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首页> 外文期刊>Journal of Mechanical Science and Technology >Controller tuning based on optimization algorithms of a novel spherical rolling robot
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Controller tuning based on optimization algorithms of a novel spherical rolling robot

机译:基于新型球形滚动机器人优化算法的控制器整定

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摘要

This study presents the construction process of a novel spherical rolling robot and control strategies that are used to improve robot locomotion. The proposed robot drive mechanism is constructed based on a combination of the pendulum and wheel drive mechanisms. The control model of the proposed robot is developed, and the state space model is calculated based on the obtained control model. Two control strategies are defined to improve the synchronization performance of the proposed robot motors. The proportional-derivative and proportional-integral-derivative controllers are designed based on the pole placement method. The proportional-integral-derivative controller leads to a better step response than the proportional-derivative controller. The controller parameters are tuned with genetic and differential evaluation algorithms. The proportional-integral-derivative controller which is tuned based on the differential evaluation algorithm leads to a better step response than the proportional-integral-derivative controller that is tuned based on genetic algorithm. Fuzzy logics are used to reduce the robot drive mechanism motors synchronizing process time to the end of achieving a high-performance controller. The experimental implementation results of fuzzy-proportional-integral-derivative on the proposed spherical rolling robot resulted in a desirable synchronizing performance in a short time.
机译:这项研究提出了一种新型的球形滚动机器人的构建过程以及用于改善机器人运动的控制策略。所提出的机器人驱动机构是基于摆锤和车轮驱动机构的组合而构造的。开发所提出的机器人的控制模型,并基于获得的控制模型计算状态空间模型。定义了两种控制策略来改善所提出的机器人电机的同步性能。基于极点配置方法设计了比例微分和比例积分微分控制器。比例积分微分控制器比比例微分控制器具有更好的阶跃响应。控制器参数通过遗传和差分评估算法进行调整。与基于遗传算法调整的比例积分微分控制器相比,基于差分评估算法调整的比例积分微分控制器具有更好的阶跃响应。模糊逻辑用于减少机器人驱动机构的电机同步过程时间,直至实现高性能控制器。所提出的球面滚动机器人的模糊比例积分微分的实验实现结果在短时间内取得了理想的同步性能。

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