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1.中国民航大学计算机科学与技术学院,天津 300300
2.中国民航大学安全科学与工程学院,天津 300300
3.南京航空航天大学计算机科学与技术学院,江苏 南京 211106
4.民航中南地区空中交通管理局空管部,广东 广州 510440
5.扬州大学信息工程学院,江苏 扬州 225127
Received:06 February 2025,
Revised:2025-05-11,
Published:25 October 2025
移动端阅览
谢丽霞, 宁亚洲, 杨宏宇, 等. ADS-B安全研究综述[J]. 网络与信息安全学报, 2025, 11(5): 31-49.
XIE L X, NING Y Z, YANG H Y, et al. Review of ADS-B security research[J]. Chinese Journal of Network and Information Security, 2025, 11(5): 31-49.
谢丽霞, 宁亚洲, 杨宏宇, 等. ADS-B安全研究综述[J]. 网络与信息安全学报, 2025, 11(5): 31-49. DOI: 10.11959/j.issn.2096-109x.2025051.
XIE L X, NING Y Z, YANG H Y, et al. Review of ADS-B security research[J]. Chinese Journal of Network and Information Security, 2025, 11(5): 31-49. DOI: 10.11959/j.issn.2096-109x.2025051.
广播式自动相关监视(automatic dependent surveillance-broadcast
ADS-B)技术作为提升空中交通管理效率和安全性的关键技术,已在全球广泛应用。民用航空器通过ADS-B自主广播其位置和动态信息,为空中交通管制提供高效、实时的监视手段。然而,由于ADS-B协议的公开性和采用的无线信道广播方式的明文消息发送模式,ADS-B消息在传输过程中容易遭到诸如消息篡改和伪造等攻击。鉴于此,调研和分析ADS-B所面临的安全挑战和安全问题,总结、评估现有研究和解决方案,并对其优势与不足进行分析。最后,探讨了解决ADS-B安全问题的未来研究方向,以期为ADS-B的安全性提升提供理论支持和技术参考,促进航空通信安全的发展。
Automatic dependent surveillance-broadcast (ADS-B) technology
as a key technology for improving the efficiency and safety of air traffic management
has been widely adopted globally. ADS-B was utilized by civil aircraft to autonomously broadcast their position and dynamic information
providing an efficient and real-time surveillance method for air traffic control. Due to the openness of the ADS-B protocol and the use of plaintext message transmission over wireless broadcast channels
ADS-B messages were recognized as vulnerable to attacks such as message tampering and spoofing during transmission. The security challenges and issues confronted by ADS-B were thoroughly investigated and analyzed. Existing research and solutions were systematically reviewed and assessed
with their respective advantages and disadvantages analyzed. Finally
future research directions for addressing the security issues of ADS-B were explored. These research directions are expected to provide theoretical support and technical references for enhancing the security of ADS-B
thereby promoting the development of aviation communication security.
CAPEZZUTO V , DUNSTONE G . Aireon space-based ADS-B implementation and operation [EB ] . 2018 .
CENCIOTTI D . US airborne communication plane could be tracked on the web for 9 hours during air strike that killed Taliban leaders in Afghanistan [EB ] . 2021 .
Musk threatens legal action against Twitter user who tracked his private jet [EB ] . 2022 .
MAGAZU D . Exploiting the automatic dependent surveillance-broadcast system via false target injection [D ] . Wright-Patterson Air Force Base : Air Force Institute of Technology , 2012 .
MCCALLIE D L . Exploring potential ADS-B vulnerabilities in the FAA’s next gen air transportation system [D ] . Wright-Patterson Air Force Base : Air Force Institute of Technology , 2011 .
ESKILSSON S , GUSTAFSSON H , KHAN S , et al . Demonstrating ADS-B AND CPDLC attacks with software-defined radio [C ] // Proceedings of the 2020 Integrated Communications Navigation and Surveillance Conference (ICNS) . Piscataway : IEEE Press , 2020 .
中央电视台新闻频道 . 警惕!航空爱好者沦为“窃密志愿” [EB ] . 2021 .
CCTV News Channel . Beware! Aviation enthusiasts become "espionage volunteers" [EB ] . 2021 .
STROHMEIER M , LENDERS V , MARTINOVIC I . On the security of the automatic dependent surveillance-broadcast protocol [J ] . IEEE Communications Surveys & Tutorials , 2015 , 17 ( 2 ): 1066 - 1087 .
