Literature DB >> 30057176

A bounded-error approach to actuator fault diagnosis and remaining useful life prognosis of Takagi-Sugeno fuzzy systems.

Beata Mrugalska1.   

Abstract

The paper presents an actuator fault diagnosis and prognosis scheme for Takagi-Sugeno fuzzy system. It overcomes the drawbacks of the approaches presented in the relevant literature by taking into consideration the problem of the robustness. The proposed approach consists of an actuator fault estimator which provides knowledge about faults with their uncertainty intervals. Thus, the fault detection mechanism relies on an acceptable threshold imposed on these intervals. Once the fault is detected, the remaining useful life of an actuator is predicted what is expressed in the so-called time-to-failure. Similarly as in the case of fault estimation, the remaining useful life is provided as an uncertainty interval. It should be notated that previously reported approaches to Takagi-Sugeno systems cannot either provide the uncertainty of fault estimates for remaining useful life. To tackle the development of the above schemes the theory of quadratic boundedness and feasible parameter set-based estimation are employed. The final part of the paper portrays a case study which clearly exhibits the performance of the proposed approach.
Copyright © 2018 ISA. Published by Elsevier Ltd. All rights reserved.

Keywords:  Fault diagnosis; Fault estimation; Remaining useful life prediction; Time to failure

Year:  2018        PMID: 30057176     DOI: 10.1016/j.isatra.2018.07.010

Source DB:  PubMed          Journal:  ISA Trans        ISSN: 0019-0578            Impact factor:   5.468


  1 in total

1.  Health-Aware Model-Predictive Control of a Cooperative AGV-Based Production System.

Authors:  Beata Mrugalska; Ralf Stetter
Journal:  Sensors (Basel)       Date:  2019-01-27       Impact factor: 3.576

  1 in total

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