Deep VMD-attention network for arrhythmia signal classification based on Hodgkin-Huxley model and multi-objective crayfish optimization algorithm

Hang Zhao; Xiongfei Yin

doi:10.1371/journal.pone.0321484

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Open Access

Peer-reviewed

Research Article

Deep VMD-attention network for arrhythmia signal classification based on Hodgkin-Huxley model and multi-objective crayfish optimization algorithm

Hang Zhao,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing

Affiliation School of Physics and Optoelectronic Engineering, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China
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Xiongfei Yin

Roles Conceptualization, Funding acquisition, Supervision, Visualization, Writing – review & editing

* E-mail: yinxiongfei888@163.com

Affiliation School of Physics and Optoelectronic Engineering, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China

https://orcid.org/0009-0002-3235-7779

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Deep VMD-attention network for arrhythmia signal classification based on Hodgkin-Huxley model and multi-objective crayfish optimization algorithm

Hang Zhao,
Xiongfei Yin

Published: May 14, 2025
https://doi.org/10.1371/journal.pone.0321484

About the Authors

Hang Zhao

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft, Writing – review & editing

Affiliation School of Physics and Optoelectronic Engineering, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China

Xiongfei Yin

Roles Conceptualization, Funding acquisition, Supervision, Visualization, Writing – review & editing

* E-mail: yinxiongfei888@163.com

Affiliation School of Physics and Optoelectronic Engineering, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, China

https://orcid.org/0009-0002-3235-7779

Competing Interests

The authors have declared that no competing interests exist.

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Optimization
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Crayfish
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Electrocardiography
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Arrhythmia
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Signal processing
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Algorithms
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Finite element analysis
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Food
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