WU Haiyan, CAO Liulin, WANG Jing. Output feedback control for molecular weight distribution[J]. CIESC Journal, 2012, (9): 2836-2842.
DOI:
WU Haiyan, CAO Liulin, WANG Jing. Output feedback control for molecular weight distribution[J]. CIESC Journal, 2012, (9): 2836-2842.DOI: 10.3969/j.issn.0438-1157.2012.09.026.
Output feedback control for molecular weight distribution
The combined orthogonal polynomial neural network has been used to model the molecular weight distribution(MWD)of polymers
therefore MWD is decomposed into a function of its moments.In this paper
tracking of a desired MWD is realized through choosing moment vector as directive control goal.In order to obtain the control solution for the non-affine nonlinear multivariate system
a model architecture utilizing an improved nonlinear autoregressive orthogonal polynomial neural network is proposed
and the linear relationship between the model outputs and current control strategy U(k)is realized.Taking the higher-dimensional controlled variable into consideration
the paper shows the equivalent of independent variables in moment vector and parameters of distribution function
thus the criterion of moment vector dimensionality reduction are proposed to transforming the higher-dimensional output control problem into low-dimensional.Based on the improved neural network model
the output feedback control method is used for the moment control of MWD
and then the tracking of desired MWD is realized.The control method is tested on styrene polymerization reacted in CSTR
and simulation results proved the effectiveness of the method.This paper proposed a new solution for modeling and control of nonlinear multivariate system.