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基于粒子群优化的北斗多星定位方法
网络安全与数据治理 6期
李浩,郑睿
(1.安徽师范大学物理与电子信息学院,安徽芜湖241002; 2.安徽省智能机器人信息融合与控制工程实验室(安徽师范大学),安徽芜湖241002)
摘要: 北斗卫星导航系统是我国自主建设运行的卫星系统,向全球用户提供高精度定位服务是其重要功能之一。为提高北斗系统的定位精度,一类可行的方法是伪距定位算法。针对常见的伪距算法存在依赖模型、计算复杂等问题,提出一种基于粒子群优化的北斗卫星定位方法。首先筛选出大气折射误差大、对定位贡献小的冗余卫星,由此获取多颗可利用的北斗卫星;在此基础上,研究粒子群的初始群体和适应度函数,通过粒子群算法得到优化后的接收机位置。实验结果表明,该方法可以快速搜索出优化的位置;与常用的最大四面体法解算出的接收机位置相比较,定位精度可提高大约1.5 m。
中圖分類號:TN967.1
文獻標識碼:A
DOI:10.19358/j.issn.2097-1788.2023.06.015
引用格式:李浩,鄭睿.基于粒子群優(yōu)化的北斗多星定位方法[J].網(wǎng)絡(luò)安全與數(shù)據(jù)治理,2023,42(6):90-96.
Beidou multi-star positioning method based on particle swarm optimization
Li Hao,Zheng Rui
(1.School of Physics and Electronic Information, Anhui Normal University, Wuhu 241002, China; 2.Anhui Provincial Engineering Laboratory on Information Fusion and Control of Intelligent Robot (Anhui Normal University), Wuhu 241002, China)
Abstract: The Beidou navigation satellite system is a satellite system independently constructed and operated by China. Providing highprecision positioning services to global users is one of its important functions. In order to improve the positioning accuracy of the Beidou system,a kind of feasible method is pseudo range location algorithm. In this paper, a Beidou satellite positioning method based on particle swarm optimization is proposed. Firstly, redundant satellites with large atmospheric refraction errors and small contribution to positioning are selected, so as to obtain several available Beidou satellites. On this basis, the initial population and fitness function of particle swarm optimization are studied, and the optimal receiver position is obtained by particle swarm optimization algorithm. The experimental results show that this method can quickly search the optimal position. Compared with the receiver position calculated by the maximum tetrahedron method, the positioning accuracy can be improved by about 15 m.
Key words : Beidou satellite; location; particle swarm optimization; optimization

0    引言

北斗衛(wèi)星導(dǎo)航系統(tǒng)是目前獨立運行的全球四大衛(wèi)星導(dǎo)航系統(tǒng)之一,是中國獨立設(shè)計、自主發(fā)展、正在實施建設(shè)的衛(wèi)星導(dǎo)航系統(tǒng)。該系統(tǒng)可以廣泛應(yīng)用于社會各個方面,為中國的交通運輸、災(zāi)害預(yù)報、城市規(guī)劃、國防安全等諸多領(lǐng)域提供導(dǎo)航定位服務(wù)。隨著人們對導(dǎo)航定位精度的需求不斷提升,關(guān)于導(dǎo)航定位精度的研究成為導(dǎo)航領(lǐng)域研究的熱點。



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作者信息:

李浩1,2,鄭睿1,2

(1.安徽師范大學(xué)物理與電子信息學(xué)院,安徽蕪湖241002;2.安徽省智能機器人信息融合與控制工程實驗室(安徽師范大學(xué)),安徽蕪湖241002)

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