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Zhang, Wenkai / Zhang, Chaobo / Zhao, Yang / Wang, Zihan / Liu, Yuce / Zhou, Chaohui / Hu, Yue: Convolutional neural networks-based surrogate model for fast computational fluid dynamics simulations of indoor airflow distribution. In: Energy and Buildings.
https://doi.org/10.1016/j.enbuild.2024.115020
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Wang, Zihao / Tian, Xiangning / Zhang, Chaobo / Zhang, Wenkai / Zhao, Yang (2024): A self-organized optimal scheduling approach for integrated energy systems using bottom-up modelling. In: Journal of Building Engineering, v. 98 (Dezember 2024).
https://doi.org/10.1016/j.jobe.2024.111160
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Zhang, Chaobo / Lu, Jie / Huang, Jiahua / Zhao, Yang (2024): End-to-end data-driven modeling framework for automated and trustworthy short_term building energy load forecasting. In: Building Simulation, v. 17, n. 8 (13 Juli 2024).
https://doi.org/10.1007/s12273-024-1149-y
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Wang, Zihao / Zhang, Wenkai / Fan, Hang / Zhang, Chaobo / Zhao, Yang / Huang, Zemao (2023): An uncertainty-tolerant robust distributed control strategy for building cooling water systems considering measurement uncertainties. In: Journal of Building Engineering, v. 76 (Oktober 2023).
https://doi.org/10.1016/j.jobe.2023.107162
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Zhang, Chaobo / Tian, Xiangning / Zhao, Yang / Lu, Jie (2023): Automated machine learning-based building energy load prediction method. In: Journal of Building Engineering, v. 80 (Dezember 2023).
https://doi.org/10.1016/j.jobe.2023.108071
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Zhang, Chaobo / Zhang, Jian / Zhao, Yang / Lu, Jie (2024): Automated data mining framework for building energy conservation aided by generative pre-trained transformers (GPT). In: Energy and Buildings, v. 305 (Februar 2024).
https://doi.org/10.1016/j.enbuild.2023.113877
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Shan, Jiazeng / Zhang, Xi / Liu, Yuwen / Zhang, Chaobo / Zhou, Juhong (2024): Deformation prediction of large-scale civil structures using spatiotemporal clustering and empirical mode decomposition-based long short_term memory network. In: Automation in Construction, v. 158 (Februar 2024).
https://doi.org/10.1016/j.autcon.2023.105222
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Lu, Jie / Tian, Xiangning / Feng, Chenxin / Zhang, Chaobo / Zhao, Yang / Zhang, Yiwen / Wang, Zihao (2023): Clustering compression-based computation-efficient calibration method for digital twin modeling of HVAC system. In: Building Simulation, v. 16, n. 6 (März 2023).
https://doi.org/10.1007/s12273-023-0996-2
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Zhang, Chaobo / Tian, Xiangning / Zhao, Yang / Li, TingTing / Zhou, Yangze / Zhang, Xuejun (2022): Causal discovery-based external attention in neural networks for accurate and reliable fault detection and diagnosis of building energy systems. In: Building and Environment, v. 222 (August 2022).
https://doi.org/10.1016/j.buildenv.2022.109357
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Wang, Zihao / Zhao, Yang / Zhang, Chaobo / Ma, Pengyue / Liu, Xuanzhang (2022): A general multi agent-based distributed framework for optimal control of building HVAC systems. In: Journal of Building Engineering, v. 52 (Juli 2022).
https://doi.org/10.1016/j.jobe.2022.104498
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Zhou, Yangze / Tian, Xiangning / Zhang, Chaobo / Zhao, Yang / Li, TingTing (2022): Elastic weight consolidation-based adaptive neural networks for dynamic building energy load prediction modeling. In: Energy and Buildings, v. 265 (Juni 2022).
https://doi.org/10.1016/j.enbuild.2022.112098
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Zhang, Chaobo / Zhao, Yazhou / Zhao, Yang / Li, TingTing / Zhang, Xuejun (2022): Causal discovery and inference-based fault detection and diagnosis method for heating, ventilation and air conditioning systems. In: Building and Environment, v. 212 (März 2022).
https://doi.org/10.1016/j.buildenv.2022.108760
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Li, Junyang / Zhang, Chaobo / Zhao, Yang / Qiu, Weikang / Chen, Qi / Zhang, Xuejun (2021): Federated learning-based short-term building energy consumption prediction method for solving the data silos problem. In: Building Simulation, v. 15, n. 6 (Dezember 2021).
