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Weeding Manipulator Exploiting Its Oscillatory Motion for Force Generation: Parameter Optimization of VDP Oscillator using Real-Coded Genetic Algorithm

机译:除草机器利用其振动运动的振动运动:使用实际编码遗传算法的VDP振荡器参数优化

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This paper addresses parameter optimization of Van der Pol (VDP) oscillator driving a weeding manipulator, which exploits its own oscillatory motion to achieve efficient force generation. The author has confirmed the effectiveness of the exploitation in force generation using simulations. The simulation results have shown that a method using the VDP oscillator attains a superior performance to one using a sinusoidal wave function. In the simulations, however, the parameters of the VDP oscillator have been chosen after several attempts. Therefore, if the parameters are adjusted by an appropriate way, the performance of the force generation method will be improved. In this paper, real-coded genetic algorithm (RCGA), which is an optimization technique, is applied to the parameter optimization of the VDP oscillator because it is easily implementable for nonlinear systems. Simulation results show that RCGA succeeded in finding out sets of better parameters than ones used in the previous study.
机译:本文涉及van der Pol(VDP)振荡器的参数优化驾驶探测杂草操纵器,该机械手利用其自身的振荡运动来实现高效的力量。作者已经证实了使用模拟生效中的利用的有效性。仿真结果表明,使用VDP振荡器的方法对使用正弦波函数的一个方法达到了一种优异的性能。然而,在仿真中,在几次尝试之后已经选择了VDP振荡器的参数。因此,如果通过合适的方式调整参数,则将提高力产生方法的性能。本文采用实际编码的遗传算法(RCGA),即优化技术,应用于VDP振荡器的参数优化,因为它易于为非线性系统可实现。仿真结果表明,RCGA成功地发现了比以前研究中使用的参数的更好参数集。

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