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Head motion stabilization during quadruped robot locomotion : combining dynamical systems and a genetic algorithm

机译:四足机器人运动中的头部运动稳定:结合动力系统和遗传算法

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摘要

The head shaking that results from robot locomotion is important because it difficults stable image acquisition and the possibility to rely on that information to act accordingly, for instance, to achieve visually-guided locomotion. In this article, we focus on the development of a head controller able to minimize the head motion induced by locomotion itself. Specifically, we propose a combined approach to generate head movement stabilization on a quadruped robot, using Central Pattern Generators (CPGs) and a genetic algorithm. Head movement is generated by CPGs which are modelled as autonomous differential equations. This approach allows to explicitly specify parameters such as amplitude, offset and frequency of movement and to smoothly modulate the generated trajectories according to changes in these parameters. It is therefore easy to combine the CPG with an optimization method. A genetic algorithm determines the best set of parameters that generates the head movement that reduces the head shaking caused by locomotion. Experimental results on a simulated AIBO robot demonstrate that the proposed approach generates head movement that does not eliminate but reduces the one induced by locomotion.
机译:机器人运动引起的头部晃动非常重要,因为它很难稳定地采集图像,并且难以依靠该信息相应地采取行动,例如实现视觉引导的运动。在本文中,我们专注于头部控制器的开发,该控制器能够最大程度地减少运动本身引起的头部运动。具体来说,我们提出了一种组合方法,使用中央模式生成器(CPG)和遗传算法在四足机器人上生成头部运动稳定性。头部运动由CPG生成,这些CPG被建模为自主微分方程。这种方法允许显式地指定诸如幅度,偏移和运动频率的参数,并根据这些参数的变化来平滑地调制所生成的轨迹。因此,很容易将CPG与优化方法结合起来。遗传算法确定生成头部运动的最佳参数集,以减少由运动引起的头部晃动。在模拟的AIBO机器人上的实验结果表明,所提出的方法产生的头部运动不会消除而是减少了运动引起的头部运动。

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