SIA OpenIR  > 数字工厂研究室
Vibration analysis approach for corrosion pitting detection based on SVDD and PCA
Zhang YL(章永来); Shi HB(史海波); Zhou XF(周晓锋); Zheng ZY(郑泽宇)
Department数字工厂研究室
Conference Name2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER)
Conference DateJune 8-12, 2015
Conference PlaceShenyang, China
Source Publication2015 IEEE International Conference on Cyber Technology in Automation, Control, and Intelligent Systems (CYBER)
PublisherIEEE
Publication PlacePiscataway, NJ, USA
2015
Pages1534-1538
Indexed ByEI ; CPCI(ISTP)
EI Accession number20161402187638
WOS IDWOS:000380502300280
Contribution Rank1
ISSN2379-7711
ISBN978-1-4799-8730-6
KeywordMachine Learning Rolling Bearing Corrosion Pitting Svdd Pca
AbstractThis study is focused on corrosion pitting on the raceways and ball in rolling bearings. We analyze 224 records in the time domain, and combine support vector data description (SVDD) with principal component analysis (PCA) algorithm to improve diagnostic accuracy. Experiment results show that the proposed method can achieve good accuracy based on an imbalanced dataset. The new method is thus well-suited for corrosion pitting detection in rolling bearings.
Language英语
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type会议论文
Identifierhttp://ir.sia.cn/handle/173321/17355
Collection数字工厂研究室
Affiliation1.Shenyang Institute of Automation, Chinese Academy of Sciences, University of Chinese Academy of Sciences, Beijing, China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Key Laboratory of Network Control System, Chinese Academy of Sciences, Shenyang, China
Recommended Citation
GB/T 7714
Zhang YL,Shi HB,Zhou XF,et al. Vibration analysis approach for corrosion pitting detection based on SVDD and PCA[C]. Piscataway, NJ, USA:IEEE,2015:1534-1538.
Files in This Item: Download All
File Name/Size DocType Version Access License
Vibration analysis a(125KB)会议论文 开放获取CC BY-NC-SAView Download
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang YL(章永来)]'s Articles
[Shi HB(史海波)]'s Articles
[Zhou XF(周晓锋)]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang YL(章永来)]'s Articles
[Shi HB(史海波)]'s Articles
[Zhou XF(周晓锋)]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang YL(章永来)]'s Articles
[Shi HB(史海波)]'s Articles
[Zhou XF(周晓锋)]'s Articles
Terms of Use
No data!
Social Bookmark/Share
File name: Vibration analysis approach for corrosion pitting detection based on SVDD and PCA.pdf
Format: Adobe PDF
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.