https://doi.org/10.1007/s12273-021-0871-y
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Li, TingTing / Zhao, Yang / Zhang, Chaobo / Zhou, Kai / Zhang, Xuejun (2022): A semantic model-based fault detection approach for building energy systems. In: Building and Environment, v. 207 (Januar 2022).
https://doi.org/10.1016/j.buildenv.2021.108548
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Li, TingTing / Zhao, Yang / Yan, Ke / Zhou, Kai / Zhang, Chaobo / Zhang, Xuejun (2021): Probabilistic graphical models in energy systems: A review. In: Building Simulation, v. 15, n. 5 (Oktober 2021).
https://doi.org/10.1007/s12273-021-0849-9
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Zhang, Chaobo / Zhao, Yang / Lu, Jie / Li, TingTing / Zhang, Xuejun (2021): Analytic hierarchy process-based fuzzy post mining method for operation anomaly detection of building energy systems. In: Energy and Buildings, v. 252 (Dezember 2021).
https://doi.org/10.1016/j.enbuild.2021.111426
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Zhang, Chaobo / Zhao, Yang / Zhou, Yangze / Zhang, Xuejun / Li, TingTing (2021): A real-time abnormal operation pattern detection method for building energy systems based on association rule bases. In: Building Simulation, v. 15, n. 1 (29 September 2021).
https://doi.org/10.1007/s12273-021-0791-x
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Li, TingTing / Zhao, Yang / Zhang, Chaobo / Luo, Jing / Zhang, Xuejun (2021): A knowledge-guided and data-driven method for building HVAC systems fault diagnosis. In: Building and Environment, v. 198 (Juli 2021).
https://doi.org/10.1016/j.buildenv.2021.107850
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Wang, Zihao / Zhang, Chaobo / Li, Hongbo / Zhao, Yang (2021): A multi agent-based optimal control method for combined cooling and power systems with thermal energy storage. In: Building Simulation, v. 14, n. 6 (April 2021).
https://doi.org/10.1007/s12273-021-0768-9
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Zhang, Chaobo / Zhao, Yang / Li, TingTing / Zhang, Xuejun / Luo, Jing (2021): A comprehensive investigation of knowledge discovered from historical operational data of a typical building energy system. In: Journal of Building Engineering, v. 42 (Oktober 2021).
https://doi.org/10.1016/j.jobe.2021.102502
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Zhang, Chaobo / Zhao, Yang / Li, TingTing / Zhang, Xuejun / Adnouni, Meriem (2021): Generic visual data mining-based framework for revealing abnormal operation patterns in building energy systems. In: Automation in Construction, v. 125 (Mai 2021).
https://doi.org/10.1016/j.autcon.2021.103624
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Zhang, Chaobo / Chang, Chih-Chen / Jamshidi, Maziar (2021): Simultaneous pixel-level concrete defect detection and grouping using a fully convolutional model. In: Structural Health Monitoring, v. 20, n. 4 (April 2021).
https://doi.org/10.1177/1475921720985437
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Zhang, Chaobo / Li, Junyang / Zhao, Yang / Li, TingTing / Chen, Qi / Zhang, Xuejun (2020): A hybrid deep learning-based method for short-term building energy load prediction combined with an interpretation process. In: Energy and Buildings, v. 225 (Oktober 2020).
https://doi.org/10.1016/j.enbuild.2020.110301
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Zhang, Chaobo / Zhao, Yang / Li, TingTing / Zhang, Xuejun (2020): A post mining method for extracting value from massive amounts of building operation data. In: Energy and Buildings, v. 223 (September 2020).
https://doi.org/10.1016/j.enbuild.2020.110096
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Ren, Xinyuyang / Zhang, Chaobo / Zhao, Yang / Boxem, Gert / Zeiler, Wim / Li, TingTing (2019): A data mining-based method for revealing occupant behavior patterns in using mechanical ventilation systems of Dutch dwellings. In: Energy and Buildings, v. 193 (Juni 2019).
https://doi.org/10.1016/j.enbuild.2019.03.047
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Zhao, Yang / Li, TingTing / Fan, Cheng / Lu, Jingchao / Zhang, Xuejun / Zhang, Chaobo / Chen, Shuqin (2019): A proactive fault detection and diagnosis method for variable-air-volume terminals in building air conditioning systems. In: Energy and Buildings, v. 183 (Januar 2019).
https://doi.org/10.1016/j.enbuild.2018.11.021
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Zhang, Chaobo / Chang, Chih‐chen / Jamshidi, Maziar (2020): Concrete bridge surface damage detection using a single‐stage detector. In: Computer-Aided Civil and Infrastructure Engineering, v. 35, n. 4 (4 März 2020).
https://doi.org/10.1111/mice.12500