Computer Engineering and Applications ›› 2022, Vol. 58 ›› Issue (11): 12-22.DOI: 10.3778/j.issn.1002-8331.2201-0055
• Research Hotspots and Reviews • Previous Articles Next Articles
ZHOU Yan, WANG Shanliang, YANG Wei, YI Jiong, ZHANG Shicang, CAI Chenglin
Online:
2022-06-01
Published:
2022-06-01
周彦,王山亮,杨威,易炯,张世仓,蔡成林
ZHOU Yan, WANG Shanliang, YANG Wei, YI Jiong, ZHANG Shicang, CAI Chenglin. Overview of GNSS Spoofing Jamming Detection[J]. Computer Engineering and Applications, 2022, 58(11): 12-22.
周彦, 王山亮, 杨威, 易炯, 张世仓, 蔡成林. GNSS欺骗式干扰检测综述[J]. 计算机工程与应用, 2022, 58(11): 12-22.
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[1] HOFMANN?WELLENHOF B,LICHTENEGGER H,WASLE E.GNSS-global navigation satellite systems:GPS,GLONASS,Galileo and more[M].New York:Springer,2007. [2] CAI B G,WU B Q,LU D B.Survey of performance evaluation standardization and research methods on GNSS-based localization for railways[J].Chinese Journal of Electronics,2020,29(1):22-33. [3] WU Y H,ZHENG M H,HE W,et al.Intelligent vehicle safety system based on BeiDou satellite navigation system[J].IET Intelligent Transport Systems,2019,13(6):967-974. [4] 徐纵,黄陆明,李博,等.采用北斗卫星导航系统的超高压变电站GIS变形监测精度分析[J].浙江电力,2021,40(4):101-107. XU Z,HUANG L M,LI B,et al.Analysis of GIS deformation monitoring accuracy in EHV substation using Beidou satellite navigation system[J].Zhejiang Electric Power,2021,40(4):101-107. [5] 徐明.北斗卫星导航系统在金融押运行业的设计与实践[J].金融科技时代,2017(9):41-43. XU M.Design and practice of Beidou satellite navigation system in financial escort industry[J].Fintech Era,2017(9):41-43. [6] 卢天增,甄卫民,马宝田,等.基于GNSS与网络通信融合定位的隔离者管理系统的设计与实现[J].全球定位系统,2021,46(4):45-51. LU T Z,ZHEN W M,MA B T,et al.Design and implementation of isolator management system based on GNSS and network communication fusion positioning[J].GNSS World of China,2021,46(4):45-51. [7] 姚洋,郭承军.北斗卫星导航系统在精准农业中的应用研究[C]//第十二届中国卫星导航年会论文集——S01卫星导航行业应用,2021:110-113. YAO Y,GUO C J.Research on the application of Beidou satellite navigation system in precision agriculture[C]//Proceedings of the 12th China Satellite Navigation Conference—S01 Satellite Navigation Industry Application,2021:110-113. [8] 胡鸿.北斗卫星导航系统和高分一号在天保工程森林管护中的应用研究[D].北京:中国林业科学研究院,2018. HU H.Research on application of BDS and GF-1 in forest management and protection of natural forest protection project[D].Beijing:Chinese Academy of Forestry,2018. [9] “北斗”应用之现代牧业[J].太空探索,2017(4):17. “Beidou” application of modern animal husbandry[J].Space Exploration,2017(4):17. [10] 王超,康萌,张宇,等.北斗导航技术在渔业生产定位中的运用[J].黑龙江水产,2020,39(6):26-27. WANG C,KANG M,ZHANG Y,et al.Application of Beidou navigation technology in fishery production positioning[J].Northern Chinese Fisherise,2020,39(6):26-27. [11] O’HANLON B W,PSIAKI M L,BHATTI J A,et al.Real-time GPS spoofing detection via correlation of encrypted signals[J].Navigation,2014,60(4):267-278. [12] 谢钢.GPS原理与接收机设计[M].北京:电子工业出版社,2009:1-13. XIE G.Principles of GPS and receiver design[M].Beijing:Publishing House of Electronics Industry,2009:1-13. [13] SCOTT L.Anti-spoofing & authenticated signal architecture for civil navigation systems[C]//16th International Technical Meeting of the Satellite Division of the Institute of Navigation(ION GPS/GNSS 2003),Portland,OR,2003. [14] LO S,LORENZO D D,ENGE P,et al.Signal authentification:a secure civil GNSS for today[J].Inside GNSS,2009,4(5):30-39. [15] POZZOBON O,GAMBA G,CANALE M,et al.Supersonic GNSS authentication