P. Bienstman, J. Dambre, A. Katumba, Matthias Freiberger, Floris Laporte, A. Lugnan, Stijn Sackesyn, Chonghuai Ma
{"title":"Neuromorphic information processing using silicon photonics","authors":"P. Bienstman, J. Dambre, A. Katumba, Matthias Freiberger, Floris Laporte, A. Lugnan, Stijn Sackesyn, Chonghuai Ma","doi":"10.1117/12.2524707","DOIUrl":null,"url":null,"abstract":"We present our latest results on silicon photonics neuromorphic information processing based a.o. on techniques like reservoir computing. First, we dicuss how passive reservoir computing can be used to perform non-linear signal equalisation in telecom links. Then, we introduce a training method that can deal with limited weight resolution for a hardware implementation of a photonic readout.","PeriodicalId":363843,"journal":{"name":"Active Photonic Platforms XI","volume":"9 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Active Photonic Platforms XI","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1117/12.2524707","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
We present our latest results on silicon photonics neuromorphic information processing based a.o. on techniques like reservoir computing. First, we dicuss how passive reservoir computing can be used to perform non-linear signal equalisation in telecom links. Then, we introduce a training method that can deal with limited weight resolution for a hardware implementation of a photonic readout.
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