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アイテム
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Random network device fabricated using Ag2Se nanowires for data augmentation with binarized convolutional neural network
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neuro_24.pdf (1.8 MB)
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||||||||||||||||||||
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公開日 | 2023-03-14 | |||||||||||||||||||||||||||||
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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 | Random network device fabricated using Ag2Se nanowires for data augmentation with binarized convolutional neural network | |||||||||||||||||||||||||||||
言語 | ||||||||||||||||||||||||||||||
言語 | eng | |||||||||||||||||||||||||||||
著者 |
Kotooka, Takumi
× Kotooka, Takumi× 田中, 悠一朗
WEKO
30537
× 田向, 権
WEKO
6059
× 宇佐美, 雄生
WEKO
30607
× 田中, 啓文
WEKO
22854
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抄録 | ||||||||||||||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||||||||||||||
内容記述 | An Ag2Se nanowire random network was fabricated for application as a data augmentation device and combined with a binary convolutional neural network (BCNN) to achieve high accuracy in voice classification tasks. Due to the nonlinear high-dimensional characteristics resulting from the formation of the conductive filament at the cross junction, the Ag2Se device could transform input data into higher-order multiple signals, thereby enhancing the accuracy of the classification task by augmenting input signals. The results indicate that materials can realize data augmentation with the same performance as software, suggesting that material-based hardware can be used as an elemental technology for information processing. | |||||||||||||||||||||||||||||
書誌情報 |
Applied Physics Express 巻 16, 号 1, p. 014002-1-014002-7, 発行日 2023-01-12 |
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出版者 | IOP Publishing | |||||||||||||||||||||||||||||
DOI | ||||||||||||||||||||||||||||||
関連タイプ | isIdenticalTo | |||||||||||||||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||||||||||||||
関連識別子 | https://doi.org/10.35848/1882-0786/acae6a | |||||||||||||||||||||||||||||
日本十進分類法 | ||||||||||||||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||||||||||||||
主題 | 547 | |||||||||||||||||||||||||||||
ISSN | ||||||||||||||||||||||||||||||
収録物識別子タイプ | EISSN | |||||||||||||||||||||||||||||
収録物識別子 | 1882-0786 | |||||||||||||||||||||||||||||
ISSN | ||||||||||||||||||||||||||||||
収録物識別子タイプ | PISSN | |||||||||||||||||||||||||||||
収録物識別子 | 1882-0778 | |||||||||||||||||||||||||||||
著作権関連情報 | ||||||||||||||||||||||||||||||
権利情報 | Copyright (c) 2023 The Author(s). Published on behalf of The Japan Society of Applied Physics by IOP Publishing Ltd. Content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. | |||||||||||||||||||||||||||||
出版タイプ | ||||||||||||||||||||||||||||||
出版タイプ | VoR | |||||||||||||||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||||||||||||||||
査読の有無 | ||||||||||||||||||||||||||||||
値 | yes | |||||||||||||||||||||||||||||
研究者情報 | ||||||||||||||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/100000641_ja.html | ||||||||||||||||||||||||||||||
論文ID(連携) | ||||||||||||||||||||||||||||||
10406427 | ||||||||||||||||||||||||||||||
連携ID | ||||||||||||||||||||||||||||||
11089 |