Title :
PID controller optimization of mobile robot servo system
Author :
Yan-hong, Du ; Yong, Wei ; Hui-Yong, Shan ; Hua, Liu
Author_Institution :
Dept. of Electromech. Eng., Tianjin Agric. Univ., Tianjin, China
Abstract :
The device driver control of wheeled mobile robot is based on the PID control of kinetic model. In this paper, to improve the system´s overall robustness and the accuracy of control, the wheeled mobile robot´s servo drive system is identified by the BP neural network of series-parallel identification structure, and the PID controller parameter is optimized by the genetic algorithm based on the afore identification result. Thereby the global parameter optimization is achieved. Finally, the algorithm is applied in device driver control of the actual robot to prove that the method can effectively improve stableness and accuracy of the speed control, and the optimization problem of the drive servo PID controller of wheeled mobile is solved. And it will provide technical support of the future research of accurate motion in the industrial and agricultural field.
Keywords :
device drivers; genetic algorithms; mobile robots; robust control; servomechanisms; three-term control; BP neural network; PID controller optimization; agricultural field; device driver control; genetic algorithm; industrial field; mobile robot servo system; series-parallel identification structure; servo drive system; speed control; wheeled mobile robot; DC motors; Genetic algorithms; Mathematical model; Mobile robots; Optimization; Servomotors; Genetic Algorithm; Neural network; PID controller; Servo drive System; Wheeled mobile robot;
Conference_Titel :
Computing, Control and Industrial Engineering (CCIE), 2011 IEEE 2nd International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-9599-3
DOI :
10.1109/CCIENG.2011.6008001