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La bibliographie suivante contient toutes les publications répertoriées dans la base de données qui sont reliées à ce nom en tant qu'auteur, éditeur ou collaborateur.

  1. Li, Guannan / Chen, Liang / Fan, Cheng / Li, Tao / Xu, Chengliang / Fang, Xi (2023): Interpretation and explanation of convolutional neural network-based fault diagnosis model at the feature-level for building energy systems. Dans: Energy and Buildings, v. 295 (septembre 2023).

    https://doi.org/10.1016/j.enbuild.2023.113326

  2. Fan, Cheng / Lin, Yiwen / Piscitelli, Marco Savino / Chiosa, Roberto / Wang, Huilong / Capozzoli, Alfonso / Ma, Yuanyuan (2023): Leveraging graph convolutional networks for semi-supervised fault diagnosis of HVAC systems in data-scarce contexts. Dans: Building Simulation, v. 16, n. 8 (juin 2023).

    https://doi.org/10.1007/s12273-023-1041-1

  3. Fan, Cheng / He, Weilin / Liao, Longhui (2023): Real-time machine learning-based recognition of human thermal comfort-related activities using inertial measurement unit data. Dans: Energy and Buildings, v. 294 (septembre 2023).

    https://doi.org/10.1016/j.enbuild.2023.113216

  4. Xue, Peng / Wang, He / Luo, Tao / Zhao, Yifan / Fan, Cheng / Ma, Tao (2022): Clear sky color modeling based on BP neural network. Dans: Building and Environment, v. 226 (décembre 2022).

    https://doi.org/10.1016/j.buildenv.2022.109715

  5. Fan, Cheng / Binchao, Deng / Yin, Yilin (2022): Hierarchical structure and transfer mechanism to assess the scheduling-related risk in construction of prefabricated buildings: an integrated ISM–MICMAC approach. Dans: Engineering, Construction and Architectural Management, v. 30, n. 7 (mai 2022).

    https://doi.org/10.1108/ecam-09-2021-0785

  6. Xu, Lei / Hu, Maomao / Fan, Cheng (2022): Probabilistic electrical load forecasting for buildings using Bayesian deep neural networks. Dans: Journal of Building Engineering, v. 46 (avril 2022).

    https://doi.org/10.1016/j.jobe.2021.103853

  7. Xue, Peng / Li, Yuying / Yang, Fan / Fan, Cheng / Zhao, Rui / Miao, Qingwei / Zhang, Nan / Rong, Qingwen / Xie, Jingchao / Liu, Jiaping (2022): Research on three-part heating cost method based on heating consumption reallocation and game theory. Dans: Energy and Buildings, v. 261 (avril 2022).

    https://doi.org/10.1016/j.enbuild.2022.111961

  8. Fan, Cheng / He, Weilin / Liu, Yichen / Xue, Peng / Zhao, Yangping (2022): A novel image-based transfer learning framework for cross-domain HVAC fault diagnosis: From multi-source data integration to knowledge sharing strategies. Dans: Energy and Buildings, v. 262 (mai 2022).

    https://doi.org/10.1016/j.enbuild.2022.111995

  9. Li, Ao / Fan, Cheng / Xiao, Fu / Chen, Zhijie (2022): Distance measures in building informatics: An in-depth assessment through typical tasks in building energy management. Dans: Energy and Buildings, v. 258 (mars 2022).

    https://doi.org/10.1016/j.enbuild.2021.111817

  10. Fan, Cheng / Li, Xueqing / Zhao, Yang / Wang, Jiayuan (2021): Quantitative assessments on advanced data synthesis strategies for enhancing imbalanced AHU fault diagnosis performance. Dans: Energy and Buildings, v. 252 (décembre 2021).

    https://doi.org/10.1016/j.enbuild.2021.111423

  11. Fan, Cheng / Chen, Meiling / Tang, Rui / Wang, Jiayuan (2021): A novel deep generative modeling-based data augmentation strategy for improving short-term building energy predictions. Dans: Building Simulation, v. 15, n. 2 (août 2021).

    https://doi.org/10.1007/s12273-021-0807-6

  12. Li, Guannan / Zhao, Xiaowei / Fan, Cheng / Fang, Xi / Li, Fan / Wu, Yubei (2021): Assessment of long short-term memory and its modifications for enhanced short-term building energy predictions. Dans: Journal of Building Engineering, v. 43 (novembre 2021).

    https://doi.org/10.1016/j.jobe.2021.103182

  13. Xiao, Ziwei / Gang, Wenjie / Yuan, Jiaqi / Zhang, Ying / Fan, Cheng (2021): Cooling load disaggregation using a NILM method based on random forest for smart buildings. Dans: Sustainable Cities and Society, v. 74 (novembre 2021).

    https://doi.org/10.1016/j.scs.2021.103202

  14. Tang, Rui / Fan, Cheng / Zeng, Fanzhe / Feng, Wei (2021): Data-driven model predictive control for power demand management and fast demand response of commercial buildings using support vector regression. Dans: Building Simulation, v. 15, n. 3 (septembre 2021).

