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An improved similarity-based prognostic algorithm...
Journal article

An improved similarity-based prognostic algorithm for RUL estimation using an RNN autoencoder scheme

Abstract

Remaining useful life (RUL) estimation of a degrading system is the major prognostic activity in many industry applications. This paper presents an improved version of the similarity-based curve matching method for the remaining useful life estimation of a mechanical system, which is a companion paper of our previous work on RUL estimations using a bidirectional recurrent neural network (RNN) based autoencoder scheme. We propose a …

Authors

Yu W; Kim IY; Mechefske C

Journal

Reliability Engineering & System Safety, Vol. 199, ,

Publisher

Elsevier

Publication Date

July 2020

DOI

10.1016/j.ress.2020.106926

ISSN

0951-8320