Lifetime prognostics for multi-phase degradation with random jump at the change point

被引:0
|
作者
Zhang, Jianxun [1 ]
Si, Xiaosheng [1 ]
Hu, Changhua [1 ]
Du, Dangbo [1 ]
Pang, Zhenan [1 ]
机构
[1] Xian Res Inst High Tech, Dept Automat, Xian, Shaanxi, Peoples R China
来源
2018 INTERNATIONAL CONFERENCE ON SENSING, DIAGNOSTICS, PROGNOSTICS, AND CONTROL (SDPC) | 2018年
基金
中国国家自然科学基金;
关键词
component; Lifetime estimation; reliability; multiple phases; random jump; degradation modeling;
D O I
10.1109/SDPC.2018.00079
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the environment changing, working state switch, and physical mutation, the degradation process often exhibits multi-phase feather and the random jump usually exists at the change point, which may make traditional lifetime estimation approach for single-stage degradation process unsuitable. In this paper, we concentrate on how to model the multi-phase degradation process and estimate its lifetime. Under this consideration, we firstly formulate a general degradation framework based on the multi-phase Wiener model to describe such the degradation process. Unlike traditional methods, we provide an analytical form of lifetime estimation for two-phase model with fixed jump, and a single integral form for two-phase model with random jump via taking full advantage of the uncertainty of the degradation state at the change point. In addition, we extend these results from two-phase model to multi-phase model and obtain a general result of lifetime estimation. Finally, a numerical case is provided for illustration.
引用
收藏
页码:383 / 388
页数:6
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