An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.

In this paper, an improved algorithm of wavelet packet-chaos model for life prediction of space relays based on volterra series is proposed. In the proposed method, the high and low frequency time sequence components of performance parameters are obtained by employing the improved wavelet packet tra...

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Main Authors: Lingling Li, Ye Han, Wenyuan Chen, Congmin Lv, Dongwang Sun
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4927151?pdf=render
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spelling doaj-3d4e610e21ed48afae3bb1a0408446532020-11-25T02:08:49ZengPublic Library of Science (PLoS)PLoS ONE1932-62032016-01-01116e015843510.1371/journal.pone.0158435An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.Lingling LiYe HanWenyuan ChenCongmin LvDongwang SunIn this paper, an improved algorithm of wavelet packet-chaos model for life prediction of space relays based on volterra series is proposed. In the proposed method, the high and low frequency time sequence components of performance parameters are obtained by employing the improved wavelet packet transform to decompose the performance parameters of the relay into multiple scales. Then the optimization algorithm of parameters in volterra series is improved, and is used to construct a chaotic forecasting model for the high and low frequency time sequence components gained by the wavelet packet transform. At last, the chaotic forecasting results of the high and low frequency components are combined by taking the wavelet packet reconstruction approach, so as to predict the lifetime of the studied space relay. The algorithm can predict the life curve of the relay accurately and reflect the characteristics of the relay performance with sufficient accuracy. The proposed method is validated via a case study of a space relay.http://europepmc.org/articles/PMC4927151?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Lingling Li
Ye Han
Wenyuan Chen
Congmin Lv
Dongwang Sun
spellingShingle Lingling Li
Ye Han
Wenyuan Chen
Congmin Lv
Dongwang Sun
An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
PLoS ONE
author_facet Lingling Li
Ye Han
Wenyuan Chen
Congmin Lv
Dongwang Sun
author_sort Lingling Li
title An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
title_short An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
title_full An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
title_fullStr An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
title_full_unstemmed An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series.
title_sort improved wavelet packet-chaos model for life prediction of space relays based on volterra series.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2016-01-01
description In this paper, an improved algorithm of wavelet packet-chaos model for life prediction of space relays based on volterra series is proposed. In the proposed method, the high and low frequency time sequence components of performance parameters are obtained by employing the improved wavelet packet transform to decompose the performance parameters of the relay into multiple scales. Then the optimization algorithm of parameters in volterra series is improved, and is used to construct a chaotic forecasting model for the high and low frequency time sequence components gained by the wavelet packet transform. At last, the chaotic forecasting results of the high and low frequency components are combined by taking the wavelet packet reconstruction approach, so as to predict the lifetime of the studied space relay. The algorithm can predict the life curve of the relay accurately and reflect the characteristics of the relay performance with sufficient accuracy. The proposed method is validated via a case study of a space relay.
url http://europepmc.org/articles/PMC4927151?pdf=render
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