{"title":"An eye diagram parameters measurement method based on K-means clustering algorithm","authors":"Bo Gao, Keyu Wei, L. Tong","doi":"10.1109/mwsym.2019.8700883","DOIUrl":null,"url":null,"abstract":"Eye diagram and its parameters measurement are very important to represent and analyze the high-speed digital signal. In this paper, K-means algorithm, which is popular in data mine, is introduced into the eye diagram parameters measurement. With the advantage of K-means algorithm, the method proposed in this paper can work automatically and effectively. A differential line is measured by vector network analyzer (VNA) and several eye diagrams at different data rates are generated by the measured S parameters. The method is used to measure these eye diagrams. Experiment results show that this method works very well.","PeriodicalId":6720,"journal":{"name":"2019 IEEE MTT-S International Microwave Symposium (IMS)","volume":"254 1","pages":"901-904"},"PeriodicalIF":0.0000,"publicationDate":"2019-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE MTT-S International Microwave Symposium (IMS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/mwsym.2019.8700883","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Eye diagram and its parameters measurement are very important to represent and analyze the high-speed digital signal. In this paper, K-means algorithm, which is popular in data mine, is introduced into the eye diagram parameters measurement. With the advantage of K-means algorithm, the method proposed in this paper can work automatically and effectively. A differential line is measured by vector network analyzer (VNA) and several eye diagrams at different data rates are generated by the measured S parameters. The method is used to measure these eye diagrams. Experiment results show that this method works very well.