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説明:

Physical reservoir computing (PRC) is useful for edge computing, although the challenge is to improve computational performance. In this study, we developed an inverted input method, that the inverted input is additionally applied to a physical reservoir together with the original input, to improve the performance of the ion-gating reservoir. The error in a second-order nonlinear equation task was 7.3×10-5, the lowest error in reported PRC to date. Improvement of high dimensionality by the method was confirmed to be the origin of the performance enhancement. This inverted input method is versatile enough to enhance the performance of any other PRC.

権利情報:

• Creative Commons BY Attribution 4.0 International
  

キーワード: Physical reservoir computing, Ion-gating reservoir, Solid state ionics, Electric double layer transistor

刊行年月日: 2024-02-01

出版者: IOP Publishing

掲載誌:

• Applied Physics Express (ISSN: 18820786) vol. 17 issue. 2 024501

研究助成金:

• Ministry of Education, Culture, Sports, Science and Technology JPMXP1223NM5072
• Iketani Science and Technology Foundation
• JFE 21st Century Foundation
• Japan Society for the Promotion of Science JP22H04625
• Precursory Research for Embryonic Science and Technology JPMJPR23H4

原稿種別: 出版者版 (Version of record)

MDR DOI:

公開URL: https://doi.org/10.35848/1882-0786/ad2906

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更新時刻: 2024-08-05 12:30:15 +0900

MDRでの公開時刻: 2024-08-05 12:30:15 +0900