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On the Control of Planar Cable-driven Parallel Robot Via Classic Controllers and Tuning with Intelligent Algorithms

机译:通过经典控制器控制平面电缆驱动并行机器人,用智能算法调谐

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摘要

This paper presents different classical control approaches for planar cable-driven parallel robots. For the proposed robot, PD and PID controllers are designed based on the concept of pole placement method. In order to optimize and tune the controller parameters of planar cable-driven parallel robot, Differential Evaluation, Particle Swarm Optimization and Genetic algorithms are applied as optimization techniques. The simulation results of Genetic algorithm, Particle Swarm Optimization and Differential Evaluation algorithms reveal that the output results of tunes controllers with Particle Swarm Optimization and Differential Evaluation algorithms are more similar than Genetic algorithm and the processing time of Differential Evaluation is less than Genetic algorithm and Particle Swarm Optimization. Moreover, performance of the Particle Swarm Optimization and Differential Evaluation algorithms are better than Genetic algorithm for tuning the controllers parameters.
机译:本文为平面电缆驱动的平行机器人提供了不同的经典控制方法。对于所提出的机器人,PD和PID控制器是基于极点放置方法的概念而设计的。为了优化和调整平面电缆驱动的并联机器人的控制器参数,差异评估,粒子群优化和遗传算法被应用为优化技术。遗传算法,粒子群优化和差分评估算法的仿真结果表明,具有粒子群优化和差分评估算法的调谐控制器的输出结果比遗传算法更加相似,差分评估的处理时间小于遗传算法和粒子群优化。此外,粒子群优化和差分评估算法的性能优于调整控制器参数的遗传算法。

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