Competition of Motor Controllers Using a Simplified Robot Leg: PID vs Fuzzy Logic

I. Kecskés, E. Burkus, Z. Király, Á. Odry, P. Odry
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引用次数: 7

Abstract

This research presents a simulation and optimization environment for developing motor controllers. There are various type of controllers which may provide better or worse performance for the intended use. Our fuzzy controller was developed and optimized in order to ensure better control performance and to protect the walking robot's electro-mechanical equipment against high peaks or jerks. This fuzzy controller was compared to a simple PID controller to show its advantage. Both controllers were optimized and competed on the same test situations. The control performance robustness against the motor and load parameters are evaluated. A simplified robot leg model was used to ensure a realistic load for the motor driving, instead of the full robot dynamic model because of its fast calculation. The developed fuzzy controller resulted better performance and robustness compared to the optimized PID.
基于简化机器人腿的电机控制器的竞争:PID与模糊逻辑
本研究为电机控制器的开发提供了仿真与优化环境。有各种类型的控制器,可以为预期用途提供更好或更差的性能。我们开发和优化了模糊控制器,以确保更好的控制性能,并保护步行机器人的机电设备免受高峰或抽搐的影响。将该模糊控制器与简单的PID控制器进行了比较,说明了它的优越性。两种控制器都在相同的测试情况下进行了优化和竞争。评估了控制性能对电机和负载参数的鲁棒性。采用简化的机器人腿模型代替完整的机器人动力学模型,以保证电机驱动的真实载荷。与优化后的PID相比,所设计的模糊控制器具有更好的性能和鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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