A new optimization algorithm for solving complex constrained design optimization problems

被引:136
作者
Rao, R. Venkata [1 ]
Waghmare, G. G. [1 ]
机构
[1] SV Natl Inst Technol, Dept Mech Engn, Surat, India
关键词
Constrained design optimization; benchmark problems; Jaya algorithm; PARTICLE SWARM OPTIMIZATION; ENGINEERING OPTIMIZATION; DIFFERENTIAL EVOLUTION;
D O I
10.1080/0305215X.2016.1164855
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This article presents the performance of a very recently proposed Jaya algorithm on a class of constrained design optimization problems. The distinct feature of this algorithm is that it does not have any algorithm-specific control parameters and hence the burden of tuning the control parameters is minimized. The performance of the proposed Jaya algorithm is tested on 21 benchmark problems related to constrained design optimization. In addition to the 21 benchmark problems, the performance of the algorithm is investigated on four constrained mechanical design problems, i.e. robot gripper, multiple disc clutch brake, hydrostatic thrust bearing and rolling element bearing. The computational results reveal that the Jaya algorithm is superior to or competitive with other optimization algorithms for the problems considered.
引用
收藏
页码:60 / 83
页数:24
相关论文
共 26 条
[1]   Grenade Explosion Method-A novel tool for optimization of multimodal functions [J].
Ahrari, Ali ;
Atai, Ali A. .
APPLIED SOFT COMPUTING, 2010, 10 (04) :1132-1140
[2]  
Akay B., 2010, J INTELL MANUF, DOI [10.1007/s10845-010-0393-4, DOI 10.1007/S10845-010-0393-4.]
[3]  
[Anonymous], 2004, ANT COLONY OPTIMIZAT
[4]   Ant colony optimization: Introduction and recent trends [J].
Blum, Christian .
PHYSICS OF LIFE REVIEWS, 2005, 2 (04) :353-373
[5]   An upgraded artificial bee colony (ABC) algorithm for constrained optimization problems [J].
Brajevic, Ivona ;
Tuba, Milan .
JOURNAL OF INTELLIGENT MANUFACTURING, 2013, 24 (04) :729-740
[6]  
Clerc M., 2006, Particle Swarm Optimization
[7]   An efficient constraint handling method for genetic algorithms [J].
Deb, K .
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2000, 186 (2-4) :311-338
[8]  
Goldberg DE., 1989, GENETIC ALGORITHMS S, V1
[9]   An effective co-evolutionary particle swarm optimization for constrained engineering design problems [J].
He, Qie ;
Wang, Ling .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2007, 20 (01) :89-99
[10]   An effective co-evolutionary differential evolution for constrained optimization [J].
Huang, Fu-zhuo ;
Wang, Ling ;
He, Qie .
APPLIED MATHEMATICS AND COMPUTATION, 2007, 186 (01) :340-356