基于2型模糊逻辑滤波器的机械臂刚体动力学辨识

Qun Ren, Z. Qin, L. Baron, L. Birglen, M. Balazinski
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引用次数: 3

摘要

本文采用基于减法聚类的2型Takagi-Sugeno-Kang (TSK)模糊逻辑处理作为模糊滤波,对加速度数据进行处理,从而得到机器人机械臂的刚体动力学参数。实验结果表明了该方法的有效性,不仅对机器人刚体动力学参数的预测具有较好的精度,而且还能评估与建模过程和模型本身结果相关的不确定性。将2型模糊逻辑滤波算法与1型模糊逻辑滤波算法的结果进行了比较,并讨论了这两种方法的局限性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Identification of Rigid-Body Dynamics of Robotic Manipulators Using Type-2 Fuzzy Logic Filter
In this paper, a subtractive clustering based type-2 Takagi-Sugeno-Kang (TSK) fuzzy logic process is used as a fuzzy filter to treat acceleration data for the purpose of obtaining the rigid-body dynamical parameters of robotic manipulators. Experimental results show the effectiveness of this method, which not only provides good accuracy of prediction of the rigid-body dynamical parameters of robotic manipulators, but also assesses the uncertainties associated with the modeling process and with the outcome of the model itself. A comparison of the results from the type-2 fuzzy logic filtering algorithm with its type-1 counterpart is presented and limitation of those methods is discussed.
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