A sliding window feature extraction method for rotating machinery based on the lifting scheme

被引:33
作者
Duan Chendong
He Zhengjia
Jiang Hongkai [1 ]
机构
[1] Northwestern Polytech Univ, Sch Aeronaut, Xian 710072, Peoples R China
[2] Xi An Jiao Tong Univ, Sch Mech Engn, Xian, Peoples R China
[3] Changan Univ, Sch Civil Engn, Xian, Peoples R China
关键词
D O I
10.1016/j.jsv.2006.07.037
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In order to diagnose and predict incipient fault of rotating machinery, a new sliding window feature extraction method based on the lifting scheme is proposed for extracting transient impacts from original signals. Firstly, a wavelet with impact characteristics is constructed by using the lifting scheme to decompose signals. Then a sliding window designed according to the revolution cycle of given rotating machinery is applied to process detail signals. By extracting modulus maxima from these windows, fault features and their locations in the original signals are revealed. An incipient impact fault caused by axis misalignment, and mass imbalance and a bush broken fault have been successfully detected by using the proposed approach. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:774 / 785
页数:12
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