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An exoskeleton arm optimal configuration determination using inverse kinematics and genetic algorithm
Sebastian Głowiński1, Andrzej Błażejewski1
1Koszalin University of Technology, Faculty of Technology and Education, Department of Mechatronics and Applied Mechanics, Koszalin, Poland.
This study developed an optimal arm exoskeleton configuration for rehabilitation using kinematic modeling and artificial intelligence. Genetic algorithms identified optimal movement trajectories, enhancing exoskeleton design and control for diverse user needs.
Area of Science:
- Robotics
- Biomechanics
- Rehabilitation Engineering
Background:
- Human arm biomechanics are complex, requiring detailed kinematic models for effective exoskeleton design.
- Existing rehabilitation exoskeletons may lack optimal configurations tailored to individual patient needs and activities.
Purpose of the Study:
- To develop a kinematic model for an arm exoskeleton for human rehabilitation.
- To determine optimal exoskeleton arm configurations based on patient capabilities and user activity.
Main Methods:
- Utilized Denavit-Hartenberg notation for upper arm modeling.
- Developed the exoskeleton-human arm model in MathWorks.
- Employed multicriteria optimization and artificial intelligence, specifically genetic algorithms, for trajectory planning.
Main Results:
- Optimal exoskeleton arm configurations were identified using a genetic algorithm.
- Movement trajectories and joint angle changes were visualized for two motion variants.
- Pareto-optimum solutions for movement trajectories were presented, with a utopia point enabling single solution selection.
Conclusions:
- The proposed kinematic modeling and genetic algorithm approach is efficient for analyzing exoskeleton kinematics and dynamics.
- Genetic algorithms offer a viable solution for commanding actuators in multi-criteria optimization problems.
- Future work should involve experimental validation of the proposed method's effectiveness.
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