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基于Nelder-mead单纯形法的改进人工蜂群算法研究 被引量:8
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作者 苏宏升 殷凯乐 《计算机工程与应用》 CSCD 北大核心 2016年第24期50-56,共7页
针对现有的人工蜂群算法(Artificial Bee Colony,ABC)在进化速度和求解质量方面难以兼顾的缺点,提出一种基于Nelder-mead单纯形法的改进人工蜂群算法(Nelder-Mead Simplex Method based Improved Artificial Bee Colony,NMSM-IABC)。在... 针对现有的人工蜂群算法(Artificial Bee Colony,ABC)在进化速度和求解质量方面难以兼顾的缺点,提出一种基于Nelder-mead单纯形法的改进人工蜂群算法(Nelder-Mead Simplex Method based Improved Artificial Bee Colony,NMSM-IABC)。在迭代过程中,该算法周期性地将单纯形算子得到的最优个体迁移到人工蜂群算法的蜂群中,或将蜂群中的最优蜜源信息迁移到Nelder-mead单纯形算法中。旨在ABC借助NM-SM提高局部搜索能力,NM-SM借助ABC跳出局部最优点,达到两者协同搜索。再者,为了进一步加快收敛速度,在ABC中采用一种改进的跟随蜂搜索策略,并对产生侦察蜂的关键参数进行灵敏度分析。最后,通过6个典型的多维测试函数对算法进行仿真测试。结果表明:提出的算法有效地避免了陷入局部最优,提高全局搜索能力和搜索精度,有较快的收敛速度,是一种较好的协同搜索算法。 展开更多
关键词 人工蜂群算法 nelder-mead单纯形法 协同搜索 灵敏度分析 全局搜索
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Optimal Design of Aperture Illuminations for Microwave Power Transmission with Annular Collection Areas
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作者 Xun Li Baoyan Duan +1 位作者 Yiqun Zhang Yongxin Guo 《Engineering》 SCIE EI CAS CSCD 2023年第11期63-74,共12页
This work presents an optimal design method of antenna aperture illumination for microwave power transmission with an annular collection area.The objective is to maximize the ratio of the power radiated on the annular... This work presents an optimal design method of antenna aperture illumination for microwave power transmission with an annular collection area.The objective is to maximize the ratio of the power radiated on the annular collection area to the total transmitted power.By formulating the aperture amplitude distribution through a summation of a special set of series,the optimal design problem can be reduced to finding the maximum ratio of two real quadratic forms.Based on the theory of matrices,the solution to the formulated optimization problem is to determine the largest characteristic value and its associated characteristic vector.To meet security requirements,the peak radiation levels outside the receiving area are considered to be extra constraints.A hybrid grey wolf optimizer and Nelder–Mead simplex method is developed to deal with this constrained optimization problem.In order to demonstrate the effectiveness of the proposed method,numerical experiments on continuous apertures are conducted;then,discrete arrays of isotropic elements are employed to validate the correctness of the optimized results.Finally,patch arrays are adopted to further verify the validity of the proposed method. 展开更多
关键词 Microwave power transmission Beam collection efficiency Ring-shaped beam Annular collection area Grey wolf optimizer nelder-mead simplex method
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