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Center Based Genetic Algorithm and its application to the stiffness equivalence of the aircraft wing

机译:基于中心的遗传算法及其在机翼刚度等效中的应用

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摘要

In this paper, a kind of Center Based Genetic Algorithm (CBGA) is proposed to overcome the premature convergence and to solve the stiffness equivalence problem. With the information of population center, central chaotic mutation and space shrinking strategy are designed to guide the evolutionary searching process. Meanwhile, the rank value based roulette selection and a new Cauchy preferential crossover operator are collaboratively used with the mutation operators in the CBGA. To avoid the loss of the best solution, the elitist strategy is employed as well. In addition, local search is embedded in the CBGA after the main evolutionary search process to enhance the exploitation ability by further improving the elite solution. Numerical simulation and comparison based on a set of benchmark functions show that, the proposed CBGA is superior to the hybrid genetic algorithm from the literature in terms of searching efficiency, solution quality, robustness and success ratio. Finally, CBGA is applied to successfully solve the stiffness equivalence problem of the small-aspect-ratio aircraft wine to tapered beam.
机译:本文提出了一种基于中心的遗传算法(CBGA),以克服过早的收敛性并解决刚度等价问题。利用种群中心信息,设计了中央混沌突变和空间缩小策略来指导进化搜索过程。同时,基于等级值的轮盘赌选择和新的柯西优先交叉算子与CBGA中的变异算子配合使用。为了避免失去最佳解决方案,还采用了精英策略。另外,在主要的进化搜索过程之后,将本地搜索嵌入到CBGA中,以通过进一步改进精英解决方案来增强开发能力。基于一组基准函数的数值仿真和比较表明,从搜索效率,解质量,鲁棒性和成功率方面看,所提出的CBGA优于文献中的混合遗传算法。最后,将CBGA成功应用于小纵横比飞机酒对锥形梁刚度等效的问题。

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