A dual-path interactive denoising autoencoder for removing mixed noise in multi-lead electrocardiogram signals

Denoising of dynamic electrocardiography (ECG) is a hotspot in ECG processing. Existing denoising methods mainly target single-lead signals or single noise sources, with limited research addressing mixed noise across multiple leads. Based on the time-frequency characteristics of common noise in ECG...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Computers & electrical engineering Jg. 123; S. 110177
Hauptverfasser:	Zhang, Xiuxin, Chen, Meng, Li, Yongjian, Gao, Jiahui, Sun, Yiheng, Liu, Feifei, Wei, Shoushui
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Ltd 01.04.2025
Schlagworte:	Attention mechanism Bidirectional long short-term memory network (BiLSTM) Convolutional neural network (CNN) Dual-path ECG denoising Attention mechanism Convolutional neural network (CNN) Dual-path ECG denoising Bidirectional long short-term memory network (BiLSTM)
ISSN:	0045-7906
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!