基于粒子群算法和ABC算法的两足软底楼梯机器人近最优轨迹生成

B. NagaSudhaRani, P. Vundavilli
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摘要

在双足运动中,足部与地面的相互作用起着重要的作用,它利用作用在足部的反作用力,使双足机器人能够稳定地行走。一般认为足部是两足机器人难以解决的步态生成问题和动态平衡问题。然而,在机器人的鞋底上放置了一层橡胶,作为所有实际用途的减震器。需要注意的是,在机器人的行走过程中,软底会发生变形,使机器人的四肢发生弯曲,从而影响行走机器的动态平衡。本文采用粒子群算法(PSO)和人工蜂群算法(ABC)两种不同的非传统优化算法,对七自由度双足机器人爬楼梯的最佳髋部轨迹、阻尼系数和集总质量位置进行求解。利用零力矩点(ZMP)的概念验证了软底生成的步态的动平衡。此外,还计算了带软底和不带软底楼梯上升过程中消耗的能量。研究结果表明,对变形进行修正的软底所消耗的能量最小。基于粒子群算法和ABC算法的两足软底楼梯机器人近最优轨迹生成
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Near-Optimal Trajectory Generation of a Two-Legged Robot with Soft Sole on Staircase using PSO and ABC
During biped locomotion the foot ground interaction plays an important role, as it takes the reaction force acting on the foot and allows stable walking of the biped robot. Generally, the foot is considered to be hard to solve the gait generation problem and dynamic balance aspects of the two-legged robot. However, a layer of rubber is placed on the sole of the robot to act as a shock absorber for all practical purposes. It is important to note that the soft sole gets deformed during walking of the robot and allows the limbs of the robot to bend that influences the dynamic balance of the walking machine. The aim of this study is to use two different non-traditional optimization algorithms, such as particle swarm optimization (PSO) and artificial bee colony (ABC) algorithms to obtain the optimal hip trajectory, damping coefficient and position of the lumped masses for a 7-DOF biped robot ascending the staircase. The dynamic balance of the gaits generated with soft sole is verified using the concept of zero moment point (ZMP). Further, the energy consumed in ascending the staircase with and without soft sole has been computed. The results of this study proved that, least energy is consumed with soft sole having correction for the deformation. Near-Optimal Trajectory Generation of a Two-Legged Robot with Soft Sole on Staircase using PSO and ABC
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