The Study of Marine Intelligent Antenna Technology Based on Beamforming Algorithm

Peng Liu, Yizheng Wu, Han Xiao, Ying Chen
{"title":"The Study of Marine Intelligent Antenna Technology Based on Beamforming Algorithm","authors":"Peng Liu, Yizheng Wu, Han Xiao, Ying Chen","doi":"10.1109/icccs55155.2022.9846088","DOIUrl":null,"url":null,"abstract":"Maritime communication system is an important part of real-time battlefield information transmission. In this paper, adaptive smart antenna beamforming technology is applied to maritime communication, and a one-dimensional antenna array structure model and signal model are proposed. At the same time, the adaptive beamforming algorithm in smart antenna is studied. Since the classical LMS beamforming algorithm has slow convergence speed and poor adaptability, genetic algorithm is applied to array antenna beamforming in this paper. And the traditional genetic algorithm is optimized and improved in initial population planning and crossover operation. The simulation results show that compared with LMS algorithm, traditional genetic algorithm and the optimized genetic algorithm has better convergence effect of mean square error, more accurate suppression of interference signal by beamforming, better practicability and development potential.","PeriodicalId":121713,"journal":{"name":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","volume":"101 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 7th International Conference on Computer and Communication Systems (ICCCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/icccs55155.2022.9846088","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Maritime communication system is an important part of real-time battlefield information transmission. In this paper, adaptive smart antenna beamforming technology is applied to maritime communication, and a one-dimensional antenna array structure model and signal model are proposed. At the same time, the adaptive beamforming algorithm in smart antenna is studied. Since the classical LMS beamforming algorithm has slow convergence speed and poor adaptability, genetic algorithm is applied to array antenna beamforming in this paper. And the traditional genetic algorithm is optimized and improved in initial population planning and crossover operation. The simulation results show that compared with LMS algorithm, traditional genetic algorithm and the optimized genetic algorithm has better convergence effect of mean square error, more accurate suppression of interference signal by beamforming, better practicability and development potential.
基于波束形成算法的海洋智能天线技术研究
海上通信系统是战场实时信息传输的重要组成部分。将自适应智能天线波束形成技术应用于海上通信,提出了一维天线阵列结构模型和信号模型。同时,研究了智能天线中的自适应波束形成算法。针对经典LMS波束形成算法收敛速度慢、适应性差的缺点,本文将遗传算法应用于阵列天线波束形成中。并对传统遗传算法在初始种群规划和交叉操作方面进行了优化和改进。仿真结果表明,与LMS算法相比,传统遗传算法和优化后的遗传算法对均方误差的收敛效果更好,对波束形成干扰信号的抑制更精确,具有更好的实用性和发展潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信