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A trivial method of learning control

机译:一种简单的学习控制方法

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The tracking error along a repeated trajectory can be minimized by storing the smoothed feedback torque in a table, and using it as feedfoward torque in the next run. It results a simple learning controller which requires almost no additional computation in comparison to a joint servo control. In this paper the convergence, stability and robustness of this scheme are tested experimentally, and it is found how to choose its parameters. The control performance after learning is similar or better than with a nonlinear controller using a dynamic equation for compensating the arm dynamics.
机译:通过将平滑的反馈转矩存储在表格中,并将其用作下一次运行中的前馈转矩,可以使沿着重复轨迹的跟踪误差最小化。它产生了一个简单的学习控制器,与联合伺服控制相比,它几乎不需要额外的计算。本文通过实验测试了该方案的收敛性,稳定性和鲁棒性,并找到了如何选择其参数的方法。学习后的控制性能与使用动态方程补偿手臂动力学的非线性控制器相似或更好。

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