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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)
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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
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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
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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
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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
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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)
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浏览/下载:537/395
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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)
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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)
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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)
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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)