Control of Rehabilitation Robot Based on Fuzzy RBF Neural Network

Focus on the problems of response lag and fitter of electric drive rehabilitation robot control system,a control strategy based on fuzzy theory and RBF neural network is proposed. This paper adopts fuzzy - PID Algorithm to determine initial parameters, using fast learning ability of RBF Neural Network to solve the problem that traditional PID controller can t adjust parameters adaptively. Taking a upper limb of two bar rehabilitation robot for position tracking simulation experiment, which shows that the system controlled by this method has faster response.less overshoot.better traceability.compared with traditional impedance control methods.

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Publication Details

Published
2024-09-20
DOI
https://doi.org/10.1109/itnec60942.2024.10732990
Primary Topic
Advanced Sensor and Control Systems
Type
article
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0.00
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article

Control of Rehabilitation Robot Based on Fuzzy RBF Neural Network

Zhe Xu, Li Sun
Advanced Sensor and Control Systems
article

Control of Rehabilitation Robot Based on Fuzzy RBF Neural Network

Zhe Xu, Li Sun
article en

Abstract

Focus on the problems of response lag and fitter of electric drive rehabilitation robot control system,a control strategy based on fuzzy theory and RBF neural network is proposed. This paper adopts fuzzy - PID Algorithm to determine initial parameters, using fast learning ability of RBF Neural Network to solve the problem that traditional PID controller can t adjust parameters adaptively. Taking a upper limb of two bar rehabilitation robot for position tracking simulation experiment, which shows that the system controlled by this method has faster response.less overshoot.better traceability.compared with traditional impedance control methods.

Shandong Xiehe University (CN)
Openalex Percentile: Top 77%
Advanced Sensor and Control Systems
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