Development of an upper limb muscle strength rehabilitation assessment system using particle swarm optimisation

Development of an upper limb muscle strength rehabilitation assessment system using particle swarm optimisation

PurposeThis study develops a particle swarm optimization (PSO)-based assessment system for evaluating upper extremity and shoulder joint muscle strength with potential application to stroke rehabilitation. This study validates the system on healthy adult volunteers using surface electromyography and...

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Bibliographic Details
Main Authors: Chuangan Zhou, Siqi Wang, Meiyi Wu, Wei Lai, Junyu Yao, Xingyue Gou, Hui Ye, Jun Yi, Dong Cao
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
upper limb movement disorders
surface electromyographic signals
feature extraction
regression prediction
feature importance
muscle strength assessment PSO-optimized upper limb rehabilitation strength assessment
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2025.1619411/full
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https://www.frontiersin.org/articles/10.3389/fbioe.2025.1619411/full

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