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Design of a Stephenson III six-bar path generating mechanism for index finger rehabilitation device using nature-inspired algorithms

Authors :
Kailash Chaudhary
Himanshu Chaudhary
Ramanpreet Singh
Debaditya Chakraborty
Vimal Kumar Pathak
Ayush Rathi
Source :
Neural Computing and Applications. 33:17315-17329
Publication Year :
2021
Publisher :
Springer Science and Business Media LLC, 2021.

Abstract

The paper presents a new mechanism for an index finger rehabilitation device. The mechanism was designed based on a pre-specified trajectory obtained by performing flexion/extension experimental trials with index finger. These experiments were performed 30 times and mean of the normalized trajectory was extracted. From this trajectory, six precision points were selected and based on the obtained trajectory, a path generating optimization problem was formulated to imitate the flexion/extension. Besides, rectification constraints were posed to avoid defects that typically encounter during synthesis. The formulated nonlinear optimization problem was solved using nature-inspired and metaphor-less algorithms. It is found that the summed error between the desired and generated trajectories was very less in case of nature-inspired algorithm in comparison with metaphor-less algorithm. Then, all rectification constraints were validated. It is found that obtained mechanism is completely defect-free and is able to imitate the desired flexion/extension trajectory. Therefore, design obtained using nature-inspired algorithm may prove to be beneficial for the patients with dysfunction index finger.

Details

ISSN :
14333058 and 09410643
Volume :
33
Database :
OpenAIRE
Journal :
Neural Computing and Applications
Accession number :
edsair.doi...........8216d07e92e402a1c9aadccda31b1243
Full Text :
https://doi.org/10.1007/s00521-021-06320-z