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Adaptive control of harmonic drive with parameter varying friction using structurally dynamic wavelet network

机译:结构动态小波网络在变参数摩擦下的谐波自适应控制。

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摘要

In this paper, an adaptive controller with structurally dynamic wavelet network is developed for a harmonic drive subject to parameter varying friction. The control architecture integrates a proportional controller, a feedback adaptive component and sliding component to adaptively compensate for the friction to achieve accurate position tracking. Global asymptotic stability of the algorithm is proved by using Lyapunov function. In parallel to the adaptive controller, a fuzzy reconfiguration scheme is devised to change the structure of the network along with weights updating to improve the system tracking performance and robustness. Experimental tests on a harmonic drive manipulator verify the effectiveness of the proposed control method.
机译:在本文中,针对具有参数变化摩擦的谐波传动,开发了具有结构动态小波网络的自适应控制器。该控制体系结构集成了比例控制器,反馈自适应组件和滑动组件,以自适应地补偿摩擦,从而实现精确的位置跟踪。利用Lyapunov函数证明了该算法的全局渐近稳定性。与自适应控制器并行,设计了一种模糊重配置方案来更改网络结构以及权重更新,以提高系统跟踪性能和鲁棒性。在谐波驱动操纵器上进行的实验测试证明了所提出的控制方法的有效性。

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