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Keywords: particle swarm optimization
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Journal Articles

Enhancing Gait Recognition in Lower Limb Exoskeletons: Adaptive Feature Selection and Random Forest With Bayesian Optimization

Haibo Lin, Xudong Guo, Fengqi Zhong, Haipo Cui, Zhan Zhao, Haonan Geng, Guojie Zhang
Journal: Journal of Medical Devices
Publisher: ASME
Article Type: Research-Article
J. Med. Devices. March 2025, 19(1): 011006.
Paper No: MED-24-1097
https://doi.org/10.1115/1.4066923
Published Online: November 22, 2024
...-frequency domain feature. Nonlinear features, including approximate entropy, sample entropy, and fuzzy entropy of sEMG were extracted. To reduce feature dimension and improve the calculation efficiency, adaptive feature selection was performed by particle swarm optimization combined with sigmoid function...
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Topics: Algorithms, Exoskeleton devices, Feature selection, Optimization, Particle swarm optimization, Signals