-
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. In: Building and Environment.
https://doi.org/10.1016/j.buildenv.2024.112265
-
Liu, Jian / Yang, Fan / Yan, Ke / Jiang, Liangliang (2024): Household energy consumption forecasting based on adaptive signal decomposition enhanced iTransformer network. In: Energy and Buildings, v. 324 (December 2024).
https://doi.org/10.1016/j.enbuild.2024.114894
-
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. In: Developments in the Built Environment, v. 19 (October 2024).
https://doi.org/10.1016/j.dibe.2024.100503
-
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. In: Energy and Buildings, v. 319 (September 2024).
https://doi.org/10.1016/j.enbuild.2024.114548
-
Hua, Mei / Yan, Ke / Bi, Jian / Wang, Hua (2024): SS-CWGAN: A novel fault diagnosis model for building HVAC systems under limited labeled data. In: Energy and Buildings, v. 319 (September 2024).
https://doi.org/10.1016/j.enbuild.2024.114540
-
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. In: Engineering Structures, v. 309 (June 2024).
https://doi.org/10.1016/j.engstruct.2024.118079
-
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. In: Construction and Building Materials, v. 427 (May 2024).
https://doi.org/10.1016/j.conbuildmat.2024.136237
-
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. In: Composite Structures, v. 337 (June 2024).
https://doi.org/10.1016/j.compstruct.2024.118036
-
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. In: Journal of Building Engineering, v. 88 (July 2024).
https://doi.org/10.1016/j.jobe.2024.109137
-
Bi, Jian / Wang, Hua / Hua, Mei / Yan, Ke (2024): An interpretable feature selection method integrating ensemble models for chiller fault diagnosis. In: Journal of Building Engineering, v. 87 (June 2024).
https://doi.org/10.1016/j.jobe.2024.109029
-
Yan, Ke / Zhou, Xiaokang / Yang, Bin (2023): AI and IoT applications of smart buildings and smart environment design, construction and maintenance. In: Building and Environment, v. 229 (February 2023).
https://doi.org/10.1016/j.buildenv.2022.109968
-
Yan, Hainan / Ji, Guohua / Yan, Ke (2022): Data-driven prediction and optimization of residential building performance in Singapore considering the impact of climate change. In: Building and Environment, v. 226 (December 2022).
https://doi.org/10.1016/j.buildenv.2022.109735
-
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. In: Building and Environment, v. 225 (November 2022).
https://doi.org/10.1016/j.buildenv.2022.109556
-
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. In: Building and Environment, v. 223 (September 2022).
https://doi.org/10.1016/j.buildenv.2022.109478
-
Yan, Hainan / Yan, Ke / Ji, Guohua (2022): Optimization and prediction in the early design stage of office buildings using genetic and XGBoost algorithms. In: Building and Environment, v. 218 (June 2022).
https://doi.org/10.1016/j.buildenv.2022.109081
-
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. In: Building and Environment, v. 215 (May 2022).
https://doi.org/10.1016/j.buildenv.2022.108970
-
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 (October 2021).
https://doi.org/10.1007/s12273-021-0849-9
-
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. In: Building Simulation, v. 15, n. 6 (December 2021).
https://doi.org/10.1007/s12273-021-0843-2
-
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. In: Energy and Buildings, v. 252 (December 2021).
https://doi.org/10.1016/j.enbuild.2021.111478
-
Yan, Ke (2021): Chiller fault detection and diagnosis with anomaly detective generative adversarial network. In: Building and Environment, v. 201 (August 2021).
https://doi.org/10.1016/j.buildenv.2021.107982
-
Yan, Ke / Shen, Wen / Mulumba, Timothy / Afshari, Afshin (2014): ARX model based fault detection and diagnosis for chillers using support vector machines. In: Energy and Buildings, v. 81 (October 2014).
https://doi.org/10.1016/j.enbuild.2014.05.049
-
Mulumba, Timothy / Afshari, Afshin / Yan, Ke / Shen, Wen / Norford, Leslie K. (2015): Robust model-based fault diagnosis for air handling units. In: Energy and Buildings, v. 86 (January 2015).
https://doi.org/10.1016/j.enbuild.2014.10.069
-
Yan, Ke / Huang, Jing / Shen, Wen / Ji, Zhiwei (2020): Unsupervised learning for fault detection and diagnosis of air handling units. In: Energy and Buildings, v. 210 (March 2020).
https://doi.org/10.1016/j.enbuild.2019.109689
-
Yan, Ke / Zhong, Chaowen / Ji, Zhiwei / Huang, Jing (2018): Semi-supervised learning for early detection and diagnosis of various air handling unit faults. In: Energy and Buildings, v. 181 (December 2018).
https://doi.org/10.1016/j.enbuild.2018.10.016
-
Yan, Ke / Chong, Adrian / Mo, Yuchang (2020): Generative adversarial network for fault detection diagnosis of chillers. In: Building and Environment, v. 172 (April 2020).
https://doi.org/10.1016/j.buildenv.2020.106698