Model-based fault diagnosis methods for systems with stochastic process – A survey

被引:1
|
作者
Zhao, Zhen [1 ]
Liu, Peter Xiaoping [1 ,3 ]
Gao, Jinfeng [2 ]
机构
[1] School of Mechanical Engineering and Automation, Zhejiang Sci-Tech University, Hangzhou,310018, China
[2] School of Information Science and Engineering, Zhejiang Sci-Tech University, Hangzhou,310018, China
[3] Department of Systems and Computer Engineering, Carleton University, Ottawa,ON,K1S 5B6, Canada
基金
中国国家自然科学基金;
关键词
Failure analysis - Fault detection - Stochastic models - Stochastic systems;
D O I
暂无
中图分类号
学科分类号
摘要
Model-based methods are widely used for the fault diagnosis of stochastic dynamic systems by simply using the input–output relationship of the system. Despite encouraging results and progress over past decades, developing a reliable and effective diagnostic method for systems with stochastic processes remains a significant challenge. In this paper, a comprehensive review on this topic is performed. Representative main approaches and results are analyzed and compared, and applications in some specific industrial processes are briefly reviewed. The perspectives on current challenges and potential opportunities of future work are discussed, hoping to shed some light on this active topic. © 2022 Elsevier B.V.
引用
收藏
页码:137 / 152
相关论文
共 50 条
  • [41] Coupling data-driven and model-based methods to improve fault diagnosis
    Atoui, M. Amine
    Cohen, Achraf
    COMPUTERS IN INDUSTRY, 2021, 128
  • [42] A Survey of Fault Diagnosis and Fault-Tolerant Techniques-Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches
    Gao, Zhiwei
    Cecati, Carlo
    Ding, Steven X.
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2015, 62 (06) : 3757 - 3767
  • [43] A comparison of neural networks and model-based methods applied for fault diagnosis of electro-hydraulic control systems
    Dai, SJ
    Shi, ZQ
    Wang, JZ
    Yue, H
    2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 188 - 193
  • [44] A model-based fault diagnosis of powered wheelchair
    Itaba, Fumihiro
    Hashimoto, Masafumi
    Takahashi, Kazuhiko
    2007 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-5, 2007, : 1255 - +
  • [45] A model-based approach to robot fault diagnosis
    Liu, HH
    Coghill, GM
    APPLICATIONS AND INNOVATIONS IN INTELLIGENT SYSTEMS XII, PROCEEDINGS, 2005, : 137 - 150
  • [46] Model-based fault diagnosis of a DC motor
    Blázquez, LF
    de Miguel, LJ
    Perán, JR
    Intelligent Automations and Control: Trends Principles, and Applications, Vol 16, 2004, 16 : 237 - 242
  • [47] Autoregressive model-based gear fault diagnosis
    Wang, Wenyi
    Wong, Albert K.
    Journal of Vibration and Acoustics, 2002, 124 (02) : 172 - 179
  • [48] Autoregressive model-based gear fault diagnosis
    Wang, WY
    Wong, AK
    JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 2002, 124 (02): : 172 - 179
  • [49] A model-based approach to sequential fault diagnosis
    Pietersma, Jurryt
    van Gemund, Arjan J. C.
    Bos, Andre
    AUTOTESTCON 2005, 2005, : 621 - 627
  • [50] A model-based approach to sequential fault diagnosis
    Pietersma, Jurryt
    van Gemund, Arjan J. C.
    Bos, Andre
    IEEE INSTRUMENTATION & MEASUREMENT MAGAZINE, 2007, 10 (02) : 46 - 52