粒子群优化
控制理论(社会学)
MATLAB语言
电阻抗
多群优化
控制器(灌溉)
理论(学习稳定性)
变量(数学)
阻抗控制
计算机科学
最优化问题
数学优化
数学
工程类
算法
控制(管理)
人工智能
数学分析
农学
机器学习
电气工程
生物
操作系统
作者
Tao Tianpin,Dongrui Wang,Lei Ma,Yongkui Sun
标识
DOI:10.1109/ccdc58219.2023.10327129
摘要
To solve the problem that traditional variable impedance controllers do not consider the initial parameter setting, a parameter optimization method of variable impedance controller based on particle swarm optimization algorithm was proposed. Firstly, the equation of impedance control is established, and then the stability of the discrete system is analyzed by using Rouse criterion. The Simcape model of UR5 manipulator is built on Matlab simulation platform, and the impedance controller based on particle swarm optimization algorithm is designed. Finally, the experiment is carried out on the real object of UR5 manipulator. Simulation and experimental results show that the proposed method is feasible.
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