Title :
A double variable decoupled controller based on a BP network PID and the research on its application to an air-cushioned headbox
Author :
Xu, Yu-Ying ; Pan, Hai-Peng
Author_Institution :
Dept. of Autom., Zhejiang Sci-Tech Univ., Hangzhou, China
Abstract :
The coupling relationship existing between total pressure and liquid level of an air-cushioned headbox in the paper making industry is both complex and nonlinear. This paper analyzes and summarizes the advantages of a traditional BP neural network and PID control methods. A new controller based on BP neural network PID is designed to reduce the influence between the two variables. The controller modifies the parameters: proportion (kp), integral (ki), and differential coefficient (kd) of a PID itself online using the neural network´s capability for non-linear description, in order to find the best PID parameters, which can reduce the influence between total pressure and liquid level of an aircushioned headbox. The results of simulations using linear and nonlinear models indicate that the controller has the characteristics of simple realization, quick dynamic behavior, high control and practical value.
Keywords :
backpropagation; control system synthesis; large-scale systems; linear systems; multivariable control systems; neurocontrollers; nonlinear control systems; paper industry; paper making; three-term control; BP neural network; PID control; air-cushioned headbox; complex system; controller design; coupling relationship; double variable decoupled controller; linear system; liquid level; nonlinear control system; paper making industry; proportion-integral-differential system; total pressure level; Automatic control; Communication system control; Control systems; Neural networks; Paper making; Paper making machines; Pi control; Pressure control; Proportional control; Three-term control; BP network; PID control; air-cushioned; headbox; paper making;
Conference_Titel :
Computing, Communication, Control, and Management, 2009. CCCM 2009. ISECS International Colloquium on
Conference_Location :
Sanya
Print_ISBN :
978-1-4244-4247-8
DOI :
10.1109/CCCM.2009.5268006