基于阵列天线信号处理的防欺骗技术

卢建军; 彭新智; 封帆; 黄楚涵; 袁雪林; 朱祥维

doi:10.12265/j.gnss.2024019

基于阵列天线信号处理的防欺骗技术

doi: 10.12265/j.gnss.2024019

中山大学电子与通信工程学院, 广东深圳 518107

详细信息

作者简介:
卢建军：(2001—) 男，博士研究生，研究方向为智能可信导航技术. E-mail: lujj29@mail2.sysu.edu.cn

彭新智：(1996—) 男，博士研究生，研究方向为阵列天线导航抗干扰技术. E-mail: pengxzh9@mail2.sysu.edu.cn

封帆：(1996—) 男，博士研究生，研究方向为卫星导航信号处理和防欺骗技术. E-mail: fengf37@mail2.sysu.edu.cn

通信作者:
朱祥维 E-mail: zhuxw666@mail.sysu.edu.cn

中图分类号: P228.4；TN911.7；TN967.1
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- HTML全文浏览量: 46
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- 被引次数: 0
出版历程
- 收稿日期: 2024-01-30
- 网络出版日期: 2024-07-08

Anti-spoofing technology based on array antenna signal processing

School of Electronics and Information Technology, Sun Yat-Sen University, Shenzhen 518107, China

摘要

摘要: GNSS在国家基础设施以及生命安全应用中扮演重要角色，但日益增长的欺骗干扰事件给GNSS带来了巨大威胁. 本文介绍了基于阵列天线信号处理的防欺骗技术，根据阵列构型的不同，从均匀阵列和稀疏阵列两个方面总结了欺骗干扰检测与欺骗干扰抑制方法. 其中稀疏阵列相较均匀阵列，在相同天线阵元数的情况下，拥有更大的阵列孔径及自由度，极大地降低了设备成本，但其对相干信号处理技术要求更高. 最后本文给出了防欺骗干扰技术面临的难题以及其未来的发展趋势.
- 欺骗干扰 /
- 稀疏阵列 /
- 波达方向估计 /
- 子空间投影 /
- 波束成形
Abstract: Global navigation satellite systems play an important role in national infrastructure as well as life safety applications, but the increasing spoofing incidents pose a great threat to GNSS. This paper introduces the anti-spoofing technology based on array antenna signal processing, and summarizes the spoofing interference detection and spoofing interference suppression methods from both uniform and sparse arrays according to the different array configurations. Compared with uniform array, sparse array has larger array aperture and degree of freedom under the same number of antenna elements, which greatly reduces the cost of equipment, but its coherent signal processing technology requires more. Finally, this paper gives the difficulties faced by the anti-spoofing interference technology and its future development trend.
- spoofing /
- sparse array /
- direction of arrival estimation /
- subspace projection /
- beamforming

HTML全文

图 1 阵列天线接收模型

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图 2 互质阵列结构

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图 3 嵌套线阵结构

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图 4 空间平滑原理

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表 1 GNSS防欺骗技术

项目	信息层	信号层
项目	信息层	单天线	阵列天线	辅助传感器
检测	伪距、伪距残差、多普勒-钟飘双差等	CNR、载波相位、相关峰、矢量接收机等	信号强度、 DOA等	IMU、高度计等
抑制	信号加密认证	MLE、AGC等	功率倒置、波束形成、子空间投影、空时自适应处理等	-

下载: 导出CSV

表 2 互质阵列构型

子阵	阵元数	阵元间距
1	$2{M_1}$	${M_2}d$
2	${M_2}$	${M_1}d$

下载: 导出CSV

参考文献(48)

