Literature DB >> 27776742

Set-membership methodology for model-based prognosis.

Basma Yousfi1, Tarek Raïssi2, Messaoud Amairi3, Mohamed Aoun4.   

Abstract

This paper addresses model-based prognosis to predict Remaining Useful Life (RUL) of a class of dynamical systems. The methodology is based on singular perturbed techniques to take into account the slow behavior of degradations. The full-order system is firstly decoupled into slow and fast subsystems. An interval observer is designed for both subsystems under the assumption that the measurement noise and the disturbances are bounded. Then, the degradation is modeled as a polynomial whose parameters are estimated using ellipsoid algorithms. Finally, the RUL is predicted based on an interval evaluation of the degradation model over a time horizon. A numerical example illustrates the proposed technique.
Copyright © 2016 ISA. Published by Elsevier Ltd. All rights reserved.

Keywords:  Damage; Interval observers; Prognosis; Remaining useful life; Singularly perturbed systems

Year:  2016        PMID: 27776742     DOI: 10.1016/j.isatra.2016.09.025

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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