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A Survey of Fault Diagnosis and Fault-Tolerant Techniques—Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches

IEEE Transactions on Industrial Electronics · 2015 · Vol. 62(6) · pp. 3757–3767
Zhiwei GaoCarlo CecatiSteven X. Ding

Abstract

With the continuous increase in complexity and expense of industrial systems, there is less tolerance for performance degradation, productivity decrease, and safety hazards, which greatly necessitates to detect and identify any kinds of potential abnormalities and faults as early as possible and implement real-time fault-tolerant operation for minimizing performance degradation and avoiding dangerous situations. During the last four decades, fruitful results have been reported about fault diagnosis and fault-tolerant control methods and their applications in a variety of engineering systems. The three-part survey paper aims to give a comprehensive review of real-time fault diagnosis and fault-tolerant control, with particular attention on the results reported in the last decade. In this paper, fault diagnosis approaches and their applications are comprehensively reviewed from model- and signal-based perspectives, respectively.

Fault Detection and Control SystemsMachine Fault Diagnosis TechniquesMineral Processing and GrindingFault toleranceFault (geology)Reliability engineeringSoftware fault toleranceStuck-at faultFault indicatorComputer scienceFault coverageEngineeringDegradation (telecommunications)
Citations
2,965
FWCI
177.32
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179
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References
Diagnosability of discrete-event systems
IEEE Transactions on Automatic Control · 1995 · 1,580 citations
Survey on Reliability of Power Electronic Systems
IEEE Transactions on Power Electronics · 2012 · 834 citations
From Model, Signal to Knowledge: A Data-Driven Perspective of Fault Detection and Diagnosis
IEEE Transactions on Industrial Informatics · 2013 · 710 citations
Support vector machine in machine condition monitoring and fault diagnosis
Mechanical Systems and Signal Processing · 2007 · 1,551 citations
Hilbert–Huang Transform-Based Vibration Signal Analysis for Machine Health Monitoring
IEEE Transactions on Instrumentation and Measurement · 2006 · 355 citations
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