Gain tuning of position domain PID control using particle swarm optimization

被引:9
作者
Pano, V. [1 ]
Ouyang, P. R. [1 ]
机构
[1] Ryerson Univ, Dept Aerosp Engn, Toronto, ON, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Position domain control; PID; Particle swarm optimization; Control gain; Contour tracking; Contour error; DESIGN;
D O I
10.1017/S0263574714002331
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Particle swarm optimization (PSO) is a heuristic optimization algorithm and is commonly used for the tuning of PD/PID-type controllers. In this paper, PSO is applied for control gain tuning of a position domain PID controller in order to improve contour tracking performances of linear and nonlinear contours for a serial multi-DOF robotic manipulator. A new fitness function is proposed for gain tuning based on the statistics of the contour error, and pre-existed fitness functions are also applied for the optimization process, followed by some comparison studies. The PSO tuning technique demonstrated the same effectiveness in position domain controllers as in time domain controllers with the results being quite satisfying with low contour errors for both linear and nonlinear contours, and the proposed fitness function is proved to be on par with the pre-existed fitness functions.
引用
收藏
页码:1351 / 1366
页数:16
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