Effect of the number of design variables in thickness optimization of concrete barrel roof shells using evolutionary algorithms

Q1 Arts and Humanities
S. Ostovari, Hooman Shayani
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引用次数: 1

Abstract

This study looks into some practical implications of using evolutionary algorithms for optimization of free-form concrete shells in search of methods for automating design representation and determining the number of design variables. This study reports the insights and learnings from a set of numerical experiments, by changing the number of parameters, on thickness optimization of a barrel roof shell subjected to self-weight, an additional snow load, and an earthquake response spectrum. The practical advantages and challenges of two methods, parametric and direct representations, are analysed, and a spectrum of methods between these two extremes are investigated through experiments. The results demonstrate how changing the number of variables affects the quality of the design and the performance of the algorithm and why a systematic problem-dependent method for finding the best design representation and number of variables outside this spectrum can be beneficial.
基于进化算法的混凝土筒形屋面板厚度优化中设计变量数的影响
本研究着眼于使用进化算法优化自由形式混凝土壳的一些实际意义,以寻找自动化设计表示和确定设计变量数量的方法。本研究报告了一组数值实验的见解和教训,通过改变参数的数量,对受自重、附加雪荷载和地震反应谱影响的桶形顶壳厚度优化。分析了参数表示和直接表示两种方法的实际优势和挑战,并通过实验研究了介于这两种极端之间的一系列方法。结果表明,改变变量的数量如何影响设计的质量和算法的性能,以及为什么一个系统的问题依赖的方法来寻找最佳的设计表示和这个范围之外的变量数量可能是有益的。
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来源期刊
International Journal of Space Structures
International Journal of Space Structures Arts and Humanities-Conservation
CiteScore
2.00
自引率
0.00%
发文量
21
期刊介绍: The aim of the journal is to provide an international forum for the interchange of information on all aspects of analysis, design and construction of space structures. The scope of the journal encompasses structures such as single-, double- and multi-layer grids, barrel vaults, domes, towers, folded plates, radar dishes, tensegrity structures, stressed skin assemblies, foldable structures, pneumatic systems and cable arrangements. No limitation on the type of material is imposed and the scope includes structures constructed in steel, aluminium, timber, concrete, plastics, paperboard and fabric.
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