Abstract
This paper proposes an improved version of a recently proposed modified simulated annealing algorithm (MSAA) named as an improved MSAA (I-MSAA) to tackle the size optimization of truss structures with frequency constraint. This kind of problem is problematic because its feasible region is non-convex while the boundaries are highly non-linear. The main motivation is to improve the exploitative behavior of MSAA, taking concept from water wave optimization metaheuristic (WWO). An interesting concept of WWO is its breaking operation. Thirty functions extracted from the CEC2014 test suite and four benchmark truss optimization problems with frequency constraints are explored for the validity of the proposed algorithm. Numerical results indicate that I-MSAA is more reliable, stable and efficient than those found by other existing metaheuristics in the literature.
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References
Grandhi RV, Venkayya VB (1988) Structural optimization with frequency constraints. AIAA J 26:858–866. https://doi.org/10.2514/3.9979
Pholdee N, Bureerat S (2014) Comparative performance of meta-heuristic algorithms for mass minimisation of trusses with dynamic constraints. Adv Eng Softw 75:1–13. https://doi.org/10.1016/j.advengsoft.2014.04.005
Grandhi RV (1993) Structural optimization with frequency constraints—a review. AIAA J 31:2296–2330. https://doi.org/10.2514/3.9979
Bellagamba L, Yang TY (1981) Minimum-mass truss structures with constraints on fundamental natural frequency. AIAA J 19:1452–1458. https://doi.org/10.2514/3.7875
Lin JH, Che WY, Yu YS (1982) Structural optimization on geometrical configuration and element sizing with statical and dynamical constraints. Comput Struct 15:507–515. https://doi.org/10.1016/0045-7949(82)90002-5
Ko F-T, Wang BP (1991) An improved method of optimality criteria for structural optimization. Comput Struct 41:629–636. https://doi.org/10.1016/0045-7949(91)90175-L
Sedaghati R, Suleman A, Tabarrok B (2002) Structural optimization with frequency constraints using the finite element force method. AIAA J 40:382–388
Sedaghati R (2005) Benchmark case studies in structural design optimization using the force method. Int J Solids Struct 42:5848–5871. https://doi.org/10.1016/j.ijsolstr.2005.03.030
Lingyun W, Mei Z, Guangming W, Guang M (2005) Truss optimization on shape and sizing with frequency constraints based on genetic algorithm. Comput Mech 35:361–368. https://doi.org/10.1007/s00466-004-0623-8
Wei L, Tang T, Xie X, Shen W (2011) Truss optimization on shape and sizing with frequency constraints based on parallel genetic algorithm. Struct Multidiscip Optim 43:665–682. https://doi.org/10.1007/s00158-010-0600-0
Gomes HM (2011) Truss optimization with dynamic constraints using a particle swarm algorithm. Expert Syst Appl 38:957–968. https://doi.org/10.1016/j.eswa.2010.07.086
Miguel LFF, Fadel Miguel LF (2012) Shape and size optimization of truss structures considering dynamic constraints through modern metaheuristic algorithms. Expert Syst Appl 39:9458–9467. https://doi.org/10.1016/j.eswa.2012.02.113
Kaveh A, Zolghadr A (2012) Truss optimization with natural frequency constraints using a hybridized CSS-BBBC algorithm with trap recognition capability. Comput Struct 102–103:14–27. https://doi.org/10.1016/j.compstruc.2012.03.016
Kaveh A, Zolghadr A (2011) Shape and size optimization of truss structures with frequency constraints using enhanced charged system search algorithm. Asian J Civ Eng 12:487–509
Kaveh A, Zolghadr A (2014) Democratic PSO for truss layout and size optimization with frequency constraints. Comput Struct 130:10–21. https://doi.org/10.1016/j.compstruc.2013.09.002
Kaveh A, Mahdavi VR (2015) Colliding-bodies optimization for truss optimization with multiple frequency constraints. J Comput Civ Eng 29:04014078. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000402
Khatibinia M, Naseralavi S (2014) Truss optimization on shape and sizing with frequency constraints based on orthogonal multi-gravitational search algorithm. J Sound Vib 333:6349–6369. https://doi.org/10.1016/j.jsv.2014.07.027
Kaveh A, Ilchi Ghazaan M (2015) Hybridized optimization algorithms for design of trusses with multiple natural frequency constraints. Adv Eng Softw 79:137–147. https://doi.org/10.1016/j.advengsoft.2014.10.001
