首页> 外文期刊>Journal of robotics and mechatronics >Mobile operations performed by mobile manipulators on irregular terrain: Torque compensation using neural networks for disturbance torques produced by irregular terrain
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Mobile operations performed by mobile manipulators on irregular terrain: Torque compensation using neural networks for disturbance torques produced by irregular terrain

机译:由移动机械手在不规则地形上执行的移动操作:使用神经网络对不规则地形产生的扰动扭矩进行扭矩补偿

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摘要

In the present study, we propose a control system for mobile operations of mobile manipulators traveling on irregular terrain. Irregularities exist even in structures such as man-made floors of factories and buildings. Since the hand of a mobilemanipulator is often required to operate precisely while traveling on irregular terrain and it is subject to disturbance torques caused by traveling on terrain, a method for decreasing control errors caused by disturbances due to terrain must beconsidered. In the present paper, an adaptive control system including a compensator that uses a neural network, i.e., a neuro adaptive control system, is proposed. In addition, we discuss the control performance of the proposed control system, and showthat the control system can decrease control errors occurring on irregular terrain to the levels of errors that occur while traveling on a horizontal plane.
机译:在本研究中,我们提出了一种用于在不规则地形上移动的移动机械手的移动操作的控制系统。甚至在诸如工厂和建筑物的人造地板的结构中也存在不规则性。由于在不规则地形上行驶时常常需要移动机械手的手并且其受到由在地形上行驶引起的干扰扭矩的影响,因此必须考虑一种用于减小由由于地形引起的干扰引起的控制误差的方法。在本文中,提出了一种包括使用神经网络的补偿器的自适应控制系统,即,神经自适应控制系统。此外,我们讨论了所提出的控制系统的控制性能,并表明该控制系统可以将在不规则地形上发生的控制错误减少到在水平面上行驶时发生的错误级别。

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