A Phase Angle-Modulated Bat Algorithm with Application to Antenna Topology Optimization

被引:9
作者
Dong, Jian [1 ]
Wang, Zhiyu [1 ]
Mo, Jinjun [2 ]
机构
[1] Cent South Univ, Sch Comp Sci & Engn, Changsha 410083, Peoples R China
[2] Guilin Univ Elect Technol, Sch Informat & Commun, Guilin 541004, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 05期
基金
中国国家自然科学基金;
关键词
bat algorithm; binary optimization; angle modulation; P-AMBA; high-dimensional optimization;
D O I
10.3390/app11052243
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
This paper proposes a phase angle-modulated bat algorithm (P-AMBA) for high-dimensional binary optimization. The idea was to reduce the optimization time by introducing angle modulation technology to reduce the optimization dimensions. Different from the original angle-modulated bat algorithm (AMBA), the control of the trigonometric generating function cosine wave is by introducing new parameters, thereby improving the perturbation ability of the function curve near the x-axis. P-AMBA can explore more 0/1 solutions, and it has advantages in optimizing convergence speed and global search capabilities. The numerical results of the 0-1 knapsack problem tests show that P-AMBA is superior to the contrast algorithms on optimization ability and optimization time. Finally, the experimental result of a compact dual-band planar monopole antenna design showed the effectiveness of P-AMBA in engineering applications.
引用
收藏
页码:1 / 20
页数:19
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