Farshchin M, Camp CV, Maniat M (2016) Optimal design of truss structures for size and shape with frequency constraints using a collaborative optimization strategy. Expert Syst Appl 66:203–218. https://doi.org/10.1016/j.eswa.2016.09.012
Gonçalves MS, Lopez RH, Miguel LFF (2015) Search group algorithm: a new metaheuristic method for the optimization of truss structures. Comput Struct 153:165–184. https://doi.org/10.1016/j.compstruc.2015.03.003
Farshchin M, Camp CV, Maniat M (2016) Multi-class teaching–learning-based optimization for truss design with frequency constraints. Eng Struct 106:355–369. https://doi.org/10.1016/j.engstruct.2015.10.039
Kaveh A, Zolghadr A (2017) Cyclical parthenogenesis algorithm for layout optimization of truss structures with frequency constraints. Eng Optim 49:1317–1334. https://doi.org/10.1080/0305215X.2016.1245730
Kaveh A, Ilchi Ghazaan M (2017) Vibrating particles system algorithm for truss optimization with multiple natural frequency constraints. Acta Mech 228:307–322. https://doi.org/10.1007/s00707-016-1725-z
Kaveh A, Zolghadr A (2017) Truss shape and size optimization with frequency constraints using tug of war optimization. Asian J Civ Eng 18:311–313
Ho-Huu V, Nguyen-Thoi T, Truong-Khac T et al (2018) An improved differential evolution based on roulette wheel selection for shape and size optimization of truss structures with frequency constraints. Neural Comput Appl 29:167–185. https://doi.org/10.1007/s00521-016-2426-1
Tejani GG, Savsani VJ, Patel VK (2016) Adaptive symbiotic organisms search (SOS) algorithm for structural design optimization. J Comput Des Eng 3:226–249. https://doi.org/10.1016/j.jcde.2016.02.003
Tejani GG, Savsani VJ, Patel VK, Mirjalili S (2018) Truss optimization with natural frequency bounds using improved symbiotic organisms search. Knowl Based Syst 143:162–178. https://doi.org/10.1016/j.knosys.2017.12.012
Lieu QX, Do DTT, Lee J (2018) An adaptive hybrid evolutionary firefly algorithm for shape and size optimization of truss structures with frequency constraints. Comput Struct 195:99–112. https://doi.org/10.1016/j.compstruc.2017.06.016
Millán Páramo C, Begambre Carrillo O, Millán Romero E (2014) Proposal and validation of a modified Simulated annealing algorithm for solving optimization problems. Rev Int Métodos Numéricos para Cálculo y Diseño en Ing 30:264–270. https://doi.org/10.1016/j.rimni.2013.10.003
Millán Páramo C, Begambre Carrillo O (2016) Solving topology optimization problems using the modified simulated annealing algorithm. Rev int métodos numér cálc diseño ing 32:65–69. https://doi.org/10.1016/j.rimni.2014.11.005
Millan-Paramo C (2018) Modified simulated annealing algorithm for discrete sizing optimization of truss structure. Jordan J Civ Eng 12:683–697
Millan-Paramo C, Filho J (2019) Modified simulated annealing algorithm for optimal design of steel structures. Rev int métodos numér cálc diseño ing 35:1–12. https://doi.org/10.23967/j.rimni.2019.03.003
Liang JJ, Qu BY, Suganthan PN (2013) Problem definitions and evaluation criteria for the CEC 2014 special session and competition on single objective real-parameter numerical optimization. Comput Intell Lab Zhengzhou Univ Zhengzhou China Tech Report, Nanyang Technol Univ Singapore
Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimization by simulated annealing. Science (80-) 220:671–680. https://doi.org/10.1126/science.220.4598.671
Zheng Y-J (2015) Water wave optimization: a new nature-inspired metaheuristic. Comput Oper Res 55:1–11. https://doi.org/10.1016/j.cor.2014.10.008
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The authors are thankful to Universidade Tecnológica Federal do Paraná, and for the scholarship granted to the first author by CAPES.
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Millan-Paramo, C., Filho, J.E.A. Exporting water wave optimization concepts to modified simulated annealing algorithm for size optimization of truss structures with natural frequency constraints. Engineering with Computers 37, 763–777 (2021). https://doi.org/10.1007/s00366-019-00854-6
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DOI: https://doi.org/10.1007/s00366-019-00854-6