111-128, 2019
602019
Exergy-based optimisation of a phase change materials integrated hybrid renewable system for active cooling applications using supervised machine learning method
L Tang, Y Zhou, S Zheng, G Zhang
Solar Energy 195, 514-526, 2020
492020
Techno-economic performance analysis of synergistic energy sharing strategies for grid-connected prosumers with distributed battery storages
S Zheng, G Huang, ACK Lai
Renewable Energy 178, 1261-1278, 2021
472021
Dynamic heat transfer model and applicability evaluation of aerogel glazing system in various climates of China
Y Chen, Y Xiao, S Zheng, Y Liu, Y Li
Energy 163, 1115-1124, 2018
462018
A state-of-the-art-review on phase change materials integrated cooling systems for deterministic parametrical analysis, stochastic uncertainty-based design, single and multi …
Y Zhou, S Zheng, G Zhang
Energy and Buildings 220, 110013, 2020
442020
Thermal performance and optimized thickness of active shape-stabilized PCM boards for side-wall cooling and under-floor heating system
Y Zhou, S Zheng, H Chen, G Zhang
Indoor and Built Environment 25 (8), 1279-1295, 2016
422016
Multi-level uncertainty optimisation on phase change materials integrated renewable systems with hybrid ventilations and active cooling
Y Zhou, S Zheng
Energy 202, 117747, 2020
412020
Multivariable optimisation of a new PCMs integrated hybrid renewable system with active cooling and hybrid ventilations
Y Zhou, S Zheng, G Zhang
Journal of Building Engineering 26, 100845, 2019
392019
Coordination of commercial prosumers with distributed demand-side flexibility in energy sharing and management system
S Zheng, X Jin, G Huang, ACK Lai
Energy 248, 123634, 2022
362022
Machine learning-based multi-objective optimisation of an aerogel glazing system using NSGA-II—study of modelling and application in the subtropical climate Hong Kong
Y Zhou, S Zheng
Journal of Cleaner Production 253, 119964, 2020
302020
Uncertainty study on thermal and energy performances of a deterministic parameters based optimal aerogel glazing system using machine-learning method
Y Zhou, S Zheng
Energy 193, 116718, 2020
302020
A cross-scale modelling and decarbonisation quantification approach for navigating Carbon Neutrality Pathways in China
Y Zhou, S Zheng, J Lei, Y Zi
Energy Conversion and Management 297, 117733, 2023
272023
Climate adaptive optimal design of an aerogel glazing system with the integration of a heuristic teaching-learning-based algorithm in machine learning-based optimization
Y Zhou, S Zheng
Renewable Energy 153, 375-391, 2020
272020
Numerical study on the thermal and optical performances of an aerogel glazing system with the multivariable optimization using an advanced machine learning algorithm
S Zheng, Y Zhou
Advanced Theory and Simulations 2 (9), 1900092, 2019
222019
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