Nonlinear constrained optimal control problem: a PSO-GA-based discrete augmented Lagrangian approach

被引:4
|
作者
Rahim, M. A. [2 ]
Khalid, Haris M. [1 ]
Khoukhi, Amar [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Syst Engn, Dhahran 31261, Saudi Arabia
[2] Univ New Brunswick, Fac Business Adm, Fredericton, NB E3B 5A3, Canada
来源
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY | 2012年 / 62卷 / 1-4期
基金
加拿大自然科学与工程研究理事会;
关键词
Optimal control; Augmented Lagrangian; Nonlinear programming; Particle swarm optimization; Genetic algorithm; Control of two-tank system;
D O I
10.1007/s00170-011-3810-8
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 work deals with the optimal control problem which has been proposed to solve using the discrete augmented Lagrangian-based nonlinear programming approach. It is shown that this technique guarantees a satisfactory performance by minimizing the energy and maximizing the output. Further, a hybrid particle swarm and genetic algorithm-based approach is used to achieve the optimal value of Lagrange multipliers and required parameters. The designed scheme has been successfully tested through extensive simulation. The successful use of the proposed scheme encourages to other physical systems. The proposed scheme is evaluated extensively on a laboratory-scale coupled-tank system.
引用
收藏
页码:183 / 203
页数:21
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