MANESH R M , KAABOUCH N . Analysis of vulnerabilities, attacks, countermeasures and overall risk of the automatic dependent surveillance-broadcast (ADS-B) system [J ] . International Journal of Critical Infrastructure Protection , 2017 , 19 : 16 - 31 .
STROHMEIER M , MOSER S M , LENDERS V , et al . Realities and challenges of next-gen air traffic management: the case of ADS-B [J ] . IEEE Communications Magazine , 2014 , 52 ( 5 ): 111 - 118 .
WU Z , SHANG T , GUO A . Security issues in automatic dependent surveillance-broadcast (ADS-B): a survey [J ] . IEEE Access , 2020 , 8 : 122147 - 122167 .
JHENG S L , JAN S S , CHEN Y H , et al . 1 090 MHz ADS-B-based wide area multilateration system for alternative positioning, navigation and timing [J ] . IEEE Sensors Journal , 2020 , 20 ( 16 ): 9490 - 9501 .
LO S , CHEN Y H . Automatic dependent surveillance-broadcast (ADS-B) universal access transceiver (UAT) transmissions for alternative positioning, navigation, and timing (APNT): concept & practice [J ] . Journal of the Institute of Navigation , 2021 , 68 ( 2 ): 293 - 313 .
SONG J H , OH K R , KIM I K , et al . Preliminary implementation of ground-to-ground surveillance test-bed based on ADS-B concepts [C ] // Proceedings of the 2007 International Conference on Control, Automation and Systems . Piscataway : IEEE Press , 2007 : 1434 - 1438 .
WAGNER S , JOHANNES W , QOSJA D , et al . Small target detection in a radar surveillance system using contractive autoencoders [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2024 , 60 ( 1 ): 51 - 67 .
ZHANG J , LIU W , ZHU Y . Study of ADS-B data evaluation [J ] . Chinese Journal of Aeronautics , 2011 , 24 ( 4 ): 461 - 466 .
HUANG H , FANG Y , MAZOTTI B , et al . Privacy-aware design and analysis of drone remote identification systems [J ] . IEEE Transactions on Intelligent Transportation Systems , 2024 , 25 ( 12 ): 21455 - 21468 .
NGUYEN Q K , KIM S , HAN S H , et al . Improved self-calibration of a multilateration system based on absolute distance measurement [J ] . Sensors , 2020 , 20 : 7288 .
SUN N , WANG W , LIU K X , et al . Hybrid framework for security evaluation in Internet of Vehicles [J ] . Computers & Security , 2025 , 153 : 104398 .
REKKAS C . Status of WAM, ADS-B out and ATSAW deployment in Europe [C ] // Proceedings of the 2014 Tyrrhenian International Workshop on Digital Communications - Enhanced Surveillance of Aircraft and Vehicles (TIWDC/ESAV) . Piscataway : IEEE Press , 2014 : 1 - 5 .
STROHMEIER M , MOSER D , SCHAFER M , et al . On the applicability of satellite-based air traffic control communication for security [J ] . IEEE Communications Magazine , 2019 , 57 ( 9 ): 79 - 85 .
COSTIN A . Ghost in the air (traffic): on insecurity of ADS-B protocol and practical attacks on ADS-B devices [C ] // Black Hat USA . Las Vegas : Black Hat Briefings , 2012 : 1 - 12 .
SCIANCALEPORE S , ALHAZBI S , DI PIETRO R . Receivers location privacy in avionic crowd-sourced networks: issues and countermeasures [J ] . Journal of Network and Computer Applications , 2021 , 174 : 102892 .
JAMAL M H , ABDESSAMAD A , JEANMARC G , et al . Security establishment in ADS-B by format-preserving encryption and blockchain schemes [J ] . Applied Sciences , 2023 , 13 ( 5 ): 3105 .
BAEK J , HABLEEL E , BYON Y J , et al . How to protect ADS-B: confidentiality framework and efficient realization based on staged identity-based encryption [J ] . IEEE Transactions on Intelligent Transportation Systems , 2017 , 18 ( 3 ): 690 - 700 .
SCHÄFER M , LENDERS V , MARTINOVIC I . Experimental analysis of attacks on next generation air traffic communication [C ] // Proceedings of the Applied Cryptography and Network Security . Berlin : Springer , 2013 : 253 - 271 .
