Title :
A Survey of Fault Diagnosis and Fault-Tolerant Techniques—Part II: Fault Diagnosis With Knowledge-Based and Hybrid/Active Approaches
Author :
Zhiwei Gao ; Cecati, Carlo ; Ding, Steven X.
Author_Institution :
Fac. of Eng. & Environ., Univ. of Northumbria, Newcastle upon Tyne, UK
Abstract :
This is the second-part paper of the survey on fault diagnosis and fault-tolerant techniques, where fault diagnosis methods and applications are overviewed, respectively, from the knowledge-based and hybrid/active viewpoints. With the aid of the first-part survey paper, the second-part review paper completes a whole overview on fault diagnosis techniques and their applications. Comments on the advantages and constraints of various diagnosis techniques, including model-based, signal-based, knowledge-based, and hybrid/active diagnosis techniques, are also given. An overlook on the future development of fault diagnosis is presented.
Keywords :
fault diagnosis; fault tolerance; knowledge based systems; active approaches; active diagnosis techniques; fault diagnosis; fault-tolerant techniques; knowledge-based approaches; knowledge-based diagnosis techniques; model-based diagnosis techniques; signal-based diagnosis techniques; Fault detection; Fault diagnosis; Feature extraction; Knowledge based systems; Monitoring; Real-time systems; Support vector machines; Active fault diagnosis; Analytical redundancy; active fault diagnosis; analytical redundancy; fault tolerance; hybrid fault diagnosis; knowledge-based fault diagnosis; real-time monitoring;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2015.2419013
