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An improved constrained differential evolution using discrete variables (D-ICDE) for layout optimization of truss structures

机译:使用离散变量(D-ICDE)的改进约束差分演化用于桁架结构布局优化

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摘要

Recently, an improved (mu + lambda) constrainted differential evolution (ICDE) has been proposed and proven to be robust and effective for solving constrainted optimization problems. However, so far, the ICDE has been developed mainly for continuous design variables, and hence it becomes inappropriate for solving layout truss optimization problems which contain both discrete and continuous variables. This paper hence fills this,gap by proposing a novel discrete variables handling technique and integrating it into original ICDE to give a so-called Discrete-ICDE (D-ICDE) for solving layout truss optimization problems. Objective functions of the optimization problems are minimum weights of the whole truss structures and constraints are stress, displacement and buckling limitations. Numerical examples of five classical truss problems are carried out and compared to other state-of-the-art optimization methods to illustrate the reliability and effectiveness of the proposed method. The D-ICDE's performance shows that it not only successfully handles discrete variables but also significantly improves the convergence of layout truss optimization problem. The D-ICDE is promising to extend for determining the optimal solution of other structural optimization problems which contain both discrete and continuous variables. (C) 2015 Elsevier Ltd. All rights reserved.
机译:最近,已经提出了一种改进的(mu + lambda)约束差分演化(ICDE),并被证明对于解决约束优化问题是鲁棒而有效的。但是,迄今为止,ICDE主要针对连续设计变量而开发,因此不适用于解决包含离散变量和连续变量的布局桁架优化问题。因此,本文通过提出一种新颖的离散变量处理技术并将其集成到原始ICDE中,从而解决布局桁架优化问题的所谓离散ICDE(D-ICDE),填补了这一空白。优化问题的目标函数是整个桁架结构的最小权重,约束条件是应力,位移和屈曲极限。进行了五个经典桁架问题的数值示例,并将其与其他最新的优化方法进行了比较,以说明该方法的可靠性和有效性。 D-ICDE的性能表明,它不仅可以成功处理离散变量,而且可以显着提高布局桁架优化问题的收敛性。 D-ICDE有望扩展到确定包含离散变量和连续变量的其他结构优化问题的最优解。 (C)2015 Elsevier Ltd.保留所有权利。

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