Health indicator construction and remaining useful life prediction for space Stirling cryocooler

Stirling cryocoolers are widely used to refrigerate significant facilities in military and aerospace applications. However, under the influences of high-frequency piston motion and thermal environment deterioration, the refrigerating performance of Stirling cryocoolers will worsen inevitably, thus a...

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Main Authors: Lei Song, Haoran Liang, Wei Teng, Lili Guo
Format: Article
Language:English
Published: SAGE Publishing 2019-12-01
Series:Advances in Mechanical Engineering
Online Access:https://doi.org/10.1177/1687814019896734
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spelling doaj-e0791a086949431a8542f026a8d9f09a2020-11-25T03:53:11ZengSAGE PublishingAdvances in Mechanical Engineering1687-81402019-12-011110.1177/1687814019896734Health indicator construction and remaining useful life prediction for space Stirling cryocoolerLei Song0Haoran Liang1Wei Teng2Lili Guo3Key Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, ChinaKey Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, ChinaKey Laboratory of Condition Monitoring and Control for Power Plant Equipment of Ministry of Education, North China Electric Power University, Beijing, ChinaKey Laboratory of Space Utilization, Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, ChinaStirling cryocoolers are widely used to refrigerate significant facilities in military and aerospace applications. However, under the influences of high-frequency piston motion and thermal environment deterioration, the refrigerating performance of Stirling cryocoolers will worsen inevitably, thus affecting the successful accomplishment of space mission. In this article, a methodology on assessing the performance of space Stirling cryocoolers is proposed, which involves the analysis of the failure mechanism, health indicator construction and remaining useful life prediction of the cryocooler. The potential factors affecting the refrigerating performance are discussed first. In view of these, three health indicators representing the degradation process of cryocoolers are constructed and then a multi-indicator method based on particle filter is proposed for remaining useful life prediction. Finally, the proposed method is validated by a Stirling cryocooler from one retired aircraft, and the results show that the constructed health indicators and remaining useful life prediciton approaches are effective for performance assessment of Stirling cryocooler.https://doi.org/10.1177/1687814019896734
collection DOAJ
language English
format Article
sources DOAJ
author Lei Song
Haoran Liang
Wei Teng
Lili Guo
spellingShingle Lei Song
Haoran Liang
Wei Teng
Lili Guo
Health indicator construction and remaining useful life prediction for space Stirling cryocooler
Advances in Mechanical Engineering
author_facet Lei Song
Haoran Liang
Wei Teng
Lili Guo
author_sort Lei Song
title Health indicator construction and remaining useful life prediction for space Stirling cryocooler
title_short Health indicator construction and remaining useful life prediction for space Stirling cryocooler
title_full Health indicator construction and remaining useful life prediction for space Stirling cryocooler
title_fullStr Health indicator construction and remaining useful life prediction for space Stirling cryocooler
title_full_unstemmed Health indicator construction and remaining useful life prediction for space Stirling cryocooler
title_sort health indicator construction and remaining useful life prediction for space stirling cryocooler
publisher SAGE Publishing
series Advances in Mechanical Engineering
issn 1687-8140
publishDate 2019-12-01
description Stirling cryocoolers are widely used to refrigerate significant facilities in military and aerospace applications. However, under the influences of high-frequency piston motion and thermal environment deterioration, the refrigerating performance of Stirling cryocoolers will worsen inevitably, thus affecting the successful accomplishment of space mission. In this article, a methodology on assessing the performance of space Stirling cryocoolers is proposed, which involves the analysis of the failure mechanism, health indicator construction and remaining useful life prediction of the cryocooler. The potential factors affecting the refrigerating performance are discussed first. In view of these, three health indicators representing the degradation process of cryocoolers are constructed and then a multi-indicator method based on particle filter is proposed for remaining useful life prediction. Finally, the proposed method is validated by a Stirling cryocooler from one retired aircraft, and the results show that the constructed health indicators and remaining useful life prediciton approaches are effective for performance assessment of Stirling cryocooler.
url https://doi.org/10.1177/1687814019896734
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AT haoranliang healthindicatorconstructionandremainingusefullifepredictionforspacestirlingcryocooler
AT weiteng healthindicatorconstructionandremainingusefullifepredictionforspacestirlingcryocooler
AT liliguo healthindicatorconstructionandremainingusefullifepredictionforspacestirlingcryocooler
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