    https://doi.org/10.1007/s12273-021-0811-x

  15. Li, Guannan / Yao, Qing / Fan, Cheng / Zhou, Chunlin / Wu, Guanghai / Zhou, Zhenxin / Fang, Xi (2021): An explainable one-dimensional convolutional neural networks based fault diagnosis method for building heating, ventilation and air conditioning systems. Dans: Building and Environment, v. 203 (octobre 2021).

    https://doi.org/10.1016/j.buildenv.2021.108057

  16. Xue, Peng / Jia, Xiaoyu / Lai, Dayi / Zhang, Xiaojing / Fan, Cheng / Zhang, Weirong / Zhang, Nan (2021): Investigation of outdoor pedestrian shading preference under several thermal environment using remote sensing images. Dans: Building and Environment, v. 200 (août 2021).

    https://doi.org/10.1016/j.buildenv.2021.107934

  17. Fan, Cheng / Liu, Yichen / Liu, Xuyuan / Sun, Yongjun / Wang, Jiayuan (2021): A study on semi-supervised learning in enhancing performance of AHU unseen fault detection with limited labeled data. Dans: Sustainable Cities and Society, v. 70 (juillet 2021).

    https://doi.org/10.1016/j.scs.2021.102874

  18. Fan, Cheng / Liu, Xuyuan / Xue, Peng / Wang, Jiayuan (2021): Statistical characterization of semi-supervised neural networks for fault detection and diagnosis of air handling units. Dans: Energy and Buildings, v. 234 (mars 2021).

    https://doi.org/10.1016/j.enbuild.2021.110733

  19. Li, Ao / Xiao, Fu / Fan, Cheng / Hu, Maomao (2020): Development of an ANN-based building energy model for information-poor buildings using transfer learning. Dans: Building Simulation, v. 14, n. 1 (novembre 2020).

    https://doi.org/10.1007/s12273-020-0711-5

  20. Fan, Cheng / Yan, Da / Xiao, Fu / Li, Ao / An, Jingjing / Kang, Xuyuan (2020): Advanced data analytics for enhancing building performances: From data-driven to big data-driven approaches. Dans: Building Simulation, v. 14, n. 1 (novembre 2020).

    https://doi.org/10.1007/s12273-020-0723-1

  21. Fan, Cheng / Xiao, Fu / Yan, Da (2020): Advanced data analytics for building energy modeling and management. Dans: Building Simulation, v. 14, n. 1 (novembre 2020).

    https://doi.org/10.1007/s12273-020-0733-z

  22. Fan, Cheng / Xiao, Fu (2018): Mining big building operational data for improving building energy efficiency: A case study. Dans: Building Services Engineering Research and Technology, v. 39, n. 1 (janvier 2018).

    https://doi.org/10.1177/0143624417704977

  23. Yan, Chengchu / Wang, Shengwei / Fan, Cheng / Xiao, Fu (2016): Retrofitting building fire service water tanks as chilled water storage for power demand limiting. Dans: Building Services Engineering Research and Technology, v. 38, n. 1 (décembre 2016).

    https://doi.org/10.1177/0143624416669553

  24. Xiao, Fu / Fan, Cheng (2014): Data mining in building automation system for improving building operational performance. Dans: Energy and Buildings, v. 75 (juin 2014).

    https://doi.org/10.1016/j.enbuild.2014.02.005

  25. 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. Dans: Energy and Buildings, v. 183 (janvier 2019).

    https://doi.org/10.1016/j.enbuild.2018.11.021

  26. Song, Mengjie / Fan, Cheng / Mao, Ning / Xu, Yingjie (2018): An experimental study on time-based start defrosting control strategy optimization for an air source heat pump unit with frost evenly distributed and melted frost locally drained. Dans: Energy and Buildings, v. 178 (novembre 2018).

    https://doi.org/10.1016/j.enbuild.2018.08.027

  27. Fan, Cheng / Liu, Huabei / Cao, Jianzhou / Ling, Hoe I. (2020): Responses of reinforced soil retaining walls subjected to horizontal and vertical seismic loadings. Dans: Soil Dynamics and Earthquake Engineering, v. 129 (février 2020).

    https://doi.org/10.1016/j.soildyn.2019.105969

  28. Fan, Cheng / Xiao, Fu / Yan, Chengchu (2015): A framework for knowledge discovery in massive building automation data and its application in building diagnostics. Dans: Automation in Construction, v. 50 (février 2015).

    https://doi.org/10.1016/j.autcon.2014.12.006

  29. Ding, Zhikun / Li, Zongjie / Fan, Cheng (2018): Building energy savings: Analysis of research trends based on text mining. Dans: Automation in Construction, v. 96 (décembre 2018).

    https://doi.org/10.1016/j.autcon.2018.10.008

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