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Wang, Hua / Bi, Jian / Hua, Mei / Yan, Ke / Afshari, Afshin: Semi-supervised CWGAN-GP modeling for AHU AFDD with high-quality synthetic data filtering mechanism. Dans: Building and Environment.
https://doi.org/10.1016/j.buildenv.2024.112265
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Liu, Jian / Yang, Fan / Yan, Ke / Jiang, Liangliang (2024): Household energy consumption forecasting based on adaptive signal decomposition enhanced iTransformer network. Dans: Energy and Buildings, v. 324 (décembre 2024).
https://doi.org/10.1016/j.enbuild.2024.114894
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Chen, XiaYi / Pan, Yongjie / Gan, Vincent J. L. / Yan, Ke (2024): 3D reconstruction of semantic-rich digital twins for ACMV monitoring and anomaly detection via scan-to-BIM and time-series data integration. Dans: Developments in the Built Environment, v. 19 (octobre 2024).
https://doi.org/10.1016/j.dibe.2024.100503
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You, Yuwen / Tang, Junhao / Guo, Miao / Zhao, Yuan / Guo, Chunmei / Yan, Ke / Yang, Bin (2024): Ensemble learning based multi-fault diagnosis of air conditioning system. Dans: Energy and Buildings, v. 319 (septembre 2024).
https://doi.org/10.1016/j.enbuild.2024.114548
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Hua, Mei / Yan, Ke / Bi, Jian / Wang, Hua (2024): SS-CWGAN: A novel fault diagnosis model for building HVAC systems under limited labeled data. Dans: Energy and Buildings, v. 319 (septembre 2024).
https://doi.org/10.1016/j.enbuild.2024.114540
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Shen, Xingyu / Yan, Ke / Zhu, Difeng / Hu, Qianran / Wu, Hao / Qi, Shaobo / Yuan, Mengqi / Qian, Xinming (2024): Inverse machine learning framework for optimizing gradient honeycomb structure under impact loading. Dans: Engineering Structures, v. 309 (juin 2024).
https://doi.org/10.1016/j.engstruct.2024.118079
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Li, Menglu / Qi, Shaobo / Huang, Guangyan / Yang, Lei / Yan, Ke / Bai, Jiaqi (2024): Blast mitigation effects of TPU polymers-based inflated membrane structures under external explosion. Dans: Construction and Building Materials, v. 427 (mai 2024).
https://doi.org/10.1016/j.conbuildmat.2024.136237
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Yan, Ke / Wu, Hao / Li, Runhan / Sun, Haoshi / Zhu, Difeng / Wei, Yuchen / Qi, Shaobo / Yuan, Mengqi (2024): Study on the mechanical properties and ballistic resistance of interface-modified fabrics with environmentally friendly shear thickening liquid. Dans: Composite Structures, v. 337 (juin 2024).
https://doi.org/10.1016/j.compstruct.2024.118036
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Lu, Cheng / Ma, Xiang / Yan, Ke (2024): Chiller fault diagnosis based on improved variational autoencoder and co-training framework: A case study of insufficient samples. Dans: Journal of Building Engineering, v. 88 (juillet 2024).
https://doi.org/10.1016/j.jobe.2024.109137
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Bi, Jian / Wang, Hua / Hua, Mei / Yan, Ke (2024): An interpretable feature selection method integrating ensemble models for chiller fault diagnosis. Dans: Journal of Building Engineering, v. 87 (juin 2024).
https://doi.org/10.1016/j.jobe.2024.109029
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Yan, Ke / Zhou, Xiaokang / Yang, Bin (2023): AI and IoT applications of smart buildings and smart environment design, construction and maintenance. Dans: Building and Environment, v. 229 (février 2023).
https://doi.org/10.1016/j.buildenv.2022.109968
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Yan, Hainan / Ji, Guohua / Yan, Ke (2022): Data-driven prediction and optimization of residential building performance in Singapore considering the impact of climate change. Dans: Building and Environment, v. 226 (décembre 2022).
