Get started
Author

Siqian Zheng

Observed names: Zheng Siqian, Zheng, Siqian
ORCID: 0000-0002-8436-4367
Observed ORCID: 0000-0002-8436-4367
OpenAlex ID: A5035441506
Passive and active phase change materials integrated building energy systems with advanced machine-learning based climate-adaptive designs, intelligent operations, uncertainty-based analysis and optimisations: A state-of-the-art review
2020 · Yuekuan Zhou, Siqian Zheng, et al. · Renewable and Sustainable Energy Reviews · 201
Machine-learning based hybrid demand-side controller for high-rise office buildings with high energy flexibilities
2020 · Yuekuan Zhou, Siqian Zheng · Applied Energy · 151
Machine-learning based study on the on-site renewable electrical performance of an optimal hybrid PCMs integrated renewable system with high-level parameters’ uncertainties
2019 · Yuekuan Zhou, Siqian Zheng, et al. · Renewable Energy · 97
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 application in five climatic regions
2019 · Yuekuan Zhou, Siqian Zheng, et al. · Energy · 95
Artificial neural network based multivariable optimization of a hybrid system integrated with phase change materials, active cooling and hybrid ventilations
2019 · Yuekuan Zhou, Siqian Zheng, et al. · Energy Conversion and Management · 85
An electricity-driven mobility circular economy with lifecycle carbon footprints for climate-adaptive carbon neutrality transformation
2024 · Aoye Song, Zhaohui Dan, et al. · Nature Communications · 84
A review on cooling performance enhancement for phase change materials integrated systems—flexible design and smart control with machine learning applications
2020 · Yuekuan Zhou, Siqian Zheng, et al. · Building and Environment · 79
Coordination of commercial prosumers with distributed demand-side flexibility in energy sharing and management system
2022 · Siqian Zheng, Xin Jin, et al. · Energy · 78
A cross-scale modelling and decarbonisation quantification approach for navigating Carbon Neutrality Pathways in China
2023 · Yuekuan Zhou, Siqian Zheng, et al. · Energy Conversion and Management · 72
Study on the energy performance enhancement of a new PCMs integrated hybrid system with the active cooling and hybrid ventilations
2019 · Yuekuan Zhou, Siqian Zheng, et al. · Energy · 72
Machine learning-based digital district heating/cooling with renewable integrations and advanced low-carbon transition
2024 · Yuekuan Zhou, Siqian Zheng, et al. · Renewable and Sustainable Energy Reviews · 71
PDF
Techno-economic performance analysis of synergistic energy sharing strategies for grid-connected prosumers with distributed battery storages
2021 · Siqian Zheng, Gongsheng Huang, et al. · Renewable Energy · 64
Exergy-based optimisation of a phase change materials integrated hybrid renewable system for active cooling applications using supervised machine learning method
2019 · Liang Tang, Yuekuan Zhou, et al. · Solar Energy · 64
A state-of-the-art-review on phase change materials integrated cooling systems for deterministic parametrical analysis, stochastic uncertainty-based design, single and multi-objective optimisations with machine learning applications
2020 · Yuekuan Zhou, Siqian Zheng, et al. · Energy and Buildings · 57
Dynamic heat transfer model and applicability evaluation of aerogel glazing system in various climates of China
2018 · Youming Chen, Yaling Xiao, et al. · Energy · 54
Multi-level uncertainty optimisation on phase change materials integrated renewable systems with hybrid ventilations and active cooling
2020 · Yuekuan Zhou, Siqian Zheng · Energy · 53
Thermal performance and optimized thickness of active shape-stabilized PCM boards for side-wall cooling and under-floor heating system
2016 · Yuekuan Zhou, Siqian Zheng, et al. · Indoor and Built Environment · 46
Coordinated energy management for commercial prosumers integrated with distributed stationary storages and EV fleets
2023 · Siqian Zheng, Gongsheng Huang, et al. · Energy and Buildings · 43
Climate adaptive optimal design of an aerogel glazing system with the integration of a heuristic teaching-learning-based algorithm in machine learning-based optimization
2020 · Yuekuan Zhou, Siqian Zheng · Renewable Energy · 42
Energy and economic performance of the heat pump integrated with latent heat thermal energy storage for peak demand shifting
2022 · Xin Jin, Siqian Zheng, et al. · Applied Thermal Engineering · 39
Multivariable optimisation of a new PCMs integrated hybrid renewable system with active cooling and hybrid ventilations
2019 · Yuekuan Zhou, Siqian Zheng, et al. · Journal of Building Engineering · 39
A co-simulated material-component-system-district framework for climate-adaption and sustainability transition
2023 · Yuekuan Zhou, Siqian Zheng · Renewable and Sustainable Energy Reviews · 38
Uncertainty study on thermal and energy performances of a deterministic parameters based optimal aerogel glazing system using machine-learning method
2019 · Yuekuan Zhou, Siqian Zheng · Energy · 38
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
2020 · Yuekuan Zhou, Siqian Zheng · Journal of Cleaner Production · 34
Stochastic uncertainty-based optimisation on an aerogel glazing building in China using supervised learning surrogate model and a heuristic optimisation algorithm
2020 · Yuekuan Zhou, Siqian Zheng · Renewable Energy · 26
Works count: 42
Citation count: 1,865
H-index: 25
I10-index: 32
Year
Topic
Type