Journal
ADVANCES IN ENGINEERING SOFTWARE
Volume 135, Issue -, Pages -Publisher
ELSEVIER SCI LTD
DOI: 10.1016/j.advengsoft.2019.05.006
Keywords
Dynamic modeling; Robot manipulator; Parameter identification; Friction model
Categories
Funding
- NSFC-Zhejiang Joint Fund for the Integration of Industrialization and Informatization [U1509212]
- Research on Public Welfare Technology Application Projects of Zhejiang Province [LGG18E050023]
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The robot dynamics model can improve the efficiency of robot manipulators to perform complex tasks. In this study, a novel method is proposed for the dynamics model of a 6 degree of freedom (DOF) robot manipulator to improve the motion accuracy. A centrosymmetric static friction model (CSFM) integrated with a piecewise function is utilized to describe the hysteresis effect of joint friction. A hybrid whale optimization algorithm and genetic algorithm (WOA-GA) is applied to identify dynamic parameters of the 6 robot joints. An experiment conducted on a 6-DOF robot manipulator demonstrates that the mean deviation of the estimated torque of robot joints for slow motion is reduced by 19% using CSFM in contrast to the Stribeck model. The mean match degree of the estimated torque can reach to 93.86% based on WOA-GA, improved by 0.4-2% compared with other optimization algorithms (WOA, GA and PSO-GA). These results prove that the method based on CSFM and WOAGA is feasible for the precise dynamics model of a robot manipulator.
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