Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33092
Elitist Self-Adaptive Step-Size Search in Optimum Sizing of Steel Structures
Authors: Oğuzhan Hasançebi, Saeid Kazemzadeh Azad
Abstract:
This paper covers application of an elitist selfadaptive
step-size search (ESASS) to optimum design of steel
skeletal structures. In the ESASS two approaches are considered for
improving the convergence accuracy as well as the computational
efficiency of the original technique namely the so called selfadaptive
step-size search (SASS). Firstly, an additional randomness
is incorporated into the sampling step of the technique to preserve
exploration capability of the algorithm during the optimization.
Moreover, an adaptive sampling scheme is introduced to improve the
quality of final solutions. Secondly, computational efficiency of the
technique is accelerated via avoiding unnecessary analyses during the
optimization process using an upper bound strategy. The numerical
results demonstrate the usefulness of the ESASS in the sizing
optimization problems of steel truss and frame structures.
Keywords: Structural design optimization, optimal sizing, metaheuristics, self-adaptive step-size search, steel trusses, steel frames.}
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1339117
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1422References:
[1] S. Kazemzadeh Azad, O. Hasançebi, O.K. Erol, “Evaluating efficiency of big-bang big crunch algorithm in benchmark engineering optimization problems”, Int. J. Optim. Civil. Eng., 1(3), 495–505, 2011.
[2] F. Erbatur, M.M. Al-Hussainy, “Optimum design of frames”, Comput. Struct, 45(5–6), 887–891, 1992.
[3] E.I. Tabak, P.M. Wright “Optimality criteria method for building frames”, J. Struct. Div., ASCE, 107(7), 1327–1342, 1981.
[4] M.P. Saka, “Optimum design of steel frames with stability constraints” Comput. Struct., 41(6), 1365–1377, 1991.
[5] X-S. Yang, “Nature-inspired metaheuristic algorithms” Luniver Press, 2008.
[6] L. Lamberti, C. Pappalettere, "Metaheuristic design optimization of skeletal structures: a review", Computational Technology Reviews, 4, 1- 32, 2011. doi:10.4203/ctr.4.1
[7] M.P. Saka, "Optimum design of steel frames using stochastic search techniques based in natural phenomena: a review", in B.H.V. Topping, (Editor), "Civil Engineering Computations: Tools and Techniques", Saxe-Coburg Publications, Stirlingshire, UK, Chapter 6, pp 105-147, 2007.
[8] M.P. Saka, E. Doğan, "Recent developments in metaheuristic algorithms: a review” in B.H.V. Topping, (Editor), "Computational Technology Reviews", Saxe-Coburg Publications, Stirlingshire, UK, 31- 78, 2012.
[9] O. Hasançebi, T. Bahçecioğlu, Ö. Kurç, M.P. Saka, “Optimum design of high-rise steel buildings using an evolution strategy integrated parallel algorithm”, Comput. Struct., 89, 2037-2051, 2011.
[10] S. Kazemzadeh Azad, O. Hasançebi, S. Kazemzadeh Azad, “Upper Bound Strategy for Metaheuristic Based Design Optimization of Steel Frames”, Adv. Eng. Software, 57, 19–32, 2013.
[11] L. Nolle, “On a hill-climbing algorithm with adaptive step size: towards a control parameter-less black-box optimisation algorithm”, In: B. Reusch (Ed.), Computational Intelligence, Theory and Applications, Springer, pp. 587–595, 2006.
[12] L. Nolle, “SASS applied to optimum work roll profile selection in the hot rolling of wide steel”, Knowledge-Based Systems, 20, 203–208, 2007.
[13] L. Nolle, “SASS Applied to Automated Langmuir Probe Tuning”, In: Proceedings of Asia Modelling Symposium 2007, Phuket, Thailand, pp. 421–425, 2007.
[14] L. Nolle, J.A. Bland, “Self-adaptive step-size search for automatic optimal design”, Knowledge-Based Systems, 29, 75–82, 2012.
[15] S. Kazemzadeh Azad, O. Hasançebi, “An Elitist Self-Adaptive Step-Size Search for Structural Design Optimization, Applied Soft Computing, in press, 2014.
[16] O. Hasançebi, S. Kazemzadeh Azad, “An efficient metaheuristic algorithm for engineering optimization: SOPT”, Int. J. Optim. Civil Eng. 2, 479–487, 2012.
[17] O. Hasançebi, S. Kazemzadeh Azad, “Discrete size optimization of steel trusses using a refined big bang–big Crunch Algorithm”, Eng. Optim., 46, 61–83, 2014.
[18] O. Hasançebi, S. Kazemzadeh Azad, “An exponential big bang-big crunch algorithm for discrete design optimization of steel frames”, Comput. Struct. 110–111, 167–179, 2012.
[19] ASCE 7-98, “Minimum design loads for buildings and other structures: Revision of ANSI/ASCE 7-95”, American Society of Civil Engineers, 2000.
[20] S. Kazemzadeh Azad, O. Hasançebi, “Improving Computational Efficiency of Particle Swarm Optimization for Optimal Structural Design”, Int. J. Optim. Civ. Eng., 3, 563–574, 2013.
[21] V. Togan, A.T. Daloglu, “An improved genetic algorithm with initial population strategy and self-adaptive member grouping”, Comput. Struct., 86, 1204–1218,2008.
[22] K. Koohestani, S. Kazemzadeh Azad, “An Adaptive real-coded genetic algorithm for size and shape optimization of truss structures”, The First International Conference on Soft Computing Technology in Civil, Structural and Environmental Engineering, B.H.V. Topping, Y. Tsompanakis (Eds.), Civil-Comp Press, Stirlingshire, UK, Paper 13, 2009.
[23] A. Hadidi, S. Kazemzadeh Azad, S. Kazemzadeh Azad, “Structural optimization using artificial bee colony algorithm”, The 2nd International Conference on Engineering Optimization (EngOpt), Lisbon, Portugal, 2010.