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  • 标题:A Prediction Method Based on Improved Echo State Network for COVID-19 Nonlinear Time Series
  • 本地全文:下载
  • 作者:Banteng Liu ; Wei Chen ; Yourong Chen
  • 期刊名称:Journal of Computer and Communications
  • 印刷版ISSN:2327-5219
  • 电子版ISSN:2327-5227
  • 出版年度:2020
  • 卷号:08
  • 期号:12
  • 页码:113-122
  • DOI:10.4236/jcc.2020.812011
  • 语种:English
  • 出版社:Scientific Research Publishing
  • 摘要:This paper proposes a prediction method based on improved Echo State Network for COVID-19 nonlinear time series, which improves the Echo State Network from the reservoir topology and the output weight matrix, and adopt the ABC (Artificial Bee Colony) algorithm based on crossover and crowding strategy to optimize the parameters. Finally, the proposed method is simulated and the results show that it has stronger prediction ability for COVID-19 nonlinear time series.
  • 关键词:COVID-19;Nonlinear Time Series;Prediction;Echo State Network
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