一种利用衰减信号包络检测GPS欺骗的轻量级技术

Xiao Wei;Muhammad Naveed Aman;Biplab Sikdar
{"title":"一种利用衰减信号包络检测GPS欺骗的轻量级技术","authors":"Xiao Wei;Muhammad Naveed Aman;Biplab Sikdar","doi":"10.1109/OJCS.2023.3278496","DOIUrl":null,"url":null,"abstract":"Global Positioning System (GPS) spoofing attacks have attracted more attention as one of the most effective GPS attacks. Since the signals from an authentic satellite and the spoofer undergo different attenuation, the captured envelope of fake GPS signals exhibits distinctive transmission characteristics due to short transmission paths. This can be utilized for GPS spoofing detection. The existing technique for GPS spoofing are either computationally too expensive, require specialize hardware/software updates, or are not accurate enough. To solve these issues, we propose a light-weight GPS spoofing detection method based on a dynamic threshold and captured signal envelope. We validate the proposed technique using experiments based on actual GPS signals and hardware. The relation between envelope characteristics and the distance between a GPS transmitter and receiver are revealed. Inspired by the uncovered relation, a threshold approach towards the detection of GPS spoofing is developed. The proposed approach features a dynamic threshold determined by the \n<italic>dispersion value</i>\n of a signal envelope's variance instead of a fixed threshold to maximize detection performance in multiple attack scenarios. The results show that the proposed technique can effectively detect GPS spoofing attacks with better accuracy and lower computational complexity as compared to existing techniques.","PeriodicalId":13205,"journal":{"name":"IEEE Open Journal of the Computer Society","volume":"4 ","pages":"158-170"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/iel7/8782664/10016900/10130376.pdf","citationCount":"2","resultStr":"{\"title\":\"A Light-Weight Technique to Detect GPS Spoofing Using Attenuated Signal Envelopes\",\"authors\":\"Xiao Wei;Muhammad Naveed Aman;Biplab Sikdar\",\"doi\":\"10.1109/OJCS.2023.3278496\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Global Positioning System (GPS) spoofing attacks have attracted more attention as one of the most effective GPS attacks. Since the signals from an authentic satellite and the spoofer undergo different attenuation, the captured envelope of fake GPS signals exhibits distinctive transmission characteristics due to short transmission paths. This can be utilized for GPS spoofing detection. The existing technique for GPS spoofing are either computationally too expensive, require specialize hardware/software updates, or are not accurate enough. To solve these issues, we propose a light-weight GPS spoofing detection method based on a dynamic threshold and captured signal envelope. We validate the proposed technique using experiments based on actual GPS signals and hardware. The relation between envelope characteristics and the distance between a GPS transmitter and receiver are revealed. Inspired by the uncovered relation, a threshold approach towards the detection of GPS spoofing is developed. The proposed approach features a dynamic threshold determined by the \\n<italic>dispersion value</i>\\n of a signal envelope's variance instead of a fixed threshold to maximize detection performance in multiple attack scenarios. The results show that the proposed technique can effectively detect GPS spoofing attacks with better accuracy and lower computational complexity as compared to existing techniques.\",\"PeriodicalId\":13205,\"journal\":{\"name\":\"IEEE Open Journal of the Computer Society\",\"volume\":\"4 \",\"pages\":\"158-170\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-03-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/iel7/8782664/10016900/10130376.pdf\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Open Journal of the Computer Society\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10130376/\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Open Journal of the Computer Society","FirstCategoryId":"1085","ListUrlMain":"https://ieeexplore.ieee.org/document/10130376/","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

全球定位系统(GPS)欺骗攻击作为最有效的GPS攻击之一,越来越受到人们的关注。由于来自真实卫星和欺骗者的信号经历不同的衰减,由于传输路径短,捕获的伪GPS信号的包络表现出独特的传输特性。这可以用于GPS欺骗检测。现有的GPS欺骗技术要么计算成本太高,要么需要专门的硬件/软件更新,要么不够准确。为了解决这些问题,我们提出了一种基于动态阈值和捕获信号包络的轻量级GPS欺骗检测方法。我们使用基于实际GPS信号和硬件的实验来验证所提出的技术。揭示了GPS发射机和接收机之间的距离与包络特性之间的关系。受未发现关系的启发,提出了一种检测GPS欺骗的阈值方法。所提出的方法的特点是由信号包络方差的离散值确定的动态阈值,而不是固定阈值,以最大限度地提高多个攻击场景中的检测性能。结果表明,与现有技术相比,该技术可以有效地检测GPS欺骗攻击,具有更好的精度和更低的计算复杂度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A Light-Weight Technique to Detect GPS Spoofing Using Attenuated Signal Envelopes
Global Positioning System (GPS) spoofing attacks have attracted more attention as one of the most effective GPS attacks. Since the signals from an authentic satellite and the spoofer undergo different attenuation, the captured envelope of fake GPS signals exhibits distinctive transmission characteristics due to short transmission paths. This can be utilized for GPS spoofing detection. The existing technique for GPS spoofing are either computationally too expensive, require specialize hardware/software updates, or are not accurate enough. To solve these issues, we propose a light-weight GPS spoofing detection method based on a dynamic threshold and captured signal envelope. We validate the proposed technique using experiments based on actual GPS signals and hardware. The relation between envelope characteristics and the distance between a GPS transmitter and receiver are revealed. Inspired by the uncovered relation, a threshold approach towards the detection of GPS spoofing is developed. The proposed approach features a dynamic threshold determined by the dispersion value of a signal envelope's variance instead of a fixed threshold to maximize detection performance in multiple attack scenarios. The results show that the proposed technique can effectively detect GPS spoofing attacks with better accuracy and lower computational complexity as compared to existing techniques.
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
CiteScore
12.60
自引率
0.00%
发文量
0
期刊最新文献
Enhancing Cross-Language Multimodal Emotion Recognition With Dual Attention Transformers Video-Based Deception Detection via Capsule Network With Channel-Wise Attention and Supervised Contrastive Learning An Auditable, Privacy-Preserving, Transparent Unspent Transaction Output Model for Blockchain-Based Central Bank Digital Currency An Innovative Dense ResU-Net Architecture With T-Max-Avg Pooling for Advanced Crack Detection in Concrete Structures Polarity Classification of Low Resource Roman Urdu and Movie Reviews Sentiments Using Machine Learning-Based Ensemble Approaches
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1