Zhang Zhonghao, Liu Haiying, Peng Guozheng, L. Jiaxin, Li Sun
{"title":"Research on Monitoring of Tunnel Cable Insulation Layer Based on Terahertz Wave Clustering Analysis","authors":"Zhang Zhonghao, Liu Haiying, Peng Guozheng, L. Jiaxin, Li Sun","doi":"10.1109/AEEES51875.2021.9403200","DOIUrl":null,"url":null,"abstract":"Internal defect of cable is seriously endangering the operation of power grid. To detect the defect in time, a THz(terahertz) detection method combined with clustering algorithm was proposed in this paper. To extract feature from the original waves, frequency domain features and PCA were obtained. Further, the correlation of a feature in different sample sets was analyzed through Mann-Whitney U test. According to effect of clustering, features filtered by Mann-Whitney U test show good classification performance. Based on the clustering method of terahertz wave, the inner defective and normal conditions of cable insulation can be classified quickly and accurately.","PeriodicalId":356667,"journal":{"name":"2021 3rd Asia Energy and Electrical Engineering Symposium (AEEES)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 3rd Asia Energy and Electrical Engineering Symposium (AEEES)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AEEES51875.2021.9403200","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Internal defect of cable is seriously endangering the operation of power grid. To detect the defect in time, a THz(terahertz) detection method combined with clustering algorithm was proposed in this paper. To extract feature from the original waves, frequency domain features and PCA were obtained. Further, the correlation of a feature in different sample sets was analyzed through Mann-Whitney U test. According to effect of clustering, features filtered by Mann-Whitney U test show good classification performance. Based on the clustering method of terahertz wave, the inner defective and normal conditions of cable insulation can be classified quickly and accurately.