A novel hybrid algorithm based on particle swarm and ant colony optimization for finding the global minimum

Applied Mathematics and Computation

Volumn 219, Issue 4, 2012, Pages 1515-1521

  Kiran, Mustafa Servet ^a   Gündüz, Mesut ^a   Baykan, Ömer Kaan ^a  

^a SELCUK UNIVERSITY   (Turkey)

Author keywords

Ant colony optimization; Global minimum; Hybrid metaheuristic; Particle swarm optimization

Indexed keywords

ANT COLONY OPTIMIZATION (ACO); BENCH-MARK PROBLEMS; GLOBAL MINIMA; HYBRID ALGORITHMS; METAHEURISTIC; NEW POSITION; PARTICLE OPTIMIZATION; PARTICLE SWARM;

ARTIFICIAL INTELLIGENCE; BENCHMARKING; ITERATIVE METHODS; PARTICLE SWARM OPTIMIZATION (PSO);

ALGORITHMS;

EID: 84867575848     PISSN: 00963003     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.amc.2012.06.078     Document Type: Article

References (22)

1. C. Hamzacebi, and F. Kutay A heuristic approach for finding the global minimum: adaptive random search technique Applied Mathematics and Computation 173 2006 1323 1333
2. M. Dorigo, V. Maniezzo, and A. Colorni Ant system: optimization by a colony of cooperating agents IEEE Transactions on Systems, Man, and Cybernetics Part B: Cybernetics 26 1996 29 41
3. M.D. Toksari Ant colony optimization for finding the global minimum Applied Mathematics and Computation 176 2006 308 316
4. K. Socha, and M. Dorigo Ant colony optimization for continuous domains European Journal of Operational Research 185 2008 1155 1173
5. M.D. Toksari Ant colony optimization approach to estimate energy demand of Turkey Energy Policy 35 2007 3984 3990
6. L. Shi-chang, Z. Qing-sheng, Y. Zhe, and Y. Hao-lan Ant colony optimization for nonlinear AVO inversion of network traffic allocation optimization Expert Systems with Applications 37 2010 8343 8347
7. M.D. Toksari Estimating the net electricity energy generation and demand using the ant colony optimization approach: case of Turkey Energy Policy 37 2009 1181 1187
8. R.C. Eberhart, and J. Kennedy A new optimizer using particle swarm theory Sixth International Symposium on Micro Machine and Human Science 1995 39 43
9. B. Liu, L. Wang, Y. Jin, F. Tang, and D. Huang Improved particle swarm optimization combined with chaos Chaos, Solutions and Fractals 25 2005 1261 1271
10. W.T. Li, X.W. Shi, and L. Xu Improved GA and PSO culled hybrid algorithm for antenna array pattern synthesis Progress in Electromagnetics Research 1 2008 461 476
11. A. Kaveh, and S. Talatahari Particle swarm optimizer, ant colony strategy and harmony search scheme hybridized for optimization of truss structures Computers and Structures 87 2009 267 283
12. P. Yadmellat, S.M.A. Salehizadeh, and M.B. Menhaj A new Fuzzy Inertia Weight Particle Swarm Optimization International Conference on Computational Intelligence and Natural Computing 2009 507 510
13. A. Kaveh, and S. Talatahari A hybrid particle swarm and ant colony optimization for design of truss structures Asian Journal of Civil Engineering (Building And Housing) 9 2008 329 348
14. P.S. Shelokar, P. Siarry, V.K. Jayaraman, and B.D. Kulkarni Particle swarm and ant colony algorithms hybridized for improved continuous optimization Applied Mathematics and Computation 188 2007 129 142
15. J. Tian, and J. Ma Study of security investment optimizing combination based on PSACO International Symposiums on Information Processing 2008 IEEE Computer Society 10.1109/ISIP.2008.119
16. J. Li, and R.R. Rhinehart Heuristic random optimization Computers and Chemical Engineering 22 3 1998
17. Y.D. Kwon, S.B. Kwon, and J.Y. Kim Convergence enhanced genetic algorithm with successive zooming method for solving continuous optimization problems Computers and Structures 81 2003 1715 1725
18. M. Ji, and H. Tang Global optimizations and tabu search based on memory Applied Mathematics and Computation 159 2004 449 457
19. C. Hamzacebi, and F. Kutay Continuous functions minimization by dynamic random search technique Applied Mathematical Modelling 31 2007 2189 2198
20. M. Dorigo, and T. Stützle Ant Colony Optimization 2004 MIT Press Cambridge, MA, USA
21. M. Dorigo, and L.M. Gambardrella Ant colony system: a cooperative learning approach to the travelling salesman problem A. Prieditis, S. Russell, Twelfth International Conference on Machine Learning 1995 Morgan Kaufmann Tahoe City, CA 252 260
22. Y. Shi, and R. Eberhart A modified particle swarm optimizer Evolutionary Computation Proceedings, IEEE World Congress on Computational Intelligence 1998 69 73