codes[C]//Proceedings of the 27th International Technical Meeting of the Satellite Division of The Institute of Navigation(ION GNSS+ 2014),Tampa,Florida,2014:2862-2869. [16] KUHN M G.An asymmetric security mechanism for navigation signals[C]//International Workshop on Information Hiding.Berlin,Heidelberg:Springer,2004:239-252. [17] MARGARIA D,MOTELLA B,ANGHILERI M,et al.Signal structure-based authentication for civil GNSSs:recent solutions and perspectives[J].IEEE Signal Processing Magazine,2017,34(5):27-37. [18] KERNS J,WESSON K D,HUMPHREYS T E.A blueprint for civil GPS navigation message authentication[C]//2014 IEEE/ION Position,Location and Navigation Symposium-PLANS 2014,2014:262-269. [19] 申成良,郭承军.民用GNSS信号电文加密认证技术研究[C]//第九届中国卫星导航学术年会论文集——S03卫星导航信号及抗干扰技术,2018:1-7. SHEN C L,GUO C J.Research on structure-based authentication approaches for civil GNSS signal[C]//Proceedings of the 9th China Satellite Navigation Conference—S03 Satellite Navigation Signal and Anti-jamming Technology,2018:1-7. [20] GHORBANI K,OROUJI N,MOSAVI M R.Navigation message authentication based on one-way Hash chain to mitigate spoofing attacks for GPS L1[J].Wireless Personal Communications,2020,113(4):1743-1754. [21] FERNANDEZ-HERNANDEZ I,RIJMEN V,SECO-GRANADOS G,et al.A navigation message authentication proposal for the Galileo open service[J].Navigation,2016,63(1):85-102. [22] WESSON K,ROTHLISBERGER M,HUMPHREYS T.Practical cryptographic civil GPS signal authentication[J].Journal of the Institute of Navigation,2012,59(3):1-10. [23] WU Z,ZHANG Y,LIU R.BD-II NMA&SSI:an scheme of anti-spoofing and open BeiDou II D2 navigation message authentication[J].IEEE Access,2020,8:23759-23775. [24] 郭军,孙家奇,李顶伦.一种新型GNSS加密认证方案的分析与设计[J].通讯世界,2020,27(6):125-126. GUO J,SUN J Q,LI D L.Analysis and design of a new GNSS encryption authentication scheme[J].Communication World,2020,27(6):125-126. [25] JAFARNIA-JAHROMI A,BROUMANDAN A,NIELSEN J,et al.GPS vulnerability to spoofing threats and a review of anti spoofing techniques[J].International Journal of Navigation and Observation,2012,2012:1-16. [26] NIELSEN J,BROUMANDAN A,LACHAPELLE G.Spoofing detection and mitigation with a moving handheld receiver[J].GPS World,2010,21:27-33. [27] BROUMANDAN A,JAFARNIA-JAHROMI A,DEHGHANIAN V,et al.GNSS spoofing detection in handheld receivers based on signal spatial correlation[C]//Proceedings of the 2012 IEEE/ION Position,Location and Navigation Symposium,2012:479-487. [28] 张鑫,陈华明,黄仰博,等.利用旋转天线载波相位双差进行欺骗干扰检测技术[J].武汉大学学报(信息科学版),2016,41(4):529-534. ZHANG X,CHEN H M,HUANG Y B,et al.Spoofing detection technique based on carrier phase double difference of spin-antenna[J].Geomatics and Information Science of Wuhan University,2016,41(4):529-534. [29] 张鑫.卫星导航欺骗干扰信号仿真与检测关键技术研究[D].北京:国防科学技术大学,2014. ZHANG X.Research on key technologies of satellite navigation spoofing signal simulation and spoofing detection[D].Beijing:National University of Defense Technology,2014. [30] ONG J,SO H.Direction of arrival estimation of GNSS signal using dual antenna[J].Journal of Positioning,Navi-gation,and Timing,2020,9(3):215-220. [31] CHEN J J,XU T,YUAN H.A new GNSS spoofing detection method using two antennas[J].IEEE Access,2020,8:110738-110747. [32] ZHANG J Q,CUI X W,XU H L,et al.A two-stage interference suppression scheme based on antenna array for GNSS jamming and spoofing[J].Sensors,2019,19(18):3870-3895. [33] FAN G W,GAN X L,YU B G,et al.Adaptive