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机器人转动关节的LuGre摩擦模型参数辨识 被引量:3

Identification for parameters of the Lu Gre friction model in the robot rotating joints
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摘要 根据Lu Gre摩擦模型辨识理论,以伺服电机驱动轴与伺服电机内部的摩擦模拟机器人关节摩擦,建立Lu Gre摩擦模型。对伺服电机做基于固高卡的模拟量控制,通过C++编程,从编码器中读取角度、转速值、加速度值。正转速度和对应的驱动力矩,以及反转速度和对应的驱动力矩,分别构成静态参数辨识的两组数据。位移、速度、加速度和驱动力矩构成动态参数辨识数据。在MATLAB中编写粒子群算法辨识程序,对以上数据进行处理,最终得到Lu Gre模型的6个参数的辨识值。 The friction between the driving shaft of a servo motor and its stationary part is simulated as friction of a robot joint and its Lu Gre friction model is built based on the identification theory of the Lu Gre friction model. The modulating control of the servo motor through Googol card is implemented using the visual C++ program, the values of angles, rotational speed of the motor and acceleration values can be obtained from the encoder. The values of positive-rotating speed and those of the corresponding drive torque, as well as the values of the reverse-rotating speed and those of the corresponding drive torque are used as the two sets of data to identify the static parameters. The values of angle, velocity, acceleration and driving torque are used as the data to identify the dynamic parameters. A PSO identification program to process the data mentioned above is made in the environment of MATLAB, and the six parameters of the Lu Gre friction model are obtained.
作者 傅莹 刘舒然
出处 《微型机与应用》 2014年第19期76-78,82,共4页 Microcomputer & Its Applications
关键词 LU GRE 摩擦模型 模拟量控制 粒子群算法 Lu Gre friction model modulating control particle swarm optimization
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参考文献5

  • 1Liu Deping.Genetic algorithms based parameter identification for nonlinear mechanical servo systems[C].2006 1st IEEE Conference on Industrial Electronics and Applications,2006:1-5.
  • 2ZHANG Wenjing.Parameter identification of Lu Gre friction model in servo system based on improved particle swarm optimization algorithm[C].Proceedings of the 26th Chinese Control Conference,2007:135-139.
  • 3孙洪鑫,王修勇,陈政清.辩识Lu Gre摩擦模型参数的两种智能算法[C].第五届全国电磁流变液及其应用学术会议论文集,长沙,2008.
  • 4Zheng Yaqing.Parameter identification of Lu Gre friction model for robot joints[C].Proceedings of the 3rd International Conference on Manufacturing Science and Engineering(ICMSE 2012),Xiamen,China,2012:27-29.
  • 5SHI Yuhui,EBERHART R.A modified particle swarm optimizer[C].In:IEEE Word Congress on Computational Intelligence,1998:69-73.

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