利用NSGA-II算法优化非线性可变钢平台的多目标优化。

Sỹ Hùng Mai
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引用次数: 0

摘要

由于计算机技术的飞速发展,优化设计在生活的各个领域得到了越来越广泛的应用。在结构优化中,由于设计工程师期望目标的多样性甚至矛盾性,多目标优化越来越受到科学家们的重视。本文以桁架质量最小和桁架顶部水平位移最小为基本目标,提出了钢桁架的多目标优化设计问题。设计变量是结构在定义范围内的横截面积。采用直接分析方法捕捉结构的非线性行为,并计算结构的最大承载能力。采用NSGA-II (non - dominant sorting GA-II)算法求解上述优化问题。以一个47杆平面桁架为例,说明其优化设计问题。结果表明,NSGA-II算法在求解给定优化问题时是非常有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
TỐI ƯU ĐA MỤC TIÊU GIÀN THÉP PHI TUYẾN CÓ BIẾN THIẾT KẾ LIÊN TỤC BẰNG THUẬT TOÁN NSGA-II
Thank to the rapid development of computer technology, optimization design has been increasingly widely applied in all areas of life. In structural optimization, due to the variety and even contradiction between the desired goals of design engineers, multi-objective optimization attracts more and more attention from scientists. In this paper, the author presents the multi-objective optimization design problem for steel truss with two basic objectives: the truss mass and the horizontal displacement of the top of the truss is minimized. The design variables are the cross-sectional areas of the structure that are in the defined ranges. Direct analysis is used to capture the nonlinear behavior as well as calculate the maximum load-carrying capacity of the structure. The optimization problem set up above is solved by NSGA-II (Non-dominated sorting GA-II) algorithm. A 47-bar planar truss is studied to illustrate the optimal design problem. The results show that the NSGA-II algorithm is very effective in solving the given optimization problem.
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