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Adaptive Behavior of a Biped Robot Using Dynamic Movement Primitives

机译:使用动态运动原语的双链机器人的自适应行为

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Over the past few years, several studies have suggested that adaptive behavior of humanoid robots can arise based on phase resetting embedded in pattern generators. In this paper, we propose a movement control approach that provides adaptive behavior by combining the modulation of dynamic movement primitives (DMP) and interlimb coordination with coupled phase oscillators. Dynamic movement primitives (DMP) represent a powerful tool for motion planning based on demonstration examples. This approach is currently used as a compact policy representation well-suited for robot learning. The main goal is to demonstrate and evaluate the role of phase resetting based on foot-contact information in order to increase the tolerance to external perturbations. In particular, we study the problem of optimal phase shift in a control system influenced by delays in both sensory information and motor actions. The study is performed using the V-REP simulator, including the adaptation of the humanoid robot's gait pattern to irregularities on the ground surface.
机译:在过去几年中,几项研究表明,人形机器人的自适应行为可以基于嵌入图案发生器中的相位复位来产生。在本文中,我们提出了一种运动控制方法,通过组合动态移动基元(DMP)和与耦合相位振荡器的InterliMB协调的调制来提供自适应行为。动态移动原语(DMP)代表基于演示示例的运动规划的强大工具。此方法目前被用作适合机器人学习的紧凑策略表示。主要目标是基于脚接触信息来展示和评估相位复位的作用,以便增加对外部扰动的容差。特别是,我们研究了受感官信息和电机动作的延迟影响的控制系统中最佳相移的问题。该研究使用V-REP模拟器进行,包括将人形机器人的步态图案的适应适应地面上的不规则性。

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