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1.河北建筑工程学院 土木工程学院,张家口 075132
2.河北省土木工程诊断、改造与抗灾重点实验室,张家口 075132
谢军,男,1979年生,辽宁营口人,博士,副教授,硕士研究生导师;主要研究方向为结构优化与计算智能;E-mail:xiejun79@hebiace.edu.cn。
阎杰,女,1980年生,辽宁锦州人,博士,教授,硕士研究生导师;主要研究方向为结构优化与计算智能;E-mail:yanjie@hebiace.edu.cn。
收稿日期:2023-07-29,
修回日期:2023-09-03,
纸质出版日期:2025-03-15
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谢军,张华帅,林书钦,等. 基于和声搜索遗传算法的桁架结构形状优化方法[J]. 机械强度,2025,47(3):151-158.
XIE Jun,ZHANG Huashuai,LIN Shuqin,et al. Optimization method of truss structure size and shape based on harmonic search genetic algorithm[J]. Journal of Mechanical Strength,2025,47(3):151-158.
谢军,张华帅,林书钦,等. 基于和声搜索遗传算法的桁架结构形状优化方法[J]. 机械强度,2025,47(3):151-158. DOI: 10.16579/j.issn.1001.9669.2025.03.019.
XIE Jun,ZHANG Huashuai,LIN Shuqin,et al. Optimization method of truss structure size and shape based on harmonic search genetic algorithm[J]. Journal of Mechanical Strength,2025,47(3):151-158. DOI: 10.16579/j.issn.1001.9669.2025.03.019.
为改善传统设计理念和遗传算法优化不足,促进桁架结构形状优化的发展与创新,依据和声搜索算法和遗传算法的基本原理,提出一种新型混合遗传算法-和声搜索遗传算法(遗传算法与和声搜索算法的混合是通过在遗传算法操作后嵌入和声搜索算子),同时对遗传算法中交叉变异分三种情况进行自适应改进,引入精英主义等改进措施,并对和声搜索算法进行离散变量和连续变量混合变量处理,建立了基于和声搜索混合遗传算法的桁架结构形状优化方法。在优化过程中,对节点坐标和截面面积两个不同类型的设计变量进行统一考虑,解决了两类变量耦合困难的问题。通过两个典型算例分析,结果表明,和声搜索遗传算法(Harmony Search Hybrid Genetic Algorithm
HS-GA)具有高效的收敛速度,全局能力强;与遗传算法(Genetic Algorithm
GA)、启发式粒子群优化(Heuristic Particle Swarm Optimization
HPSO)算法,以及其他优化算法相比,优化效果明显,是一种适用于桁架结构形状优化的方法。
In order to improve the traditional design concept and the lack of optimization of genetic algorithm
and promote the development and innovation of the shape optimization of truss structure
according to the basic principles of harmony search algorithm and genetic algorithm
a new hybrid genetic algorithm-harmony search genetic algorithm was proposed (the mixing of genetic algorithm and harmony search algorithm is to embed the harmony search operator after the operation of the genetic algorithm)
and at the same time the cross-variation in the genetic algorithm was adaptively improved in three situations
and elitism and other improvement measures were introduced. In addition
the harmonious search algorithm is processed with mixed variables of discrete variables and continuous variables
and a truss structure shape optimization method based on the harmonic search hybrid genetic algorithm was established. In the optimization process
the two different types of design variables of node coordinates and cross-section area were considered uniformly
which solves the problem of difficulty in coupling of the two types of variables. Through the analysis of two typical examples
the results show that the harmonic search genetic algorithm (HS-GA) has efficient convergence speed and strong global ability. Compared with genetic algorithm (GA)
heuristic particle swarm optimization (HPSO) and other optimization algorithms
the optimization effect is obvious
and it is a method suitable for the shape optimization of truss structure.
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