{"title":"A MLP/BP-based equalizer for NRZ signal recovery in band-limited channels","authors":"Terng-Ren Hsu, Terng-Yin Hsu, Hsuan-Yu Liu, Shuenn-Der Tzeng, Jyh-Neng Yang, Chen-Yi Lee","doi":"10.1109/MWSCAS.2000.951462","DOIUrl":null,"url":null,"abstract":"A multi-layered perceptron neural network with the backpropagation algorithm (MLP/BP) is realized as an equalizer for nonreturn-to-zero (NRZ) signal recovery in band-limited channels. It is applied as an adaptive filter to recover the NRZ signal. By computer simulations, the proposed design can recover 100 MHz NRZ data in a 10 MHz channel.","PeriodicalId":437349,"journal":{"name":"Proceedings of the 43rd IEEE Midwest Symposium on Circuits and Systems (Cat.No.CH37144)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2000-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 43rd IEEE Midwest Symposium on Circuits and Systems (Cat.No.CH37144)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MWSCAS.2000.951462","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8
Abstract
A multi-layered perceptron neural network with the backpropagation algorithm (MLP/BP) is realized as an equalizer for nonreturn-to-zero (NRZ) signal recovery in band-limited channels. It is applied as an adaptive filter to recover the NRZ signal. By computer simulations, the proposed design can recover 100 MHz NRZ data in a 10 MHz channel.
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