spoofing suppression algorithm for GNSS based on multiple antennas array[J].Sensors,2020,20(4):21-30. [34] YANG Q,ZHANG Y,TANG C K.A combined anti jamming and antispoofing algorithm for GPS Arrays[J].International Journal of Antennas and Propagation,2019(8):1-9. [35] LEE Y S,YEOM J S,NOH J H,et al.A novel GNSS spoofing detection technique with array antenna-based multi-PRN diversity[J].Journal of Positioning Navigation and Timing,2021,10(3):169-177. [36] KANG C H,KIM S Y,PARK C G.Adaptive complex-EKF-based DOA estimation for GPS spoofing detection[J].IET Signal Processing,2018,12(2):174-181. [37] AKOS D M.Who’s afraid of the spoofer? GPS/GNSS spoofing detection via automatic gain control(AGC)[J].Navigation,2012,59(4):281-290. [38] WEN H,YIH-RU P,HUANG J,et al.Countermeasures for GPS signal spoofing[C]//Proceedings of the 18th International Technical Meeting of the Satellite Division of the Institute of Navigation(ION GNSS’05),Long Beach,Calif,USA,2005:1285-1290. [39] JAHROMI A J,BROUMANDAN A,NIELSEN J,et al.GPS spoofer countermeasure effectiveness based on signal strength,noise power,and C/N0 measurements[J].International Journal of Satellite Communications and Networking,2012,30(4):181-191. [40] HU Y,BIAN S,CAO K,et al.GNSS spoofing detection based on new signal quality assessment model[J].GPS Solutions,2018,22(1):1-13. [41] ELEZI E,?ANKAYA G,BOYACI A,et al.A detection and identification method based on signal power for different types of electronic jamming attacks on GPS signals[C]//2019 IEEE 30th Annual International Symposium on Personal,Indoor and Mobile Radio Communications(PIMRC),2019:1-5. [42] DEHGHANIAN V,NIELSEN J,LACHAPELLE G.GNSS spoofing detection based on receiver C/N0 estimates[C]//Proceedings of International Technical Meeting of the Satellite Division of the Institute of Navigation,2012:2875-2884. [43] 张伦东,张超,高扬骏.卫星导航欺骗及检测(二):基于接收机改进的欺骗检测[J].导航定位学报,2021,9(4):1-10. ZHANG L D,ZHANG C,GAO Y J.GNSS spoofing and detection([Ⅱ]):GNSS spoofing detection technology based on specially adapted receivers[J].Journal of Navigation and Positioning,2021,9(4):1-10. [44] PHELTS R E.Multi correlator techniques for robust mitigation of threats to GPS signal quality[D].Stanford University,2001. [45] LI J Z,ZHU X W,OUYANG M J,et al.Research on multi-peak detection of small delay spoofing signal[J].IEEE Access,2020,8:151777-151787. [46] 张国利,丁继成,张尧.基于GNSS信号时延特征的转发式欺骗干扰检测算法[J].无线电工程,2019,49(7):626-630. ZHANG G L,DING J C,ZHANG Y.Research on repeater deception jamming detection algorithm based on GNSS signal delay characteristics[J].Radio Engineering,2019,49(7):626-630. [47] 王文益,龚婧,王金铭.基于SCB方差的GNSS欺骗式干扰检测算法[J].系统工程与电子技术,2021,43(8):2254-2262. WANG W Y,GONG J,WANG J M.GNSS spoofing interference detection based on variance of SCB[J].Systems Engineering and Electronics,2021,43(8):2254-2262. [48] KHAN A M,AHMAD A.Global navigation satellite systems spoofing detection through measured autocorrelation function shape distortion[J].International Journal of Satellite Communications and Networking,2022,40(2):148-156. [49] ZHANG X,LI H,YANG C,et al.Signal quality monitoring-based spoofing detection method for global navigation satellite system vector tracking structure[J].IET Radar,Sonar & Navigation,2020,14(6):944-953. [50] 李娟丽,梁立明,张骅.一种GPS信号转发欺骗干扰检测技术[J].现代导航,2017,8(4):253-256. LI J L,LIANG L M,ZHANG H.Technology of anti-jamming based on amplitude-domain process[J].Modern Navigation,2017,8(4):253-256. [51] 赵香香,李亚平.