A Novel Method and Python Library for ECG Signal Quality Assessment.


Journal

Studies in health technology and informatics
ISSN: 1879-8365
Titre abrégé: Stud Health Technol Inform
Pays: Netherlands
ID NLM: 9214582

Informations de publication

Date de publication:
22 Aug 2024
Historique:
medline: 23 8 2024
pubmed: 23 8 2024
entrez: 23 8 2024
Statut: ppublish

Résumé

Electrocardiogram (ECG) is one of the reference cardiovascular diagnostic exams. However, the ECG signal is very prone to being distorted through different sources of artifacts that can later interfere with the diagnostic. For this reason, signal quality assessment (SQA) methods that identify corrupted signals are critical to improve the robustness of automatic ECG diagnostic methods. This work presents a review and open-source implementation of different available indices for SQA as well as introducing an index that considers the ECG as a dynamical system. These indices are then used to develop machine learning models which evaluate the quality of the signals. The proposed index along the designed ML models are shown to improve SQA for ECG signals.

Identifiants

pubmed: 39176928
pii: SHTI240547
doi: 10.3233/SHTI240547
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

858-862

Auteurs

Charles Berger (C)

Institute of Bioengineering/Center for Neuroprosthetics, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.

Hugues Turbé (H)

Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland.
Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland.

Mina Bjelogrlic (M)

Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland.
Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland.

Christian Lovis (C)

Division of Medical Information Sciences, Geneva University Hospitals, Geneva, Switzerland.
Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland.

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Classifications MeSH