收稿日期: 2009-09-03
修回日期: 2009-10-21
网络出版日期: 2010-06-25
基金资助
国家自然科学基金资助项目(50875086); 广州市科技计划项目(2008J1-C101); 华南理工大学中央高校基本科研业务费专项资金资助项目(2009ZM0287)
Selection of Effective Singular Values Based on Curvature Spectrum of Singular Values
Received date: 2009-09-03
Revised date: 2009-10-21
Online published: 2010-06-25
Supported by
国家自然科学基金资助项目(50875086); 广州市科技计划项目(2008J1-C101); 华南理工大学中央高校基本科研业务费专项资金资助项目(2009ZM0287)
赵学智 叶邦彦 陈统坚 . 基于奇异值曲率谱的有效奇异值选择[J]. 华南理工大学学报(自然科学版), 2010 , 38(6) : 11 -18,23 . DOI: 10.3969/j.issn.1000-565X.2010.06.003
In order to realize the automatic selection of effective singular values,the method of curvature spectrum of singular values is proposed.The characteristic of the singular values of both ideal signals and noise signals is studied.It is discovered that there is a big turning point in the singular value curve of ideal signals,but not in the one of noise signals.Then the concept of curvature spectrum of singular value is put forward to describe the turning point of singular values of noisy signals,and some problems relating to the computation of curvature spectrum are analyzed.The results show that the number of effective singular values can be determined according to the position of the maximum peak of curvature spectrum.Specifically,this number is k if the singular value curve is convex in the coordinates k of the maximum peak,and is k-1 if the curve is concave.The effective singular values of a bearing vibration signal are well determined by the proposed method,and a modulation phenomenon caused by the small pits in the rolling track is extracted,according to which the number of the small pits is reliably diagnosed.
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