R. Tanaka, Isao Horiuchi, Yukio Mogi, Y. Hiroshima, Y. Nakashima, M. Kimura
{"title":"Cross-Point Device using Ta2O5/Ta Layer for Synapse Element in Neural Network","authors":"R. Tanaka, Isao Horiuchi, Yukio Mogi, Y. Hiroshima, Y. Nakashima, M. Kimura","doi":"10.23919/AM-FPD.2018.8437429","DOIUrl":null,"url":null,"abstract":"We have developed a cross-point device using a Ta2O5/Ia layer for synapse elements in neural networks. Horizontal 80 and vertical 80 platinum lines and a Ta2O5/Ia layer between them make 6400 cross-point synapses integrated on a glass substrate. The electrical conductance gradually degrades by flowing current, which is available for modified Hebbian learning. We found that a neural network using the cross-point synapses are able to recognize multiple letters.","PeriodicalId":221271,"journal":{"name":"2018 25th International Workshop on Active-Matrix Flatpanel Displays and Devices (AM-FPD)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 25th International Workshop on Active-Matrix Flatpanel Displays and Devices (AM-FPD)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/AM-FPD.2018.8437429","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
We have developed a cross-point device using a Ta2O5/Ia layer for synapse elements in neural networks. Horizontal 80 and vertical 80 platinum lines and a Ta2O5/Ia layer between them make 6400 cross-point synapses integrated on a glass substrate. The electrical conductance gradually degrades by flowing current, which is available for modified Hebbian learning. We found that a neural network using the cross-point synapses are able to recognize multiple letters.