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Uncertainty-aware Deep Learning: A Promising Tool for Trustworthy Fault Diagnosis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1317-1330
作者:  Jiaxin Ren;  Jingcheng Wen;  Zhibin Zhao;  Ruqiang Yan;  Xuefeng Chen;  Asoke K. Nandi
Adobe PDF(16165Kb)  |  收藏  |  浏览/下载:23/5  |  提交时间:2024/05/22
Out-of-distribution detection  traceability analysis  trustworthy fault diagnosis  uncertainty quantification  
Local Linear Generalized Autoencoder-Based Incipient Fault Detection for Electrical Drive Systems of High-Speed Trains 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 页码: 9
作者:  Cheng, Chao;  Ju, Yunfei;  Xu, Shuiqing;  Lv, Yisheng;  Chen, Hongtian
收藏  |  浏览/下载:88/0  |  提交时间:2023/11/17
Incipient fault  fault detection (FD)  manifold learning  generalized autocoder (GAE)  electrical drive systems  high-speed trains  
A 2-D Long Short-Term Memory Fusion Networks for Bearing Remaining Useful Life Prediction 期刊论文
IEEE SENSORS JOURNAL, 2022, 卷号: 22, 期号: 22, 页码: 21806-21815
作者:  Li, Yuan;  Wang, Huanjie;  Li, Jingwei;  Tan, Jie
收藏  |  浏览/下载:425/0  |  提交时间:2023/03/20
Hidden Markov models  Feature extraction  Predictive models  Sensors  Mathematical models  Data models  Adaptation models  2-D long short-term memory (2D-LSTM)  fault occurrence time (FOT) detection  information fusion unit (IFU)  remaining useful life (RUL) prediction  
Process Monitoring, Diagnosis and Control of Additive Manufacturing 期刊论文
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2022, 页码: 27
作者:  Fang, Qihang;  Xiong, Gang;  Zhou, MengChu;  Tamir, Tariku Sinshaw;  Yan, Chao-Bo;  Wu, Huaiyu;  Shen, Zhen;  Wang, Fei-Yue
收藏  |  浏览/下载:223/0  |  提交时间:2023/03/20
Additive manufacturing (AM)  in-situ monitoring  defect detection  fault diagnosis  closed-loop control  
Asynchronous fault detection for delayed semi-markov jump systems with mismatched mode-dependent nonlinearities 期刊论文
INFORMATION SCIENCES, 2022, 卷号: 587, 页码: 679-691
作者:  Ma, Chao;  Fu, Hang;  Wu, Wei
收藏  |  浏览/下载:178/0  |  提交时间:2022/07/25
Asynchronous fault detection  Semi-Markov jump systems  Mismatched mode-dependent  nonlinearities  Time-varying delay  
Fault detection and isolation for Unmanned Aerial Vehicle sensors by using extended PMI filter 会议论文
IFAC-PapersOnline, Warsaw, Poland, 2018-8-29
作者:  Guo, Dingfei;  Wang, Yuin;  Zhong, Maying
Adobe PDF(625Kb)  |  收藏  |  浏览/下载:537/395  |  提交时间:2022/04/06
Unmanned aerial vehicles  kinematics model  proportional multiple integral  sensors fault detection and isolation  
Multisensor Data-Fusion-Based Approach to Airspeed Measurement Fault Detection for Unmanned Aerial Vehicles 期刊论文
IEEE Transactions on Instrumentation and Measurement, 2018, 卷号: 67, 期号: 2, 页码: 317-327
作者:  Guo, Dingfei;  Zhong, Maiying
Adobe PDF(1853Kb)  |  收藏  |  浏览/下载:184/57  |  提交时间:2022/04/06
Airspeed estimation  fault detection  kinematics model  pitot tube  unmanned aerial vehicle  
Quality-Related Fault Diagnosis Based on k-Nearest Neighbor Rule for Non-Linear Industrial Processes 期刊论文
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2021, 卷号: 17, 期号: 11, 页码: 1-14
作者:  Ren, Zelin;  Tang, Yongqiang;  Zhang, Wensheng
Adobe PDF(1256Kb)  |  收藏  |  浏览/下载:394/67  |  提交时间:2021/12/28
fault detection  fault diagnosis  quality-related  non-linear industrial process  k-nearest neighbor rule  
Fault detection and diagnosis of the air handling unit via an enhanced kernel slow feature analysis approach considering the time-wise and batch-wise dynamics 期刊论文
ENERGY AND BUILDINGS, 2021, 卷号: 253, 页码: 22
作者:  Zhang, Hanyuan;  Li, Chengdong;  Li, Ding;  Zhang, Yunchu;  Peng, Wei
收藏  |  浏览/下载:194/0  |  提交时间:2021/12/28
Air handling unit  Fault detection and diagnosis  Kernel slow feature analysis  Multiway data analysis  Discriminant analysis  
Kernel Generalization of Multi-Rate Probabilistic Principal Component Analysis for Fault Detection in Nonlinear Process 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 8, 页码: 1465-1476
作者:  Donglei Zheng;  Le Zhou;  Zhihuan Song
Adobe PDF(1388Kb)  |  收藏  |  浏览/下载:175/69  |  提交时间:2021/06/11
Fault detection  kernel method  multi-rate process  probability principal component analysis (PPCA)