Xiaogang Xu, Songling Wang, Fei Li, Zhengren Wu, Wei Sun
{"title":"基于小波包多类分类SVM的故障诊断研究","authors":"Xiaogang Xu, Songling Wang, Fei Li, Zhengren Wu, Wei Sun","doi":"10.1109/ICMA.2010.41","DOIUrl":null,"url":null,"abstract":"It’s still in search that how to apply SVM in muti-classify. Directed Acyclic Graph is easier to be computed and has better learning effect than other arithmetic. Experimental platform is used to simulate typical faults of circumrotate machines. Based on the frequency domain feature, energy eigenvector of frequency domain is presented using wavelet packet analysis method. DAGSVM is applied in classification, a \"grid-search\" is applied on C and using cross-validation. The classify effect is more veracious that of BP network.","PeriodicalId":233469,"journal":{"name":"2010 International Conference on Manufacturing Automation","volume":"45 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Research on Fault Diagnosis Based on Wavelet Packet Multi-class Classification SVM\",\"authors\":\"Xiaogang Xu, Songling Wang, Fei Li, Zhengren Wu, Wei Sun\",\"doi\":\"10.1109/ICMA.2010.41\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"It’s still in search that how to apply SVM in muti-classify. Directed Acyclic Graph is easier to be computed and has better learning effect than other arithmetic. Experimental platform is used to simulate typical faults of circumrotate machines. Based on the frequency domain feature, energy eigenvector of frequency domain is presented using wavelet packet analysis method. DAGSVM is applied in classification, a \\\"grid-search\\\" is applied on C and using cross-validation. The classify effect is more veracious that of BP network.\",\"PeriodicalId\":233469,\"journal\":{\"name\":\"2010 International Conference on Manufacturing Automation\",\"volume\":\"45 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-12-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 International Conference on Manufacturing Automation\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMA.2010.41\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 International Conference on Manufacturing Automation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMA.2010.41","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Research on Fault Diagnosis Based on Wavelet Packet Multi-class Classification SVM
It’s still in search that how to apply SVM in muti-classify. Directed Acyclic Graph is easier to be computed and has better learning effect than other arithmetic. Experimental platform is used to simulate typical faults of circumrotate machines. Based on the frequency domain feature, energy eigenvector of frequency domain is presented using wavelet packet analysis method. DAGSVM is applied in classification, a "grid-search" is applied on C and using cross-validation. The classify effect is more veracious that of BP network.