WILHELM M , MARTINOVIC I . Reactive jamming in wireless networks: how realistic is the threat [C ] // Proceedings of the 4th ACM Conference on Wireless Network Security . New York : ACM , 2011 : 47 - 52 .
孙保明 , 陈娟 , 谷志鸣 . ADS-B系统面临的风险及应对措施 [J ] . 通信学报 , 2024 , 45 ( S1 ): 114 - 118 .
SUN B M , CHEN J , GU Z M . Research on risks faced by ADS-B system and solutions [J ] . Journal on Communications , 2024 , 45 ( S1 ): 114 - 118 .
MCCALLIE D , BUTTS J , MILLS R . Security analysis of the ADS-B implementation in the next generation air transportation system [J ] . International Journal of Critical Infrastructure Protection , 2011 , 4 ( 2 ): 78 - 87 .
KACEM T , WIJESEKERA D , COSTA P . ADS-bsec: a holistic framework to secure ADS-B [J ] . IEEE Transactions on Intelligent Vehicles , 2018 , 3 ( 4 ): 511 - 521 .
GHOSE N , LAZOS L . Verifying ADS-B navigation information through Doppler shift measurements [C ] // Proceedings of the 2015 IEEE/AIAA 34th Digital Avionics Systems Conference (DASC) . Piscataway : IEEE Press , 2015 .
FRIED A , LAST M . Facing airborne attacks on ADS-B data with autoencoders [J ] . Computers & Security , 2021 , 109 : 102405 .
YANG H M , ZHOU Q X , YAO M X , et al . A practical and compatible cryptographic solution to ADS-B security [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 2 ): 3322 - 3334 .
AN B . Holistic air protection scheme of ADS-B communication [J ] . IEEE Access , 2019 , 7 : 65251 - 65262 .
BURFEIND B , HOOPER P , LACHOW A . Confidential ADS-B [C ] // Proceedings of the 2019 IEEE Aerospace Conference . Piscataway : IEEE Press , 2019 : 1 - 11 .
BAEK J , BYON Y J , HABLEEL E , et al . An authentication framework for automatic dependent surveillance-broadcast based on online/offline identity-based signature [C ] // Proceedings of the 2013 Eighth International Conference on P2P, Parallel, Grid, Cloud and Internet Computing . Piscataway : IEEE Press , 2013 : 358 - 363 .
YANG H M , HUANG R S , WANG X F , et al . EBAA: an efficient broadcast authentication scheme for ADS-B communication based on IBS-MR [J ] . Chinese Journal of Aeronautics , 2014 , 27 ( 3 ): 688 - 696 .
WU Z J , GUO A X , YUE M , et al . An ADS-B message authentication method based on certificateless short signature [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2020 , 56 ( 3 ): 1742 - 1753 .
YANG A J , TAN X , BAEK J , et al . A new ADS-B authentication framework based on efficient hierarchical identity-based signature with batch verification [J ] . IEEE Transactions on Services Computing , 2017 , 10 ( 2 ): 165 - 175 .
ASARI A , ALAGHEBAND M R , BAYAT M , et al . A new provable hierarchical anonymous certificateless authentication protocol with aggregate verification in ADS-B systems [J ] . Computer Networks , 2021 , 185 : 107599 .
YI P , LI J G , ZHANG Y C , et al . Efficient hierarchical signature scheme with batch verification function suitable for ADS-B system [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2023 , 59 ( 2 ): 1292 - 1299 .
CHEN X , HE D B , PENG C , et al . A secure and effective hierarchical identity-based signature scheme for ADS-B systems [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2024 , 60 ( 4 ): 5157 - 5168 .
DAMIS A H , SHEHADA D , FACHKHA C , et al . A microservices architecture for ADS-B data security using blockchain [C ] // Proceedings of the 2020 3rd International Conference on Signal Processing and Information Security (ICSPIS) . Piscataway : IEEE Press , 2020 : 1 - 4 .
WU Z J , SHANG T , YUE M , et al . ADS-B chain: a blockchain-based trusted service scheme for automatic dependent surveillance broadcast [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2023 , 59 ( 6 ): 8535 - 8549 .
SWATHI P , NATARAJAN K . Securing ADS-B data transmissions using blockchain: a comprehensive survey and analysis [J ] . Aircraft Engineering and Aerospace Technology , 2023 , 95 ( 3 ): 452 - 463 .
LU X , WU Z J , CAO J B . ATM chain: blockchain-based security architecture for air traffic management in future [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2024 , 60 ( 4 ): 3872 - 3896 .
