机器人恒力抛光装置的自适应控制方法

Jian Yin, Jiachen Ma, Wei Xie, Yifeng Sun, Maoyi Liu, Yonglei Li
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引用次数: 1

摘要

产品零件的磨削和抛光是工业机器人在实际制造中应用的难点。恒力磨削过程中,磨削过程的质量在很大程度上取决于磨削过程中法向接触力能否保持恒定。为此,本文提出了一种结合模糊逻辑的机器人磨削抛光装置自适应控制方法。该方法对单神经元比例积分导数(PID)控制方法进行了改进,并应用于工业机器人的磨削抛光装置。仿真结果表明,该方法可以有效地缩短接触力控制的调整时间。针对设备多次受到干扰的情况,提出了一种变学习率基准的非线性函数,以提高系统的鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Adaptive Control Method for Robot Constant Force Polishing Device
Grinding and polishing of product parts are difficult points for industrial robots to be used in actual manufacturing. In constant force grinding process, the quality of the grinding process depends largely on whether the normal contact force can be kept constant during the grinding process. For this reason, an adaptive control method combined with fuzzy logic for the robot grinding and polishing device is proposed in this paper. In this method, an improvement of the single neuron proportional integral derivative (PID) control method is adopted and applied to the grinding and polishing device of industrial robots. Through simulation, it is found that this method can effectively reduce the adjustment time in contact force control. Aiming at the situation that the device is interfered many times, a non-linear function of the variable learning rate benchmark is proposed to improve the robustness of the system.
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