Smooth and accurate predictions of joint contact force time-series in gait using over parameterised deep neural networks.

deep learning locomotion machine learning musculoskeletal modelling running biomechanics walking biomechanics

Journal

Frontiers in bioengineering and biotechnology
ISSN: 2296-4185
Titre abrégé: Front Bioeng Biotechnol
Pays: Switzerland
ID NLM: 101632513

Informations de publication

Date de publication:
2023
Historique:
received: 19 04 2023
accepted: 25 06 2023
medline: 19 7 2023
pubmed: 19 7 2023
entrez: 19 7 2023
Statut: epublish

Résumé

Alterations in joint contact forces (JCFs) are thought to be important mechanisms for the onset and progression of many musculoskeletal and orthopaedic pain disorders. Computational approaches to JCFs assessment represent the only non-invasive means of estimating

Identifiants

pubmed: 37465692
doi: 10.3389/fbioe.2023.1208711
pii: 1208711
pmc: PMC10350628
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1208711

Informations de copyright

Copyright © 2023 Liew, Rügamer, Mei, Altai, Zhu, Zhai and Cortes.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Bernard X W Liew (BXW)

School of Sport, Rehabilitation, and Exercise Sciences, University of Essex, Colchester, United Kingdom.

David Rügamer (D)

Department of Statistics, Ludwig-Maximilians-Universität München, Munich, Germany.
Munich Center for Machine Learning, Munich, Germany.

Qichang Mei (Q)

Faculty of Sports Science, Ningbo University, Ningbo, China.
Research Academy of Grand Health, Ningbo University, Ningbo, China.
Auckland Bioengineering Institute, The University of Auckland, Auckland, New Zealand.

Zainab Altai (Z)

School of Sport, Rehabilitation, and Exercise Sciences, University of Essex, Colchester, United Kingdom.

Xuqi Zhu (X)

School of Computer Science and Electrical Engineering, University of Essex, Colchester, United Kingdom.

Xiaojun Zhai (X)

School of Computer Science and Electrical Engineering, University of Essex, Colchester, United Kingdom.

Nelson Cortes (N)

School of Sport, Rehabilitation, and Exercise Sciences, University of Essex, Colchester, United Kingdom.
Department of Bioengineering, George Mason University, Fairfax, VA, United States.

Classifications MeSH