基于伪码相关峰斜率等间隔分布的转发式干扰检测方法[C]//第十届中国卫星导航年会论文集——S11抗干扰与反欺骗技术,2019:1-5. ZHAO X X,LI Y P.Forwarding interference detection method based on equal interval distribution of pseudo-code correlation peak slope[C]//Proceedings of the 10th China Satellite Navigation Conference—S11 Anti-jamming and Anti-spoofing Technology,2019:1-5. [52] 范广腾,李献斌,王建.基于检测器性能实时评估的欺骗检测融合算法[J].哈尔滨工业大学学报,2020,52(5):165-170. FAN G T,LI X B,WANG J.An anti-spoofing method based on evaluating the performance of detectors in real time[J].Journal of Harbin Institute of Technology,2020,52(5):165-170. [53] QI W,ZAHNG Y,LIU X.A GNSS anti-spoofing technology based on doppler shift in vehicle networking[C]//2016 International Wireless Communications and Mobile Computing Conference(IWCMC),2016:725-729. [54] 张国利,张尧,田野.基于DOD和PTD的北斗欺骗式干扰检测技术研究[J].应用科技,2019,46(2):35-41. ZHANG G L,ZHANG Y,TIAN Y.Research of Beidou navigation satellite system spoofing detection based on DOD and PTD[J].Applied Science and Technology,2019,46(2):35-41. [55] HE L,LI H,LU M Q.Global navigation satellite system spoofing detection technique based on the doppler ripple caused by vertical reciprocating motion[J].IET Radar,Sonar & Navigation,2019,13(10):1655-1664. [56] HE L,LI H,LU M Q.Dual-antenna GNSS spoofing detection method based on doppler frequency difference of arrival[J].GPS Solutions,2019,23(3):1-14. [57] HUMPHREYS T E,LEDVINA B M,PSIAKI M L,et al.Assessing the spoofing threat:development of a portable GPS civilian spoofer[C]//International Technical Meeting of the Satellite Division of the Institute of Navigation,2008:2314-2325. [58] LO S C,ENGE P K.Authenticating aviation augmentation system broadcasts[C]//Proceedings of the IEEE/ION Position,Location and Navigation Symposium(PLANS’10),2010:708-717. [59] 肖岭,唐小妹,李柏渝,等.GNSS双接收机抗欺骗技术[J].国防科技大学学报,2016,38(3):45-49. XIAO L,TANG X M,LI B Y,et al.A GNSS anti-spoofing technique based on dual-receiver[J].Journal of National University of Defense Technology,2016,38(3):45-49. [60] 刘科,吴文启,唐康华,等.基于伪距信息的GNSS双接收机抗转发式欺骗干扰检测算法[J].系统工程与电子技术,2017,39(11):2393-2398. LIU K,WU W Q,TANG K H,et al.GNSS dual-receiver against repeater deception jamming detection algorithm based on pseudo-range information[J].Systems Engineering and Electronics,2017,39(11):2393-2398. [61] TAO H Q,WU H L,LI H,et al.GNSS spoofing detection based on consistency check of velocities[J].Chinese Journal of Electronics,2019,28(2):218-225. [62] JEONG S,KIM M,LEE J.CUSUM-based GNSS spoofing detection method for users of GNSS augmentation system[J].International Journal of Aeronautical and Space Sciences,2020:21(2):513-523. [63] 邹昆.惯性/卫星组合导航系统不组合问题浅析[J].航空科学技术,2013(4):49-51. ZOU K.Analysis on no combination problems in INS/GPS combined navigation system[J].Aeronautical Science & Technology,2013(4):49-51. [64] LIU Y,LI S H,XIAO X.INS-aided GNSS spoofing detection based on two antenna raw measurements[J].Gyroscopy and Navigation,2016,7(2):178-188. [65] 范广腾,黄仰博,伍微,等.惯导辅助的三元天线阵欺骗干扰检测算法[J].国防科技大学学报,2017,39(2):91-95. FAN G T,HUANG Y B,WU W,et al.Detection of spoofing threats by inertial assisted three elements antenna[J].Journal of National University of Defense Technology,2017,39(2):91-95. [66] LIU Y,LI S H,FU Q W,et al.Impact assessment of GNSS spoofing attacks on INS/GNSS integrated navigation system[J].Sensors,2018,18(5):1433-1452. [67] CECCATO M,FORMAGGIO F,LAURENTI N,et al.Generalized likelihood ratio test for GNSS spoofing detection in devices with IMU[J].IEEE Transactions on Information Forensics and Security,2021,16:3496-3509. [68] 武智佳,吴文启,刘科,等.