基于自适应迭代扩展卡尔曼滤波的低轨道增强定位技术

IF 3 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Jixi Liu;Shuaiyong Zheng;Xuanwen Wang;Shuailong Chen;Heng Yang;Yuhan Zhou;Xiaoqin Jin;Ailing Zhang
{"title":"基于自适应迭代扩展卡尔曼滤波的低轨道增强定位技术","authors":"Jixi Liu;Shuaiyong Zheng;Xuanwen Wang;Shuailong Chen;Heng Yang;Yuhan Zhou;Xiaoqin Jin;Ailing Zhang","doi":"10.23919/cje.2024.00.112","DOIUrl":null,"url":null,"abstract":"The BeiDou-3 satellite navigation system (BDS-3) provides all-weather, all-time, high-precision positioning, navigation, and timing services for global users. However, compared with the Asia-Pacific region, the BDS-3 suffers from a relatively small number of visible satellites at high latitudes, which makes it difficult to provide high-performance services that meet application requirements. Moreover, traditional satellite positioning algorithms, such as iterative least squares (ILS) and extended Kalman filter (EKF), yield unsatisfactory positioning results when con-fronted with nonlinear models and abnormal noise. The rapid movement of low Earth orbit (LEO) satellites can enhance geometric diversity and effectively improve the geometry of BDS-3. The adaptive iterative extended Kalman filter (AIEKF) can adaptively adjust the noise covariance matrix and iteratively optimize the filtered estimates to converge more closely towards the true values. Therefore, we leverage the Iridium NEXT constellation to enhance the performance of BDS-3, and based on this, employ the AIEKF to estimate the system state parameters. The results indicated that with the integration of the LEO constellations, the number of visible satellites of BDS-3 at high latitudes improved by about 3 satellites and the position dilution of precision decreased by about 0.1821. The positioning accuracy was improved by 54.81% and 23.30% through the proposed algorithm, when compared with the ILS and EKF respectively. The algorithm provides a reference for comprehensive assessment of hybrid constellation positioning performance.","PeriodicalId":50701,"journal":{"name":"Chinese Journal of Electronics","volume":"34 4","pages":"1136-1145"},"PeriodicalIF":3.0000,"publicationDate":"2025-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11151172","citationCount":"0","resultStr":"{\"title\":\"Low-Orbit Augmented Positioning Technology Based on Adaptive Iterative Extended Kalman Filter\",\"authors\":\"Jixi Liu;Shuaiyong Zheng;Xuanwen Wang;Shuailong Chen;Heng Yang;Yuhan Zhou;Xiaoqin Jin;Ailing Zhang\",\"doi\":\"10.23919/cje.2024.00.112\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The BeiDou-3 satellite navigation system (BDS-3) provides all-weather, all-time, high-precision positioning, navigation, and timing services for global users. However, compared with the Asia-Pacific region, the BDS-3 suffers from a relatively small number of visible satellites at high latitudes, which makes it difficult to provide high-performance services that meet application requirements. Moreover, traditional satellite positioning algorithms, such as iterative least squares (ILS) and extended Kalman filter (EKF), yield unsatisfactory positioning results when con-fronted with nonlinear models and abnormal noise. The rapid movement of low Earth orbit (LEO) satellites can enhance geometric diversity and effectively improve the geometry of BDS-3. The adaptive iterative extended Kalman filter (AIEKF) can adaptively adjust the noise covariance matrix and iteratively optimize the filtered estimates to converge more closely towards the true values. Therefore, we leverage the Iridium NEXT constellation to enhance the performance of BDS-3, and based on this, employ the AIEKF to estimate the system state parameters. The results indicated that with the integration of the LEO constellations, the number of visible satellites of BDS-3 at high latitudes improved by about 3 satellites and the position dilution of precision decreased by about 0.1821. The positioning accuracy was improved by 54.81% and 23.30% through the proposed algorithm, when compared with the ILS and EKF respectively. The algorithm provides a reference for comprehensive assessment of hybrid constellation positioning performance.\",\"PeriodicalId\":50701,\"journal\":{\"name\":\"Chinese Journal of Electronics\",\"volume\":\"34 4\",\"pages\":\"1136-1145\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2025-07-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11151172\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chinese Journal of Electronics\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/11151172/\",\"RegionNum\":4,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chinese Journal of Electronics","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/11151172/","RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

摘要

北斗三号卫星导航系统(BDS-3)为全球用户提供全天候、全天候、高精度定位、导航和授时服务。然而,与亚太地区相比,北斗三号系统在高纬度地区的可见卫星数量相对较少,难以提供满足应用需求的高性能服务。此外,传统的卫星定位算法,如迭代最小二乘(ILS)和扩展卡尔曼滤波(EKF),在面对非线性模型和异常噪声时,定位效果并不理想。近地轨道卫星的快速运动可以增强北斗三号的几何多样性,有效改善北斗三号的几何结构。自适应迭代扩展卡尔曼滤波器(AIEKF)可以自适应调整噪声协方差矩阵,并对滤波后的估计进行迭代优化,使滤波后的估计更接近于真实值。因此,我们利用铱星NEXT星座增强北斗三号系统的性能,并在此基础上利用AIEKF估计系统状态参数。结果表明:低轨道星座整合后,北斗三号系统高纬度可见卫星数增加约3颗,精度位置稀释系数降低约0.1821。与ILS和EKF相比,该算法的定位精度分别提高了54.81%和23.30%。该算法为综合评价混合星座定位性能提供了参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Low-Orbit Augmented Positioning Technology Based on Adaptive Iterative Extended Kalman Filter
The BeiDou-3 satellite navigation system (BDS-3) provides all-weather, all-time, high-precision positioning, navigation, and timing services for global users. However, compared with the Asia-Pacific region, the BDS-3 suffers from a relatively small number of visible satellites at high latitudes, which makes it difficult to provide high-performance services that meet application requirements. Moreover, traditional satellite positioning algorithms, such as iterative least squares (ILS) and extended Kalman filter (EKF), yield unsatisfactory positioning results when con-fronted with nonlinear models and abnormal noise. The rapid movement of low Earth orbit (LEO) satellites can enhance geometric diversity and effectively improve the geometry of BDS-3. The adaptive iterative extended Kalman filter (AIEKF) can adaptively adjust the noise covariance matrix and iteratively optimize the filtered estimates to converge more closely towards the true values. Therefore, we leverage the Iridium NEXT constellation to enhance the performance of BDS-3, and based on this, employ the AIEKF to estimate the system state parameters. The results indicated that with the integration of the LEO constellations, the number of visible satellites of BDS-3 at high latitudes improved by about 3 satellites and the position dilution of precision decreased by about 0.1821. The positioning accuracy was improved by 54.81% and 23.30% through the proposed algorithm, when compared with the ILS and EKF respectively. The algorithm provides a reference for comprehensive assessment of hybrid constellation positioning performance.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Chinese Journal of Electronics
Chinese Journal of Electronics 工程技术-工程:电子与电气
CiteScore
3.70
自引率
16.70%
发文量
342
审稿时长
12.0 months
期刊介绍: CJE focuses on the emerging fields of electronics, publishing innovative and transformative research papers. Most of the papers published in CJE are from universities and research institutes, presenting their innovative research results. Both theoretical and practical contributions are encouraged, and original research papers reporting novel solutions to the hot topics in electronics are strongly recommended.
×
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