Motion control of mobile manipulators moving on waved road surfaces using neural networks

M. Hatano, M. Minami, T. Asakura, Y. Takahashi, M. Ichimura
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引用次数: 1

Abstract

This research is concerned with a control method of mobile manipulators using a neural network for traveling operations on a waved road surface. When the mobile manipulator travels on an unknown terrain, the mobile manipulator is subjected to the effect of the disturbance torques. In this research, the controller is proposed to compensate the disturbance torques. First, an exact mathematical mobile manipulator model traveling on a waved road surface is proposed with the pitching motion along to the road. Second, the neuro adaptive controller with the compensator using the neural network is proposed to improve the trajectory-tracking control performances. Third, the control performance of the adaptive controller is examined, and the tracking error depending on the amplitude of the waved road and the traveling speed are discussed. Finally, it is clarified through simulation experiments that the traveling-performance are improved by the our proposed neuro adaptive controller.
基于神经网络的波浪路面移动机械臂运动控制
研究了一种基于神经网络的波浪路面移动机械臂控制方法。当移动机械手在未知地形上移动时,会受到扰动力矩的影响。在本研究中,提出了一种补偿扰动力矩的控制器。首先,建立了沿路面俯仰运动在波浪路面上运动的移动机械手精确数学模型。其次,提出了基于神经网络的补偿神经自适应控制器,以提高轨迹跟踪控制的性能。第三,测试了自适应控制器的控制性能,并讨论了随波幅和行驶速度变化的跟踪误差。最后,通过仿真实验证明,本文所提出的神经自适应控制器可以提高系统的行程性能。
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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