基于INS/GNSS紧耦合组合的逐步诱导式欺骗检测算法研究[J].导航定位与授时,2019,6(1):7-13. WU Z J,WU W Q,LIU K,et al.Research on algorithm of gradually induced spoofing detection based on tightly coupled INS/GNSS integration[J].Navigation Positioning and Timing,2019,6(1):7-13. [69] 郭平,赵建业.芯片级原子钟在Micro-PNT中的应用[J].数字通信世界,2018(12):13-14. GUO P,ZHAO J Y.The application of chip-scale atomic clock in Micro-PNT[J].Digital Communication World,2018(12):13-14. [70] 刘洋,李四海,付强文,等.芯片级原子钟辅助的惯性/卫星组合导航系统欺骗检测方法[J].中国惯性技术学报,2019,27(5):654-660. LIU Y,LI S H,FU Q W,et al.Chip-scale atomic clock aided INS/GNSS integrated navigation system spoofing detection method[J].Journal of Chinese Inertial Technology,2019,27(5):654-660. [71] LEE J H,KWON K C,AN D S,et al.GPS spoofing detection using accelerometers and performance analysis with probability of detection[J].International Journal of Control Automation and Systems,2015,13(4):951-959. [72] 姜雪梅,车转转.惯性导航系统标定滤波方法研究[J].航空科学技术,2018,29(1):46-52. JIANG X M,CHE Z Z.Research on filtering technique in inertial navigation system calibration[J].Aeronautical Science & Technology,2018,29(1):46-52. [73] 何晓骁,姚呈康.人工智能等新技术在航空训练中的应用研究[J].航空科学技术,2020,31(10):7-11. HE X X,YAO C K.Analysis of artificial intelligence and other new technologies in aviation training[J].Aeronautical Science & Technology,2020,31(10):7-11. [74] SHAFIEE E,MOSAVI M R,MOAZEDI M.Detection of spoofing attack using machine learning based on multi-layer neural network in single-frequency GPS receivers[J].Journal of Navigation,2017,71(1):1-10. [75] LI J Z,LI W Q,FU Q X,et al.Research progress of GNSS spoofing and spoofing detection technology[C]//2019 IEEE 19th International Conference on Communication Technology(ICCT),2019:1360-1369. [76] LI J Z,ZHU X,OUYANG M,et al.GNSS spoofing jamming detection based on generative adversarial network[J].IEEE Sensors Journal,2021,21(20):22823-22832. [77] 卢丹,殷亚强.基于CS-C-SVM的多参数GNSS欺骗干扰检测[J/OL].信号处理:1-10[2021-12-22].http://kns.cnki.net/kcms/detail/11.2406.TN.20211122.1852.006.html. LU D,YIN Y Q.Multi-parameter GNSS spoofing interference detection based on CS-C-SVM[J/OL].Journal of Signal Processing:1-10[2021-12-22].http://kns.cnki.net/kcms/detail/11.2406.TN.20211122.1852.006.html. [78] 庞春雷,郭泽辉,吕敏敏,等.基于PNN的北斗转发式欺骗干扰信号检测方法[J].中国惯性技术学报,2021,29(4):554-560. PANG C L,GUO Z H,LV M M,et al.BDS against repeater deception jamming detection algorithm based on PNN[J].Journal of Chinese Inertial Technology,2021,29(4):554-560. [79] XU H W,LIAN B W.Fault detection for multi-source integrated navigation system using fully convolutional neural network[J].IET Radar,Sonar & Navigation,2018,12(7):774-782. [80] JEONG S,LEE J.Synthesis algorithm for effective detection of GNSS spoofing attacks[J].International Journal of Aeronautical and Space Sciences,2020,21:251-264. [81] TU J X,ZHAN X Q,CHEN M L,et al.GNSS intermediate spoofing detection via dual-peak in frequency domain and relative velocity residuals[J].IET Radar,Sonar & Navigation,2020,14(3):439-447. [82] 金磊,曾富华,王娜.信息辅助快速捕获的抗欺骗干扰技术[J].指挥与控制学报,2020,6(1):81-86. JIN L,ZENG F H,WANG N.Anti-deception jamming technology of information-aided fast acquisition[J].Journal of Command and Control,2020,6(1):81-86. |
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