Title :
A PID controller based on CMAC and Kalman filter
Author :
Wei, Honglei ; Guo, Changyou
Author_Institution :
Sch. of Electron. & Inf. Eng., Dalian Univ. of Technol., Dalian, China
Abstract :
The PID controllers are widely used in many engineering fields. The existence of the control disturbance and measurement error may greatly reduce the controller´s stabilization, and even lead the control to failure. In this paper, we proposed a novel PID controller, which use the cerebellar model articulation controller (CMAC) neural network to compensate the control error online and use the Kalman filter to diminish the affection of control disturbance and the measurement error. Simulation results show that the proposed controller work very well.
Keywords :
Kalman filters; cerebellar model arithmetic computers; measurement errors; neurocontrollers; three-term control; CMAC; Kalmen filter; PID controller; cerebellar model articulation controller neural network; disturbance control; measurement error; Artificial neural networks; Equations; Kalman filters; Mathematical model; Measurement errors; Robots; Simulation; CMAC; Kalman filter; PID;
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
DOI :
10.1109/ICNC.2010.5583138