基于粒子群算法的串联弹性作动器振动抑制方法

Yuanzhu Zhan, Zifeng Jiang, Wenduo Jia, Jinggang Wang, Yu Dai, Jianxun Zhang
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引用次数: 0

摘要

系列弹性驱动器(SEA)广泛应用于外骨骼机器人。针对SEA系统的振动抑制问题,提出了一种“规划与控制”的方法。首先,根据连杆的运动学约束方程,基于二阶低通滤波器规划电机位置,并利用粒子群算法对滤波器参数进行优化。其次,根据电机的动力学模型,采用位置跟踪控制器使电机精确地跟踪期望轨迹;通过基于粒子群算法的迭代仿真,最终找到了规划电机轨迹的最优滤波器。实验结果表明,这种“规划控制”方法在保证连杆准确到达期望位置的同时,能有效地抑制残余振动。
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A Vibration Suppression Method of Series Elastic Actuator Based on Particle Swarm Algorithm
Series elastic actuator (SEA) are widely used in exoskeleton robots. For its vibration suppression problem, this paper proposes a method of "planning and controlling" in the SEA system. First, according to the kinematics constraint equation of the connecting rod, the position of motor is planned based on the second-order low-pass filter, which used particle swarm algorithm to optimize the filter parameters in the process. Second, a position tracking controller is used to make the motor accurately track the desired trajectory according to dynamical model of the motor. The optimal filter is finally found to plan the motor trajectory by iterative simulation based on particle swarm algorithm. The experimental results show that this "planning and controlling" method can effectively suppress residual vibration while ensuring that the connecting rod reaches the desired position accurately.
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