Predictive Control of a Multivariable Neutralisation Process Using Elman Neural Networks

被引:2
|
作者
Wysocki, Antoni [1 ]
Lawrynczuk, Maciej [1 ]
机构
[1] Warsaw Univ Technol, Inst Control & Computat Engn, Ul Nowowiejska 15-19, PL-00665 Warsaw, Poland
关键词
Process control; Model predictive control; Elman neural networks;
D O I
10.1007/978-3-319-15796-2_34
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents development and simulation results of a computationally efficient predictive control algorithm based on a recurrent Elman neural network. The considered process is a multivariable neutralisation reactor. Process modelling and control issues are thoroughly discussed. In particular, the discussed computationally efficient predictive control algorithm with on-line trajectory linearisation and quadratic optimisation is compared to the truly nonlinear scheme with nonlinear optimisation repeated of each sampling instant on-line.
引用
收藏
页码:335 / 344
页数:10
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