WEKO3
-
RootNode
アイテム
Performance of Ag–Ag2S core–shell nanoparticle-based random network reservoir computing device
http://hdl.handle.net/10228/00008735
http://hdl.handle.net/10228/0000873579a7b077-3409-42da-b30b-8dbdc982ca9c
名前 / ファイル | ライセンス | アクション |
---|---|---|
neuro_14.pdf (692.3 kB)
|
|
Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
公開日 | 2022-02-22 | |||||||||||||||||
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 | ||||||||||||||||||
タイトル | Performance of Ag–Ag2S core–shell nanoparticle-based random network reservoir computing device | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | eng | |||||||||||||||||
著者 |
Hadiyawarman
× Hadiyawarman× 宇佐美, 雄生
WEKO
30607
× Kotooka, Takumi× Azhari, Saman× Eguchi, Masanori× 田中, 啓文
WEKO
22854
|
|||||||||||||||||
抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | Reservoir computing (RC), a low-power computational framework derived from recurrent neural networks, is suitable for temporal/sequential data processing. Here, we report the development of RC devices utilizing Ag–Ag2S core–shell nanoparticles (NPs), synthesized by a simple wet chemical protocol, as the reservoir layer. We examined the NP-based reservoir layer for the required properties of RC hardware, such as echo state property, and then performed the benchmark tasks. Our study on NP-based reservoirs highlighted the importance of the dynamics between the NPs as indicated by the rich high dimensionality due to the echo state property. These dynamics affected the accuracy (up to 99%) of the target waveforms that were generated with a low number of readout channels. Our study demonstrates the great potential of Ag–Ag2S NPs for the development of next-generation RC hardware. | |||||||||||||||||
書誌情報 |
Japanese Journal of Applied Physics 巻 60, 号 SC, p. SCCF02-1-SCCF02-5, 発行日 2021-02-22 |
|||||||||||||||||
出版社 | ||||||||||||||||||
出版者 | 応用物理学会 | |||||||||||||||||
DOI | ||||||||||||||||||
関連タイプ | isVersionOf | |||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||
関連識別子 | https://doi.org/10.35848/1347-4065/abe206 | |||||||||||||||||
日本十進分類法 | ||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||
主題 | 548 | |||||||||||||||||
NCID | ||||||||||||||||||
収録物識別子タイプ | NCID | |||||||||||||||||
収録物識別子 | AA12295836 | |||||||||||||||||
ISSN | ||||||||||||||||||
収録物識別子タイプ | ISSN | |||||||||||||||||
収録物識別子 | 1347-4065 | |||||||||||||||||
ISSN | ||||||||||||||||||
収録物識別子タイプ | ISSN | |||||||||||||||||
収録物識別子 | 0021-4922 | |||||||||||||||||
著作権関連情報 | ||||||||||||||||||
権利情報 | Copyright (c) 2021 The Japan Society of Applied Physics | |||||||||||||||||
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 | |||||||||||||||||
連携ID | ||||||||||||||||||
値 | 8831 |