https://doi.org/10.1016/j.buildenv.2022.109735
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Wen, Haoran / Du, Yang / Lim, Eng Gee / Wen, Huiqing / Yan, Ke / Li, Xingshuo / Jiang, Lin (2022): A solar forecasting framework based on federated learning and distributed computing. Dans: Building and Environment, v. 225 (novembre 2022).
https://doi.org/10.1016/j.buildenv.2022.109556
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Du, Chenqiu / Lin, Xi / Yan, Ke / Liu, Hong / Yu, Wei / Zhang, Yue / Li, Baizhan (2022): A model developed for predicting thermal comfort during sleep in response to appropriate air velocity in warm environments. Dans: Building and Environment, v. 223 (septembre 2022).
https://doi.org/10.1016/j.buildenv.2022.109478
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Yan, Hainan / Yan, Ke / Ji, Guohua (2022): Optimization and prediction in the early design stage of office buildings using genetic and XGBoost algorithms. Dans: Building and Environment, v. 218 (juin 2022).
https://doi.org/10.1016/j.buildenv.2022.109081
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Yang, Bin / Li, Xiaojing / Liu, Yihang / Chen, Lingge / Guo, Ruiqi / Wang, Faming / Yan, Ke (2022): Comparison of models for predicting winter individual thermal comfort based on machine learning algorithms. Dans: Building and Environment, v. 215 (mai 2022).
https://doi.org/10.1016/j.buildenv.2022.108970
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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. Dans: Building Simulation, v. 15, n. 5 (octobre 2021).
https://doi.org/10.1007/s12273-021-0849-9
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Du, Chenqiu / Liu, Hong / Yu, Wei / Ji, Yu / Yan, Ke / Ruan, Liyang (2021): Characteristics and comfort evaluation of sinusoidal airflows by regulating motor rotating frequency of a floor fan. Dans: Building Simulation, v. 15, n. 6 (décembre 2021).
https://doi.org/10.1007/s12273-021-0843-2
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Anand, Prashant / Deb, Chirag / Yan, Ke / Yang, Junjing / Cheong, David / Sekhar, Chandra (2021): Occupancy-based energy consumption modelling using machine learning algorithms for institutional buildings. Dans: Energy and Buildings, v. 252 (décembre 2021).
https://doi.org/10.1016/j.enbuild.2021.111478
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Yan, Ke (2021): Chiller fault detection and diagnosis with anomaly detective generative adversarial network. Dans: Building and Environment, v. 201 (août 2021).
https://doi.org/10.1016/j.buildenv.2021.107982
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Yan, Ke / Shen, Wen / Mulumba, Timothy / Afshari, Afshin (2014): ARX model based fault detection and diagnosis for chillers using support vector machines. Dans: Energy and Buildings, v. 81 (octobre 2014).
https://doi.org/10.1016/j.enbuild.2014.05.049
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Mulumba, Timothy / Afshari, Afshin / Yan, Ke / Shen, Wen / Norford, Leslie K. (2015): Robust model-based fault diagnosis for air handling units. Dans: Energy and Buildings, v. 86 (janvier 2015).
https://doi.org/10.1016/j.enbuild.2014.10.069
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Yan, Ke / Huang, Jing / Shen, Wen / Ji, Zhiwei (2020): Unsupervised learning for fault detection and diagnosis of air handling units. Dans: Energy and Buildings, v. 210 (mars 2020).
https://doi.org/10.1016/j.enbuild.2019.109689
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Yan, Ke / Zhong, Chaowen / Ji, Zhiwei / Huang, Jing (2018): Semi-supervised learning for early detection and diagnosis of various air handling unit faults. Dans: Energy and Buildings, v. 181 (décembre 2018).
https://doi.org/10.1016/j.enbuild.2018.10.016
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Yan, Ke / Chong, Adrian / Mo, Yuchang (2020): Generative adversarial network for fault detection diagnosis of chillers. Dans: Building and Environment, v. 172 (avril 2020).
https://doi.org/10.1016/j.buildenv.2020.106698