HABLER E , SHABTAI A . Using LSTM encoder-decoder algorithm for detecting anomalous ADS-B messages [J ] . Computers & Security , 2018 , 78 : 155 - 173 .
CHEVROT A , VERNOTTE A , LEGEARD B . CAE: Contextual auto-encoder for multivariate time-series anomaly detection in air transportation [J ] . Computers & Security , 2022 , 116 : 102652 .
YUE M , ZHENG H , CUI H R , et al . GAN-LSTM-based ADS-B attack detection in the context of air traffic control [J ] . IEEE Internet of Things Journal , 2023 , 10 ( 14 ): 12651 - 12665 .
YING X H , MAZER J , BERNIERI G , et al . Detecting ADS-B spoofing attacks using deep neural networks [C ] // Proceedings of the 2019 IEEE Conference on Communications and Network Security (CNS) . Piscataway : IEEE Press , 2019 : 187 - 195 .
LUO P , WANG B H , LI T Y , et al . ADS-B anomaly data detection model based on VAE-SVDD [J ] . Computers & Security , 2021 , 104 : 102213 .
LUO P , WANG B H , TIAN J W . TTSAD: TCN-transformer-SVDD model for anomaly detection in air traffic ADS-B data [J ] . Computers & Security , 2024 , 141 : 103840 .
SLIMANE H O , BENOUADAH S , AL SHAMAILEH K , et al . ADS-B message injection attack on UAVs: assessment of SVM-based detection techniques [C ] // Proceedings of the 2022 IEEE International Conference on Electro Information Technology (eIT) . Piscataway : IEEE Press , 2022 : 405 - 410 .
王布宏 , 罗鹏 , 李腾耀 , 等 . 基于粒子群优化多核支持向量数据描述的广播式自动相关监视异常数据检测模型 [J ] . 电子与信息学报 , 2020 , 42 ( 11 ): 2727 - 2734 .
WANG B H , LUO P , LI T Y , et al . ADS-B anomalous data detection model based on PSO-MKSVDD [J ] . Journal of Electronics & Information Technology , 2020 , 42 ( 11 ): 2727 - 2734 .
LI T Y , WANG B H . Sequential collaborative detection strategy on ADS-B data attack [J ] . International Journal of Critical Infrastructure Protection , 2019 , 24 : 78 - 99 .
KHAN S , THORN J , WAHLGREN A , et al . Intrusion detection in automatic dependent surveillance-broadcast (ADS-B) with machine learning [C ] // Proceedings of the 2021 IEEE/AIAA 40th Digital Avionics Systems Conference (DASC) . Piscataway : IEEE Press , 2021 : 1 - 10 .
LI T , WANG B , SHANG F , et al . Online sequential attack detection for ADS-B data based on hierarchical temporal memory [J ] . Computers & Security , 2019 , 87 : 101599 .
LI T Y , WANG B H , SHANG F T , et al . Dynamic temporal ADS-B data attack detection based on sHDP-HMM [J ] . Computers & Security , 2020 , 93 : 101789 .
NAGANAWA J , MIYAZAKI H . Theory of automatic dependent surveillance–broadcast position verification using time difference of arrival [J ] . IEEE Transactions on Aerospace and Electronic Systems , 2021 , 57 ( 3 ): 1387 - 1404 .
ELMARADY A A , RAHOUMA K . Actual TDOA-based augmentation system for enhancing cybersecurity in ADS-B [J ] . Chinese Journal of Aeronautics , 2021 , 34 ( 2 ): 217 - 228 .
ALLMANN C , STANZEL S , STEFFES C . TDOA-based position verification of ADS-B information using a sensor network [C ] // Proceedings of the 2022 Sensor Data Fusion: Trends, Solutions, Applications (SDF) . Piscataway : IEEE Press , 2022 : 1 - 6 .
刘海涛 , 刘家祥 , 李冬霞 , 等 . 基于到达时间间隔差的ADS-B位置消息验证方法 [J ] . 北京航空航天大学学报 , 2024 , 50 ( 9 ): 2696 - 2703 .
LIU H T , LIU J X , LI D X , et al . Verification scheme of position message for automatic dependent surveillance-broadcast system based on interval difference of arrival [J ] . Journal of Beijing University of Aeronautics and Astronautics , 2024 , 50 ( 9 ): 2696 - 2703 .
