SS-CWGAN: A novel fault diagnosis model for building HVAC systems under limited labeled data

State-of-the-art on research and applications of machine learning in the building life cycle

Tianzhen Hong, Zhe Wang, Xuan Luo et al. · Energy and Buildings · 2020 · 324 citations · Full text

Architecture, Architectural Engineering, Building Science +14

Fault Diagnosis of an Autonomous Vehicle With an Improved SVM Algorithm Subject to Unbalanced Datasets

Qian Shi, Hui Zhang · IEEE Transactions on Industrial Electronics · 2020 · 314 citations

Computing, Automotive Engineering, Computer Science +17

Fault detection by an ensemble framework of Extreme Gradient Boosting (XGBoost) in the operation of offshore wind turbines

Pavlos Trizoglou, Xiaolei Liu, Zi Lin · Renewable Energy · 2021 · 177 citations · Full text

Computing, Marine Engineering, Ocean Engineering +17

Unsupervised learning for fault detection and diagnosis of air handling units

Ke Yan, Jing Huang, Wen Shen et al. · Energy and Buildings · 2019 · 170 citations

Computing, Aerospace Engineering, Computer Science +12

Semi-supervised learning for early detection and diagnosis of various air handling unit faults

Ke Yan, Chaowen Zhong, Zhiwei Ji et al. · Energy and Buildings · 2018 · 166 citations

Computing, Aerospace Engineering, Computer Science +16