Estimation of elbow flexion torque using equilibrium optimizer on feature selection of NMES MMG signals and hyperparameter tuning of random forest regression

Background: The assessment of limb joint torque is essential for understanding musculoskeletal system dynamics. Yet, the lack of direct muscle strength measurement techniques has prompted previous research to deploy joint torque estimation using machine learning models. These models often suffer fro...

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Bibliographic Details

Main Authors:	Raphael, Uwamahoro, Sundaraj, Kenneth, Feroz, Farah Shahnaz
Format:	Article
Language:	en
Published:	Frontiers Media SA 2025
Online Access:	http://eprints.utem.edu.my/id/eprint/29579/2/0250924062025114421877.pdf http://eprints.utem.edu.my/id/eprint/29579/ https://www.frontiersin.org/journals/rehabilitation-sciences/articles/10.3389/fresc.2025.1469797/full https://doi.org/10.3389/fresc.2025.1469797
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