[1]	明锋, 曾安敏. 弹性PNT最新进展及相关问题研究[J]. 导航定位学报, 2022, 10(4): 1-10.
[2]	OPSGROUP. FAA warning issued, further serious navigation failures reported[EB/OL]. (2023-09-28)[2024-01-10]. https://ops.group/blog/faa-warning-navigation-failures
[3]	ORIANA P, MAGGIE M. Israel’s using widespread GPS tampering to deter Hezbollah’s missiles[EB/OL]. (2023-10-23)[2024-01-10]. https://www.politico.com/news/2023/10/23/israels-gps-tampering-deter-hezbollahs-missiles-00123026
[4]	CHEN Z K, LI J, WENG Q Z, et al. An BDS spoofing interference detection and identification method using the radio determination satellite service[C]//Joint Confer-ence of the European Frequency and Time Forum and IEEE International Frequency Control Symposium (EFTF/IFCS). IEEE, 2023: 1-5. DOI: 10.1109/EFTF/IFCS57587.2023.10272130
[5]	KHANAFSEH S, ROSHAN N, LANGEL S, et al. GPS spoofing detection using RAIM with INS coupling[C]// IEEE/ION Position, Location and Navigation Sympos-ium-PLANS, 2014: 1232-1239. DOI: 10.1109/PLANS.2014.6851498
[6]	SWASZEK P F, HARTNETT R J, SEALS K C. GNSS spoof detection using independent range information[C]// International Technical Meeting of the Institute of Navigation, 2016: 739-747. DOI: 10.33012/2016.13457
[7]	WU Q A, CUI X, LU M Q, et al. A GNSS anti-spoofing technique based on the spatial distribution characteristic of the residual vectors[J]. Tsinghua science and technol-ogy, 2023, 29(2): 457-468. DOI: 10.26599/tst.2023.9010017
[8]	WANG Z X, ZHANG X M, ZHOU Z H, et al. GNSS spoofer localization for vehicles based on doppler and clock drift double difference[J]. IEEE transactions on vehicular technology, 2022, 72(4): 4466-4481. DOI: 10.1109/TVT.2022.3226528
[9]	LI J, CHEN Z K, RAN Z G, et al. The GNSS spoofing detection method based on adaboost[C]//The 6th International Symposium on Autonomous Systems (ISAS). IEEE, 2023: 1-6. DOI: 10.1109/ISAS59543.2023.10164411
[10]	WESSON K D, ROTHLISBERGER M P, HUMPHREYS T E. A proposed navigation message authentication implementat-ion for civil GPS anti-spoofing[C]//The 24th International Technical Meeting of the Satellite Division of the Institute of Navigation (ION GNSS 2011), 2011: 3129-3140. DOI: 10.15781/T2J679D0V
[11]	HUMPHREYS T E, BHATTI J A, SHEPARD D P, et al. The texas spoofing test battery: toward a standard for evaluating GPS signal authentication techniques[C]//Radionavigat-ion Laboratory Conference Proceedings, 2012. DOI: 10.15781/T26D5PT4X
[12]	CHENG X J, XU J N, CAO K J, et al. An authenticity verification scheme based on hidden messages for current civilian GPS signals[C]//The 4th International Conference on Computer Sciences and Convergence Information Technology, 2009: 345-352. DOI: 10.1109/ICCIT.2009.91
[13]	邓旭, 吕志伟, 周玟龙, 等. 采用载噪比的卫星导航欺骗检测算法设计[J]. 导航定位学报, 2022, 10(2): 109-118.
[14]	DEHGHANIAN V, NIELSEN J, LACHAPELLE G. GNSS spoofing detection based on receiver C/N0 estimates[C]//The 25th International Technical Meeting of The Satellite Division of the Institute of Navigation (ION GNSS 2012), 2012: 2878-2884.
[15]	耿正霖, 聂俊伟, 李柏渝, 等. 多方位测量的相位双差GNSS欺骗干扰检测算法[J]. 国防科技大学学报, 2016, 38(3): 32-38. DOI: 10.11887/j.cn.201603006
