Y. Horio, Takemori Orima, K. Kiyoyama, M. Koyanagi
{"title":"混沌神经网络库在TSV/$\\mu\\text{Bump}$堆叠三维循环神经网络集成电路上的实现","authors":"Y. Horio, Takemori Orima, K. Kiyoyama, M. Koyanagi","doi":"10.1109/3dic52383.2021.9687614","DOIUrl":null,"url":null,"abstract":"A TSV/$\\mu\\text{Bump}$ stacked 3D cyclic deep neural network integrated circuit architecture was proposed. Furthermore, a technique for embedding a chaotic neural network reservoir into the proposed architecture was devised. A proof-of-concept neural network chip, and a weight memory chip have been designed and fabricated to confirm the feasibly of the proposed architecture. In this study, the neuron chip configured as a cyclic chaotic neuron circuit is evaluated by measuring circuit building blocks, and constructing a dedicated MATLAB circuit emulator based on the measurement results from the chip. Some of the results from the MATLAB emulator are illustrated.","PeriodicalId":120750,"journal":{"name":"2021 IEEE International 3D Systems Integration Conference (3DIC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Implementation of a Chaotic Neural Network Reservoir on a TSV/$\\\\mu\\\\text{Bump}$ Stacked 3D Cyclic Neural Network Integrated Circuit\",\"authors\":\"Y. Horio, Takemori Orima, K. Kiyoyama, M. Koyanagi\",\"doi\":\"10.1109/3dic52383.2021.9687614\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A TSV/$\\\\mu\\\\text{Bump}$ stacked 3D cyclic deep neural network integrated circuit architecture was proposed. Furthermore, a technique for embedding a chaotic neural network reservoir into the proposed architecture was devised. A proof-of-concept neural network chip, and a weight memory chip have been designed and fabricated to confirm the feasibly of the proposed architecture. In this study, the neuron chip configured as a cyclic chaotic neuron circuit is evaluated by measuring circuit building blocks, and constructing a dedicated MATLAB circuit emulator based on the measurement results from the chip. Some of the results from the MATLAB emulator are illustrated.\",\"PeriodicalId\":120750,\"journal\":{\"name\":\"2021 IEEE International 3D Systems Integration Conference (3DIC)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International 3D Systems Integration Conference (3DIC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/3dic52383.2021.9687614\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International 3D Systems Integration Conference (3DIC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/3dic52383.2021.9687614","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Implementation of a Chaotic Neural Network Reservoir on a TSV/$\mu\text{Bump}$ Stacked 3D Cyclic Neural Network Integrated Circuit
A TSV/$\mu\text{Bump}$ stacked 3D cyclic deep neural network integrated circuit architecture was proposed. Furthermore, a technique for embedding a chaotic neural network reservoir into the proposed architecture was devised. A proof-of-concept neural network chip, and a weight memory chip have been designed and fabricated to confirm the feasibly of the proposed architecture. In this study, the neuron chip configured as a cyclic chaotic neuron circuit is evaluated by measuring circuit building blocks, and constructing a dedicated MATLAB circuit emulator based on the measurement results from the chip. Some of the results from the MATLAB emulator are illustrated.