Minimal Model for Reservoir Computing

Yuzuru Sato, Miki Kobayashi
{"title":"Minimal Model for Reservoir Computing","authors":"Yuzuru Sato, Miki Kobayashi","doi":"arxiv-2312.01089","DOIUrl":null,"url":null,"abstract":"A minimal model for reservoir computing is studied. We demonstrate that a\nreservoir computing exists that emulates given coupled maps by constructing a\nmodularised network. We describe a possible mechanism for collapses of the\nemulation in the reservoir computing. Such transitory behaviour is caused by\neither (i) a finite-time stagnation near an unstable chaotic set, or (ii) a\ncritical transition driven by the effective parameter drift. Our approach\nreveals the essential mechanism for reservoir computing and provides insights\ninto the design of reservoir computing for practical applications.","PeriodicalId":501305,"journal":{"name":"arXiv - PHYS - Adaptation and Self-Organizing Systems","volume":"22 10","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2023-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Adaptation and Self-Organizing Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2312.01089","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

A minimal model for reservoir computing is studied. We demonstrate that a reservoir computing exists that emulates given coupled maps by constructing a modularised network. We describe a possible mechanism for collapses of the emulation in the reservoir computing. Such transitory behaviour is caused by either (i) a finite-time stagnation near an unstable chaotic set, or (ii) a critical transition driven by the effective parameter drift. Our approach reveals the essential mechanism for reservoir computing and provides insights into the design of reservoir computing for practical applications.
储层计算的最小模型
研究了储层计算的最小模型。我们证明了通过构造模块化网络来模拟给定耦合映射的油藏计算是存在的。我们描述了油藏计算中模拟崩溃的一种可能机制。这种暂态行为是由(i)在不稳定混沌集附近的有限时间停滞或(ii)由有效参数漂移驱动的临界跃迁引起的。我们的方法揭示了储层计算的基本机制,并为实际应用的储层计算设计提供了见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信