WEKO3
アイテム
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In-material reservoir implementation of reservoir-based convolution
名前 / ファイル | ライセンス | アクション |
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10406571.pdf (1.7 MB)
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||||||||||||||||||||
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公開日 | 2023-08-03 | |||||||||||||||||||||||||||||
資源タイプ | ||||||||||||||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||||||||||||||
資源タイプ | journal article | |||||||||||||||||||||||||||||
タイトル | ||||||||||||||||||||||||||||||
言語 | en | |||||||||||||||||||||||||||||
タイトル | In-material reservoir implementation of reservoir-based convolution | |||||||||||||||||||||||||||||
言語 | ||||||||||||||||||||||||||||||
言語 | eng | |||||||||||||||||||||||||||||
著者 |
田中, 悠一朗
× 田中, 悠一朗
WEKO
30537
× 宇佐美, 雄生
WEKO
30607
× 田中, 啓文
WEKO
22854
× 田向, 権
WEKO
6059
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抄録 | ||||||||||||||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||||||||||||||
内容記述 | This study aims to implement a reservoir-based convolutional neural network (CNN) on physical reservoir computing (RC) to develop an efficient image recognition system for edge AI. Therefore, we propose a novel reservoir-based convolution circuit system that uses in-material reservoir computing, a type of physical RC made from a sulfonated polyaniline network. The experimental results demonstrate that the proposed circuit system extracts image features in the same way as the original CNN and that a reservoir-based CNN on the in-material RC achieves an accuracy rate of 81.7% in an image classification task while an echo state network-based CNN achieves 87.7%. | |||||||||||||||||||||||||||||
備考 | ||||||||||||||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||||||||||||||
内容記述 | 2023 IEEE International Symposium on Circuits and Systems, ISCAS 2023, 21-25 May, 2023, Monterey, California, USA | |||||||||||||||||||||||||||||
書誌情報 |
2023 IEEE International Symposium on Circuits and Systems (ISCAS) 発行日 2023-07-21 |
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出版社 | ||||||||||||||||||||||||||||||
出版者 | IEEE | |||||||||||||||||||||||||||||
DOI | ||||||||||||||||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||||||||||||||
関連識別子 | https://doi.org/10.1109/ISCAS46773.2023.10181436 | |||||||||||||||||||||||||||||
ISBN | ||||||||||||||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||||||||||||||
関連識別子 | 978-1-6654-5109-3 | |||||||||||||||||||||||||||||
ISBN | ||||||||||||||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||||||||||||||
関連識別子 | 978-1-6654-5110-9 | |||||||||||||||||||||||||||||
ISSN | ||||||||||||||||||||||||||||||
収録物識別子タイプ | EISSN | |||||||||||||||||||||||||||||
収録物識別子 | 2158-1525 | |||||||||||||||||||||||||||||
ISSN | ||||||||||||||||||||||||||||||
収録物識別子タイプ | PISSN | |||||||||||||||||||||||||||||
収録物識別子 | 0271-4302 | |||||||||||||||||||||||||||||
著作権関連情報 | ||||||||||||||||||||||||||||||
権利情報 | Copyright (c) 2023 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | reservoir computing | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | reservoir-based convolution | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | in-material reservoir computing | |||||||||||||||||||||||||||||
キーワード | ||||||||||||||||||||||||||||||
主題Scheme | Other | |||||||||||||||||||||||||||||
主題 | edge AI | |||||||||||||||||||||||||||||
出版タイプ | ||||||||||||||||||||||||||||||
出版タイプ | AM | |||||||||||||||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||||||||||||||||||
査読の有無 | ||||||||||||||||||||||||||||||
値 | yes | |||||||||||||||||||||||||||||
研究者情報 | ||||||||||||||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/100001426_ja.html | ||||||||||||||||||||||||||||||
研究者情報 | ||||||||||||||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/100000641_ja.html |