An efficient genetic algorithm for the design optimization of cold-formed steel portal frame buildings

Duoc T. Phan*, James B.P. Lim, Tiku T. Tanyimboh, Wei Sha

*Corresponding author for this work

    Research output: Contribution to conferencePaperpeer-review

    1 Citation (Scopus)

    Abstract

    The design optimization of cold-formed steel portal frame buildings is considered in this paper. The real-coded genetic algorithm (GA) optimizer proposed considers both building's topology (i.e. frame spacing and pitch) and cross-sectional sizes of the main structural members as the decision variables that are optimized. Previous GAs in the literature were characterized by poor convergence including slow progress that usually results in excessive computation times and/or frequent failure to achieve an optimal or near-optimal solution. This is the main issue addressed in this paper. In an effort to improve the performance of the conventional GA, a niching strategy is presented that is an effective means of enhancing the dissimilarity of the solutions in each generation of the GA. Through a benchmark example, it is shown that the efficient GA proposed generates the optimal solution more consistently with three times faster of the computation time in comparison to the conventional GA.

    Original languageEnglish
    Pages473-483
    Number of pages11
    Publication statusPublished - 01 Dec 2012
    Event21st International Specialty Conference on Cold-Formed Steel Structures - St. Louis, MO, United States
    Duration: 24 Oct 201225 Oct 2012

    Conference

    Conference21st International Specialty Conference on Cold-Formed Steel Structures
    Country/TerritoryUnited States
    CitySt. Louis, MO
    Period24/10/201225/10/2012

    Keywords

    • Cold-formed steel
    • Genetic algorithm
    • Optimization
    • Portal frame

    ASJC Scopus subject areas

    • Building and Construction
    • Metals and Alloys

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