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Prognostic analysis based on updated grey model for axial piston pump

  • Wenliang Hu*
  • , Shaoping Wang
  • , Zhaomin He
  • , Sijun Zhao
  • *此作品的通讯作者
  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Gradual degradation is the pivotal factor in prognostics analysis while the performance degradation is difficult to get with limit or blurry data. Based on the failure mechanism analysis of axial piston pump, the abrasion resulting from uneven contact between valve plate and cylinder barrel is the crux. With measured value, this paper presents a updated grey model and algorithm flow based on fix dimension updated technique and δ filter, in which the grey model overcomes the influence of uncertainty and disturbance and δ filter improves the quality of original data. Through renewing the information of grey model dynamically, the precision of prognostics increases greatly. Application indicates that the updated grey prediction algorithm could strengthen the scoring of new data and improve the prognostic accuracy with limit data.

源语言英语
主期刊名Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010
571-575
页数5
DOI
出版状态已出版 - 2010
活动5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010 - Taichung, 中国台湾
期限: 15 6月 201017 6月 2010

出版系列

姓名Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010

会议

会议5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010
国家/地区中国台湾
Taichung
时期15/06/1017/06/10

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