KIM Y , JO J Y , LEE S . ADS-B vulnerabilities and a security solution with a timestamp [J ] . IEEE Aerospace and Electronic Systems Magazine , 2017 , 32 ( 11 ): 52 - 61 .
苏志刚 , 关静 , 郝敬堂 , 等 . ADS-B时延转发电文检测及干扰台定位方法 [J ] . 电子与信息学报 , 2021 , 43 ( 2 ): 329 - 334 .
SU Z G , GUAN J , HAO J T , et al . Method for detecting the delay-forwarding ADS-B messages and positioning of jammer [J ] . Journal of Electronics & Information Technology , 2021 , 43 ( 2 ): 329 - 334 .
RUDYS S , ALEKSANDRAVICIUS J , ALEKSIEJUNAS R , et al . Physical layer protection for ADS-B against spoofing and jamming [J ] . International Journal of Critical Infrastructure Protection , 2022 , 38 : 100555 .
ZHANG Q , WANG Z , WU B , et al . A robust and practical solution to ADS-B security against denial-of-service attacks [J ] . IEEE Internet of Things Journal , 2024 , 11 ( 8 ): 13647 - 13659 .
LEONARDI M , PIRACCI E , GALATI G . ADS-B jamming mitigation: a solution based on a multichannel receiver [J ] . IEEE Aerospace and Electronic Systems Magazine , 2017 , 32 ( 11 ): 44 - 51 .
LIU Y , NING P , DAI H Y , et al . Randomized differential DSSS: jamming-resistant wireless broadcast communication [C ] // 2010 Proceedings IEEE INFOCOM . Piscataway : IEEE Press , 2010 : 1 - 9 .
HASJUKS N , HELLBRUCK H , ABOLTINS A . Performance study of chaos-based DSSS and FHSS multi-user communication systems [C ] // Proceedings of the 2022 Workshop on Microwave Theory and Techniques in Wireless Communications (MTTW) . Piscataway : IEEE Press , 2022 : 23 - 28 .
LEONARDI M , PIRACCI E , GALATI G . ADS-B vulnerability to low cost jammers: Risk assessment and possible solutions [C ] // Proceedings of the 2014 Tyrrhenian International Workshop on Digital Communications - Enhanced Surveillance of Aircraft and Vehicles (TIWDC/ESAV) . Piscataway : IEEE Press , 2014 : 41 - 46 .
LI B , QI P , LIU B , et al . Trustworthy AI: from principles to practices [J ] . ACM Computing Surveys , 2023 , 55 ( 9 ): 1 - 46 .
PENG G C Y , ALBER M , BUGANZA TEPOLE A , et al . Multiscale modeling meets machine learning: what can we learn [J ] . Archives of Computational Methods in Engineering , 2021 , 28 : 1017 - 1037 .
REANEY M , MCLAUGHLIN K , GRANT J . Network intrusion response using deep reinforcement learning in an aircraft IT-OT scenario [C ] // Proceedings of the 19th International Conference on Availability, Reliability and Security . New York : ACM , 2024 : 1 - 7 .
VÁZQUEZ-CASTRO Á . Asymptotically guaranteed anti-jamming spread spectrum random access without preshared secret [J ] . IEEE Transactions on Information Forensics and Security , 2022 , 17 : 332 - 343 .
ZHANG R , XUE R , LIU L . Security and privacy on blockchain [J ] . ACM Computing Surveys , 2020 , 52 ( 3 ): 1 - 34 .
DANG H , DINH T T A , LOGHIN D , et al . Towards scaling blockchain systems via sharding [C ] // Proceedings of the 2019 International Conference on Management of Data . New York : ACM , 2019 : 123 - 140 .
HATHAL W , CRUICKSHANK H , SUN Z L , et al . Certificateless and lightweight authentication scheme for vehicular communication networks [J ] . IEEE Transactions on Vehicular Technology , 2020 , 69 ( 12 ): 16110 - 16125 .
LUO X W , LIU Y L , CHEN H H , et al . Physical layer security in intelligently connected vehicle networks [J ] . IEEE Network , 2020 , 34 ( 5 ): 232 - 239 .
EL-SAYED H , ALEXANDER H , KULKARNI P , et al . A novel multifaceted trust management framework for vehicular networks [J ] . IEEE Transactions on Intelligent Transportation Systems , 2022 , 23 ( 11 ): 20084 - 20097 .
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