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基于 D-S 证据理论的航天设备寿命预测方法

丁瑞 陆宁云 程月华 姜斌 邢琰

中国空间科学技术2016,Vol.36Issue(4):58-66,9.
中国空间科学技术2016,Vol.36Issue(4):58-66,9.DOI:10.16708/j.cnki.1000-758X.2016.0044

基于 D-S 证据理论的航天设备寿命预测方法

Lifetime prediction of aerospace equipment based on D-S evidence theory

丁瑞 1陆宁云 1程月华 2姜斌 1邢琰3

作者信息

  • 1. 南京航空航天大学 自动化学院,南京 211016
  • 2. 南京航空航天大学 航天学院,南京 211016
  • 3. 北京控制工程研究所,北京 100191
  • 折叠

摘要

Abstract

An information fusion method was proposed based on D-S evidence theory and Bayes theory for lifetime prediction of important aerospace equipment, momentum wheel. Fi rstly,multi-source life information were collected and mined to obtain the prior distribution of the momentum wheel′s lifetime,in order to bui ld D-S evidence collections.Secondly,D-S combination rule was used to obtain reasonable weight allocation for prior distributions.After that,fusion posterior distribution was figured out and the values of life parameters were also estimated. Finally, according to parameters′ estimation, the lifetime prediction for momentum wheel was derived. Simulation result shows that the prediction using the proposed method is closer to the real lifetime measurements.

关键词

寿命预测/多源信息融合/D-S 证据理论/Bayes 方法/动量轮

Key words

lifetime prediction/multi-source information fusion/D-S evidence theory/Bayes method/Momentum wheel

分类

通用工业技术

引用本文复制引用

丁瑞,陆宁云,程月华,姜斌,邢琰..基于 D-S 证据理论的航天设备寿命预测方法[J].中国空间科学技术,2016,36(4):58-66,9.

基金项目

国家自然科学基金(61374141,61203091) (61374141,61203091)

中国空间科学技术

OA北大核心CSCDCSTPCD

1000-758X

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