Combining enhanced spectral resolution of EMG and a deep learning approach for knee pathology diagnosis

Ateka Khader; Ala’a Zyout; Amjed Al Fahoum

doi:10.1371/journal.pone.0302707

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Open Access

Peer-reviewed

Research Article

Combining enhanced spectral resolution of EMG and a deep learning approach for knee pathology diagnosis

Ateka Khader,

Roles Conceptualization, Formal analysis, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan

https://orcid.org/0000-0002-8168-6109

⨯
Ala’a Zyout,

Roles Conceptualization, Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan
⨯
Amjed Al Fahoum

Roles Conceptualization, Formal analysis, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: afahoum@yu.edu.jo

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan
⨯

Combining enhanced spectral resolution of EMG and a deep learning approach for knee pathology diagnosis

Ateka Khader,
Ala’a Zyout,
Amjed Al Fahoum

Published: May 7, 2024
https://doi.org/10.1371/journal.pone.0302707

About the Authors

Ateka Khader

Roles Conceptualization, Formal analysis, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan

https://orcid.org/0000-0002-8168-6109

Ala’a Zyout

Roles Conceptualization, Formal analysis, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan

Amjed Al Fahoum

Roles Conceptualization, Formal analysis, Methodology, Project administration, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: afahoum@yu.edu.jo

Affiliation Biomedical Systems and Informatics Engineering Department, Yarmouk University, Irbid, Jordan

Competing Interests

The authors have declared that no competing interests exist.

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Electromyography
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Knees
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Knee joints
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Deep learning
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Machine learning
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Osteoarthritis
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Slow-twitch muscle fibers
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Magnetic resonance imaging
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