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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4927151/ https://www.ncbi.nlm.nih.gov/pubmed/27355578 http://dx.doi.org/10.1371/journal.pone.0158435 |
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author | Li, Lingling Han, Ye Chen, Wenyuan Lv, Congmin Sun, Dongwang |
author_facet | Li, Lingling Han, Ye Chen, Wenyuan Lv, Congmin Sun, Dongwang |
author_sort | Li, Lingling |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-4927151 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-49271512016-07-18 An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series Li, Lingling Han, Ye Chen, Wenyuan Lv, Congmin Sun, Dongwang PLoS One Research Article 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. Public Library of Science 2016-06-29 /pmc/articles/PMC4927151/ /pubmed/27355578 http://dx.doi.org/10.1371/journal.pone.0158435 Text en © 2016 Li et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Li, Lingling Han, Ye Chen, Wenyuan Lv, Congmin Sun, Dongwang An Improved Wavelet Packet-Chaos Model for Life Prediction of Space Relays Based on Volterra Series |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4927151/ https://www.ncbi.nlm.nih.gov/pubmed/27355578 http://dx.doi.org/10.1371/journal.pone.0158435 |
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