DocumentCode
2381042
Title
Constrained optimization using the quasi-chaotic optimization method with the exact penalty function and the sequential quadratic programming
Author
Okamoto, Takashi ; Hira, Hironori
Author_Institution
Grad. Sch. of Eng., Chiba Univ., Chiba, Japan
fYear
2011
fDate
9-12 Oct. 2011
Firstpage
1765
Lastpage
1770
Abstract
In this study, we propose a new constrained optimization method using the quasi-chaotic optimization method (Q-COM) with the exact penalty function and the Sequential Quadratic Programming (SQP). The Q-COM, which has been proposed recently, is a global optimization method to solve unconstrained optimization problems in which the simultaneous perturbation gradient approximation is introduced into the chaotic optimization method to apply to a class of problems whose objective function values only can be computed. The SQP is well known and powerful constrained optimization method to find local optimal solution. In the proposed method, the Q-COM with the exact penalty function is used as the global search method and the SQP is used as the local search method. We confirm the effectiveness of the proposed method through applications to various types of benchmark problems that include the coil spring design problem and the benchmark problems used in the special session on constrained real parameter optimization in CEC2006.
Keywords
approximation theory; quadratic programming; coil spring design problem; constrained optimization; exact penalty function; global search method; local search method; quasichaotic optimization method; sequential quadratic programming; simultaneous perturbation gradient approximation; Approximation methods; Benchmark testing; Quadratic programming; Search problems; Trajectory; Chaotic Optimization Method; Constrained Optimization; Exact Penalty Function Method; Sequential Quadratic Programming; Simultaneous Perturbation Gradient Approximation;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics (SMC), 2011 IEEE International Conference on
Conference_Location
Anchorage, AK
ISSN
1062-922X
Print_ISBN
978-1-4577-0652-3
Type
conf
DOI
10.1109/ICSMC.2011.6083927
Filename
6083927
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