[16]	PHELTS R E. Multicorrelator techniques for robust mitigation of threats to GPS signal quality[M]. Stanford University, 2001.
[17]	MUBARAK O M, DEMPSTER A G. Performance comparison of ELP and DELP for multipath detection[C]//The 22nd International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS 2009), 2009: 1074-1081.
[18]	SHANG X Y, SUN F P, WANG D M, et al. GNSS spoofing detection based on multi-correlator distortion monitoring[J]. GPS solutions, 2023, 27(2): 94. DOI: 10.1007/s10291-023-01438-0
[19]	SUN C, CHEONG J W, DEMPSTER A G, et al. Robust spoofing detection for GNSS instrumentation using Q-channel signal quality monitoring metric[J]. IEEE transactions on instrumentation and measurement, 2021(70): 1-15. DOI: 10.1109/TIM.2021.3102753
[20]	ZHOU W L, LV Z W, WU W B, et al. Anti-spoofing technique based on vector tracking loop[J]. IEEE transactions on instrumentation and measurement, 2023(72): 1-16. DOI: 10.1109/TIM.2023.3289551
[21]	贾琼琼, 朱传胜. 基于多通道SQM指标联合的矢量接收机多径干扰检测方法[J]. 全球定位系统, 2023, 48(3): 110-119.
[22]	周志健, 冉承新, 戴志强, 等. GNSS直接位置估计技术综述[J]. 全球定位系统, 2023, 48(2): 10-21. DOI: 10.12265/j.gnss.2022199
[23]	WANG F, LI H, LU M Q. GNSS spoofing detection and mitigation based on maximum likelihood estimation[J]. Sensors, 2017, 17(7): 1532. DOI: 10.3390/s17071532
[24]	AKOS D M. Who’s afraid of the spoofer? GPS/GNSS spoofing detection via automatic gain control (AGC)[J]. Navigation:journal of the institute of navigation, 2012, 59(4): 281-290. DOI: 10.1002/navi.19
[25]	BROUMANDAN A, JAFARNIA-JAHROMI A, DANESHMAND S, et al. Overview of spatial processing approaches for GNSS structural interference detection and mitigation[J]. Proceedings of the IEEE, 2016, 104(6): 1246-1257. DOI: 10.1109/JPROC.2016.2529600
[26]	TANIL C, KHANAFSEH S, PERVAN B. GNSS spoofing attack detection using aircraft autopilot response to deceptive trajectory[C]//The 28th International Technical Meeting of the Satellite Division of the Institute of Navigation (ION GNSS+ 2015). 2015: 3345-3357.
[27]	TANIL Ç, KHANAFSEH S, JOERGER M, et al. An INS monitor to detect GNSS spoofers capable of tracking vehicle position[J]. IEEE transactions on aerospace and electronic systems, 2017, 54(1): 131-143. DOI: 10.1109/TAES.2017.2739924
[28]	徐奕禹, 陈长风, 袁雪林, 等. 基于高度计辅助的GNSS欺骗干扰检测[J/OL]. (2022-01-13)[2024-01-10]. 系统工程与电子技术. http://kns.cnki.net/kcms/detail/11.2422.TN.20221207.1452.004.html
[29]	DANESHMAND S, JAFARNIA-JAHROMI A, BROUMANDON A, et al. A low-complexity GPS anti-spoofing method using a multi-antenna array[C]//The 25th international technical meeting of the satellite division of the institute of navigation (ION GNSS 2012), 2012: 1233-1243. DOI: 10.1007/978-3-642-22078-4_43
[30]	DANESHMAND S, JAFARNIA-JAHROMI A, BROUMANDAN A, et al. A GNSS structural interference mitigation technique using antenna array processing[C]//IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014: 109-112.
[31]	ZHANG J, CUI X, XU H, et al. A two-stage interference suppression scheme based on antenna array for GNSS jamming and spoofing[J]. Sensors, 2019, 19(18): 3870. DOI: 10.3390/s19183870
[32]	APPEL M, KONOVALTSEV A, MEURER M. Robust spoofing detection and mitigation based on direction of arrival estimation[C]//The 28th International Technical Meeting of The Satellite Division of the Institute of Navigation (ION GNSS+ 2015), 2015: 3335-3344.
