Firefly Algorithm for Movable Antenna Arrays

IF 5.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Wireless Communications Letters Pub Date : 2024-09-10 DOI:10.1109/LWC.2024.3456899
Manh Kha Hoang;Tuan Anh Le;Kieu-Xuan Thuc;Tong Van Luyen;Xin-She Yang;Derrick Wing Kwan Ng
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Abstract

This letter addresses a multivariate optimization problem for linear movable antenna arrays (MAAs). Particularly, the position and beamforming vectors of the under-investigated MAA are optimized simultaneously to maximize the minimum beamforming gain across several intended directions, while ensuring interference levels at various unintended directions remain below specified thresholds. To this end, a swarm-intelligence-based firefly algorithm (FA) is introduced to acquire an effective solution to the optimization problem. Simulation results reveal the superior performance of the proposed FA approach compared to the state-of-the-art approach employing alternating optimization and successive convex approximation. This is attributed to the FA’s effectiveness in handling non-convex multivariate and multimodal optimization problems without resorting approximations.
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可移动天线阵列的萤火虫算法
这封信探讨了线性可移动天线阵列(MAA)的多变量优化问题。特别是,同时优化未充分研究的 MAA 的位置和波束成形矢量,以最大化多个预定方向的最小波束成形增益,同时确保各个非预定方向的干扰水平保持在指定阈值以下。为此,引入了基于蜂群智能的萤火虫算法(FA),以获得优化问题的有效解决方案。仿真结果表明,与采用交替优化和连续凸近似的最先进方法相比,所提出的 FA 方法性能更优。这归功于 FA 在处理非凸多变量和多模态优化问题时的有效性,而无需求助于近似值。
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来源期刊
IEEE Wireless Communications Letters
IEEE Wireless Communications Letters Engineering-Electrical and Electronic Engineering
CiteScore
12.30
自引率
6.30%
发文量
481
期刊介绍: IEEE Wireless Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of wireless communications. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of wireless communication systems.
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