Improved active disturbance rejection control with the optimization algorithm for the leg joint control of a hydraulic quadruped robot

X. Shao, Yuqi Fan, Junpeng Shao, Guitao Sun
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引用次数: 1

Abstract

To enhance the joint control performance in hydraulic quadruped robots, active disturbance rejection control was used in the leg joint controller design of a hydraulic quadruped robot in combination with the self-growing lévy-flight salp swarm algorithm in this paper. First, the robot-leg structure of the hydraulic system model was built to analyze system operation details in terms of the mathematical construction. Second, the self-growing lévy-flight salp swarm algorithm was introduced. Then, the active disturbance rejection control parameters required were defined based on the composition and principle of the third-order active disturbance rejection control model. Third, the system evaluation function ITSE was selected, and the parameter tuning problem was converted into an algorithm optimization problem. Finally, the joint system of the hydraulic quadruped robot was taken as the research object, the self-growing lévy-flight salp swarm algorithm was added to the active disturbance rejection control to tune parameters, and this paper compared three different algorithms in the same environments to show the good control ability of the proposed method. To comprehensively show the performances of robot joint systems controlled by the proposed controller, the temporal response results, the frequency response results, the sawtooth response results, the ramp response, and the random response were displayed. All results reveal the effectiveness and excellent performance of the proposed controller in joint systems of a hydraulic quadruped robot.
基于优化算法的液压四足机器人腿关节控制改进自抗扰控制
为了提高液压四足机器人的关节控制性能,将自抗扰控制方法与自生长lsamry -flight salp swarm算法相结合,应用于液压四足机器人的腿部关节控制器设计中。首先,建立了液压系统的机器人腿结构模型,从数学结构上分析了系统的运行细节。其次,介绍了一种自生长的lsamv -flight salp群算法。然后,根据三阶自抗扰控制模型的组成和原理,定义了所需的自抗扰控制参数;再次,选取系统评价函数ITSE,将参数整定问题转化为算法优化问题;最后,以液压四足机器人的关节系统为研究对象,在自抗扰控制中加入自生长lsamry -flight salp swarm算法进行参数自整定,并在相同环境下对三种不同算法进行了比较,表明所提方法具有良好的控制能力。为了全面展示该控制器控制的机器人关节系统的性能,给出了时间响应结果、频率响应结果、锯齿响应结果、斜坡响应结果和随机响应结果。结果表明,所提出的控制器在液压四足机器人关节系统中的有效性和优异性能。
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