Deep attention model for arrhythmia signal classification based on multi-objective crayfish optimization algorithmic variational mode decomposition

Abstract The detection and classification of arrhythmia play a vital role in the diagnosis and management of cardiac disorders. Many deep learning techniques are utilized for arrhythmia classification in current research but only based on ECG data, lacking the mathematical foundations of cardiac ele...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Yihang Zhang, Hang Zhao
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-02-01
Subjects:	Arrthythmia signal classification Attention scheme Finite element method Crayfish optimization algorithm Variational mode decomposition Bayesian optimization
Online Access:	https://doi.org/10.1038/s41598-025-89752-0