[33]	王璐, 吴仁彪, 王文益, 等. 基于多天线的GNSS压制式干扰与欺骗式干扰联合抑制方法[J]. 电子与信息学报, 2016, 38(9): 2344-2350.
[34]	MAGIERA J. A multi-antenna scheme for early detection and mitigation of intermediate GNSS spoofing[J]. Sensors, 2019, 19(10): 2411. DOI: 10.3390/s19102411
[35]	ZHAO Y Q, SHEN F, XU G H, et al. A spatial-temporal approach based on antenna array for GNSS anti-spoofing[J]. Sensors, 2021, 21(3): 929. DOI: 10.3390/s21030929
[36]	MEURER M, KONOVALTSEV A, CUNTZ M, et al. Robust joint multi-antenna spoofing detection and attitude estimation using direction assisted multiple hypotheses RAIM[C]//The 25th International Technical Meeting of the Satellite Division of the Institute of Navigation (ION GNSS 2012), 2012: 3007-3016.
[37]	KONOVALTSEV A, CUNTZ M, HAETTICH C, et al. Autonomous spoofing detection and mitigation in a GNSS receiver with an adaptive antenna array[C]//The 26th International Technical Meeting of the Satellite Division of the Institute of Navigation (ION GNSS+ 2013), 2013: 2937-2948. DOI: 10.1109/PLANS46316.2020.9109842
[38]	KONOVALTSEV A, CUNTZ M, HAETTICH C, et al. Performance analysis of joint multi-antenna spoofing detection and attitude estimation[C]//The 2013 International Technical Meeting of The Institute of Navigation. 2013: 864-872. DOI: 10.1117/12.2028852
[39]	VAGLE N, BROUMANDAN A, LACHAPELLE G. Multiantenna GNSS and inertial sensors/odometer coupling for robust vehicular navigation[J]. IEEE internet of things journal, 2018, 5(6): 4816-4828. DOI: 10.3390/s18051305
[40]	LIU J Y, CHEN F, XIE Y, et al. Robust spoofing detection for GNSS array instrumentation based on C/N0 difference measurements[J]. IEEE transactions on instrumentation and measurement, 2023(72): 1-11.
[41]	WANG X R, ABOUTANIOS E, DEMPSTER A G. Low cost adaptive array signal processing by subarray selection[C]//IGNSS 2013, 2013.
[42]	WANG X R, ABOUTANIOS E, TRINKLE M, et al. Reconfigurable adaptive array beamforming by antenna selection[J]. IEEE transactions on signal processing, 2014, 62(9): 2385-2396. DOI: 10.1109/TSP.2014.2312332
[43]	SHI W, VOROBYOV S A, LI Y. ULA fitting for sparse array design[J]. IEEE transactions on signal processing, 2021(69): 6431-6447. DOI: 10.1109/TSP.2021.3125609
[44]	SHAIKH A H, DANG X, HUANG D. DOA estimation using antenna arrays: a universal array designing frame-work[J]. IEEE transactions on vehicular technology, 2023, 72(11): 15092-15097.
[45]	ZHOU C W, GU Y J, SHI Z G, et al. Structured nyquist correlation reconstruction for DOA estimation with sparse arrays[J]. IEEE transactions on signal processing, 2023(71): 1849-1862. DOI: 10.1109/TSP.2023.3251110
[46]	张小飞, 李建峰, 徐大专, 等. 阵列信号处理及MATLAB实现[M]. 北京: 电子工业出版社, 2020: 305-308.
[47]	ZHAO Y Q, SHEN F, XU D J, et al. A coprime array-based technique for spoofing detection and DOA estimation in GNSS[J]. IEEE sensors journal, 2022, 22(23): 22828-22835. DOI: 10.1109/JSEN.2022.3211024
[48]	GUO M, ZHANG Y D, CHEN T. DOA estimation using compressed sparse array[J]. IEEE transactions on signal processing, 2018, 66(15): 4133-4146. DOI: 10.1109/TSP.2018.2847645