Simulating human–machine coupled model for gait trajectory optimization of the lower limb exoskeleton system based on genetic algorithm

Author:

Ren Bin1ORCID,Liu Jianwei1ORCID,Chen Jiayu2

Affiliation:

1. School of Mechatronic Engineering and Automation, Shanghai Key Laboratory of Intelligent Manufacturing and Robotics, Shanghai University, Shanghai, China

2. Department of Architecture and Civil Engineering, City University of Hong Kong, Hong Kong

Abstract

The lower limb exoskeleton robot is capable of providing assisted walking and enhancing exercise ability of humans. The coupling human–machine model has attracted a lot of research efforts to solve the complex dynamics and nonlinearity within the system. This study focuses on an approach of gait trajectory optimization of lower limb exoskeleton coupled with human through genetic algorithm. The human–machine coupling system is studied in this article through multibody virtual simulation environment. Planning of the motion trajectory is carried out by the genetic algorithm, which is iteratively generated under optimization of a set of specially designed fitness functions. Human motion captured data are used to guide the evolution of gait trajectory generation method based on genetic algorithm. Experiments are carried out using the MATLAB/Simulink Multibody physical simulation engine and genetic algorithm-toolbox to generate a more natural gait trajectory, the results show that the proposed gait trajectory generation method can provide an anthropomorphic gait for lower limb exoskeleton device.

Funder

Young Eastern Scholars Program of Shanghai

Publisher

SAGE Publications

Subject

Artificial Intelligence,Computer Science Applications,Software

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Dynamic Model of Lower Limb Motion in the Sagittal Plane during the Gait Cycle;Ingeniería;2024-01-13

2. Biomechanical Evaluation of Compliance Joint Knee Exoskeleton During Normal Gait;International Journal of Engineering;2024

3. Hybrid path planning algorithm for mobile robot based on A* algorithm fused with DWA;2023 IEEE 3rd International Conference on Information Technology, Big Data and Artificial Intelligence (ICIBA);2023-05-26

4. Analysis of the Accelerometer Signal for Gait Asymmetry Detection;Lecture Notes in Mechanical Engineering;2022-10-20

5. Design and evaluation of a surface electromyography-controlled lightweight upper arm exoskeleton rehabilitation robot;International Journal of Advanced Robotic Systems;2021-05-01

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