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A Hybrid Method Using HAVOK Analysis and Machine Learning for Predicting Chaotic Time Series

The prediction of chaotic time series systems has remained a challenging problem in recent decades. A hybrid method using Hankel Alternative View Of Koopman (HAVOK) analysis and machine learning (HAVOK-ML) is developed to predict chaotic time series. HAVOK-ML simulates the time series by reconstruct...

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Detalles Bibliográficos
Autores principales: Yang, Jinhui, Zhao, Juan, Song, Junqiang, Wu, Jianping, Zhao, Chengwu, Leng, Hongze
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947207/
https://www.ncbi.nlm.nih.gov/pubmed/35327919
http://dx.doi.org/10.3390/e24030408