基于UPF的INS/GPS超紧耦合集成导航系统设计

J. Ren, J. Zi, H. Y. Guan, J. Li
{"title":"基于UPF的INS/GPS超紧耦合集成导航系统设计","authors":"J. Ren, J. Zi, H. Y. Guan, J. Li","doi":"10.23919/icins43215.2020.9133853","DOIUrl":null,"url":null,"abstract":"For the strong nonlinearity of ultra-tightly coupled INS/GPS navigation system, this paper present to use the unscented particle filter (UPF) for integration system. The nonlinear measurement equation can be constructed by including the second-order term in the Taylor series of the pseudorange measurements. At the same time, the UPF algorithm is simplified, which greatly reduces the computational complexity caused by a large number of UT transformations. The experimental results indicated that the UPF-based ultra-tight INS/GPS integration system can effectively overcome the nonlinear error, and has higher signal tracking performance and navigation performance in highly dynamic and strong interference environments.","PeriodicalId":127936,"journal":{"name":"2020 27th Saint Petersburg International Conference on Integrated Navigation Systems (ICINS)","volume":"61 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Design of an Ultra-Tightly Coupled Integrated INS/GPS Navigation System Based on UPF\",\"authors\":\"J. Ren, J. Zi, H. Y. Guan, J. Li\",\"doi\":\"10.23919/icins43215.2020.9133853\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"For the strong nonlinearity of ultra-tightly coupled INS/GPS navigation system, this paper present to use the unscented particle filter (UPF) for integration system. The nonlinear measurement equation can be constructed by including the second-order term in the Taylor series of the pseudorange measurements. At the same time, the UPF algorithm is simplified, which greatly reduces the computational complexity caused by a large number of UT transformations. The experimental results indicated that the UPF-based ultra-tight INS/GPS integration system can effectively overcome the nonlinear error, and has higher signal tracking performance and navigation performance in highly dynamic and strong interference environments.\",\"PeriodicalId\":127936,\"journal\":{\"name\":\"2020 27th Saint Petersburg International Conference on Integrated Navigation Systems (ICINS)\",\"volume\":\"61 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 27th Saint Petersburg International Conference on Integrated Navigation Systems (ICINS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.23919/icins43215.2020.9133853\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 27th Saint Petersburg International Conference on Integrated Navigation Systems (ICINS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/icins43215.2020.9133853","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

摘要

针对超紧密耦合惯导/GPS导航系统的强非线性特性,提出将无气味粒子滤波(UPF)应用于集成系统。非线性测量方程可以通过在伪距测量的泰勒级数中加入二阶项来构造。同时,对UPF算法进行了简化,大大降低了大量UT变换带来的计算复杂度。实验结果表明,基于upf的超紧密INS/GPS集成系统能有效克服非线性误差,在高动态、强干扰环境下具有较高的信号跟踪性能和导航性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design of an Ultra-Tightly Coupled Integrated INS/GPS Navigation System Based on UPF
For the strong nonlinearity of ultra-tightly coupled INS/GPS navigation system, this paper present to use the unscented particle filter (UPF) for integration system. The nonlinear measurement equation can be constructed by including the second-order term in the Taylor series of the pseudorange measurements. At the same time, the UPF algorithm is simplified, which greatly reduces the computational complexity caused by a large number of UT transformations. The experimental results indicated that the UPF-based ultra-tight INS/GPS integration system can effectively overcome the nonlinear error, and has higher signal tracking performance and navigation performance in highly dynamic and strong interference environments.
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
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:481959085
Book学术官方微信