Browse > Article
http://dx.doi.org/10.12989/sem.2015.54.3.453

Hybrid PSO and SSO algorithm for truss layout and size optimization considering dynamic constraints  

Kaveh, A. (Centre of Excellence for Fundamental Studies in Structural Engineering, School of Civil Engineering, Iran University of Science and Technology)
Bakhshpoori, T. (Centre of Excellence for Fundamental Studies in Structural Engineering, School of Civil Engineering, Iran University of Science and Technology)
Afshari, E. (Centre of Excellence for Fundamental Studies in Structural Engineering, School of Civil Engineering, Iran University of Science and Technology)
Publication Information
Structural Engineering and Mechanics / v.54, no.3, 2015 , pp. 453-474 More about this Journal
Abstract
A hybrid approach of Particle Swarm Optimization (PSO) and Swallow Swarm Optimization algorithm (SSO) namely Hybrid Particle Swallow Swarm Optimization algorithm (HPSSO), is presented as a new variant of PSO algorithm for the highly nonlinear dynamic truss shape and size optimization with multiple natural frequency constraints. Experimentally validation of HPSSO on four benchmark trusses results in high performance in comparison to PSO variants and to those of different optimization techniques. The simulation results clearly show a good balance between global and local exploration abilities and consequently results in good optimum solution.
Keywords
hybrid meta-heuristics; Hybrid Particle Swallow Swarm Optimization algorithm; truss optimization; frequency constraints;
Citations & Related Records
연도 인용수 순위
  • Reference
1 Eberhart, R.C. and Shi, Y. (2000), "Comparing inertia weights and constriction factors in particle swarm optimization", Proceedings of the 2000 Congress on Evolutionary Computation, 84-88.
2 Gomes, H.M. (2011), "Truss optimization with dynamic constraints using a particle swarm algorithm", Expert Syst. Appl., 38(1), 957-968.   DOI   ScienceOn
3 Grandhi, R.V. (1993), "Structural optimization with frequency constraints-a review", AIAA J., 31(12), 2296-2303.   DOI
4 Grandhi, R.V. and Venkayya, V.B. (1988), "Structural optimization with frequency constraints", AIAA J., 26, 858-866.   DOI   ScienceOn
5 Gholizadeh, S. and Barzegar, A., (2013), "Shape optimization of structures for frequency constraints by sequential harmony search algorithm", Eng. Optim., 45(6), 627-646.   DOI
6 Kaveh, A. (2014), Advances in Metaheuristic Algorithms for Optimal Design of Structures, Springer International Publishing, Switzerland.
7 Kaveh, A. and Bakhshpoori, T. (2013), "Optimum design of space trusses using cuckoo search algorithm with Levy flights", IJST, Tran. Civil. Eng., 37(C1), 1-15.
8 Kaveh, A., Bakhshpoori, T. and Afshary, E. (2014), "An efficient hybrid particle swarm and swallow swarm optimization algorithm", Comput. Struct., 143, 40-59.   DOI
9 Kaveh, A. and Zolghadr, A. (2011), "Shape and size optimization of truss structures with frequency constraints using enhanced charged system search algorithm", Asian J. Civil Eng., 12(4), 487-509.
10 Kaveh, A. and Zolghadr, A. (2013), "Topology optimization of trusses considering static and dynamic constraints using the CSS", Appl. Soft Comput., 13(5), 2727-2734.   DOI
11 Kaveh, A. and Zolghadr, A. (2014), "Democratic PSO for truss layout and size optimization with frequency constraints", Comput. Struct., 130, 10-21.   DOI
12 Kennedy, J. and Eberhart, R. (2011), Swarm Intelligence, Morgan Kaufmann, San Francisco.
13 Khot, N.S. (1985), "Optimization of structures with multiple frequency constraints", Comput. Struct., 20, 869-876.   DOI
14 Lingyun, W., Mei, Z., Guangming, W. and Guang, M. (2005), "Truss optimization on shape and sizing with frequency constraints based on genetic algorithm", Comput. Mech., 25, 361-368.
15 Lingyun, W., Tianbing, T., Xianghong, X. and Wenjie, S. (2011), "Truss optimization on shape and sizing with frequency constraints based on parallel genetic algorithm", Struct. Multidiscip. Optim., 43, 665-682.   DOI
16 Miguel, L.F.F. and Miguel, L.F.F. (2012), "Shape and size optimization of truss structures considering dynamic constraints through modern meta-heuristic algorithms", Expert Syst. Appl., 39(10), 9458-9467.   DOI
17 Wang, D., Zhang, W.H. and Jiang, J.S. (2004), "Truss optimization on shape and sizing with frequency constraints", AIAA J., 42, 622-630.   DOI
18 Neshat M., Sepidnam, G. and Sargolzaei, M. (2013), "Swallow swarm optimization algorithm: a new method to optimization", Neural. Comput. Applic., 23, 429-454.   DOI
19 Sedaghati, R., Suleman, A. and Tabarrok, B. (2002), "Structural optimization with frequency constraints using finite element force method", AIAA J., 40, 382-388.   DOI
20 Tong, W.H. and Liu, G.R. (2001), "An optimization procedure for truss structure with discrete design variables and dynamic constraints", Comput. Struct., 79, 155-162.   DOI
21 Zuo, W., Xu, T., Zhang, H. and Xu, T. (2011), "Fast structural optimization with frequency constraints by genetic algorithm using adaptive eigenvalue reanalysis methods", Struct. Multidiscip. Optim., 43, 799-810.   DOI