Direct Shooting Method for Optimal Control of the Highly Nonlinear Differential-Algebraic Systems

被引:1
作者
Drag, Pawel [1 ]
Styczen, Krystyn [1 ]
机构
[1] Wroclaw Univ Technol, Dept Control Syst & Mechatron, Janiszewskiego 11-17, PL-50372 Wroclaw, Poland
来源
RECENT ADVANCES IN COMPUTATIONAL OPTIMIZATION: RESULTS OF THE WORKSHOP ON COMPUTATIONAL OPTIMIZATION WCO 2014 | 2016年 / 610卷
关键词
Optimal control; Differential-algebraic systems; Multiple shooting method; Nonlinear programming; DYNAMIC OPTIMIZATION PROBLEMS; MODEL-PREDICTIVE CONTROL; EFFICIENT;
D O I
10.1007/978-3-319-21133-6_5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper the optimal control of highly nonlinear differential-algebraic systems (DAEs) is discussed. The direct shooting method is seen as an efficient tool for control of the complex real-life technological processes, where dynamics and conservation laws are presented. To stabilize the optimization algorithm, the multiple shooting method was proposed. The multiple shooting approach introduces new decision variables and constraints to the problem, but it can preserve the stability of the process, the continuity of the differential state trajectories and enables parallel computation of the mathematical model. The conditions for the frequency of shots, to establish the well-conditioned optimization problem, are considered. The proposed method was tested on the mathematical model of the fed-batch fermentor for penicillin production process, which is a highly nonlinear multistage differential-algebraic system. The numerical simulations were executed in MATLAB environment using Wroclaw Center for Networking and Supercomputing.
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页码:75 / 90
页数:16
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