Citation: | DU Xingkui, SHU Nina, LIU Chunsheng, YANG Fang, MA Tao, LIU Yang. Overview of Security Issues and Defense Technologies for Low Earth Orbit Satellite Network[J]. Journal of Electronics & Information Technology, 2025, 47(6): 1609-1622. doi: 10.11999/JEIT240957 |
[1] |
陈全, 杨磊, 郭剑鸣, 等. 低轨巨型星座网络: 组网技术与研究现状[J]. 通信学报, 2022, 43(5): 177–189. doi: 10.11959/j.issn.1000-436x.2022075.
CHEN Quan, YANG Lei, GUO Jianming, et al. LEO mega-constellation network: Networking technologies and state of the art[J]. Journal on Communications, 2022, 43(5): 177–189. doi: 10.11959/j.issn.1000-436x.2022075.
|
[2] |
LI Xiangling, FENG Wei, WANG Jue, et al. Enabling 5G on the ocean: A hybrid satellite-UAV-terrestrial network solution[J]. IEEE Wireless Communications, 2020, 27(6): 116–121. doi: 10.1109/MWC.001.2000076.
|
[3] |
DEL PORTILLO I, CAMERON B G, and CRAWLEY E F. A technical comparison of three low earth orbit satellite constellation systems to provide global broadband[J]. Acta Astronautica, 2019, 159: 123–135. doi: 10.1016/j.actaastro.2019.03.040.
|
[4] |
BHATTACHERJEE D and SINGLA A. Network topology design at 27, 000 km/hour[C]. The 15th International Conference on Emerging Networking Experiments and Technologies, Orlando, USA, 2019: 341–354. doi: 10.1145/3359989.3365407.
|
[5] |
安建平, 李建国, 于季弘, 等. 空天通信网络关键技术综述[J]. 电子学报, 2022, 50(2): 470–479. doi: 10.12263/DZXB.20210029.
AN Jianping, LI Jianguo, YU Jihong, et al. Key technologies of space-air-ground communication networks: A survey[J]. Acta Electronica Sinica, 2022, 50(2): 470–479. doi: 10.12263/DZXB.20210029.
|
[6] |
CAO Huan, WU Lili, CHEN Yue, et al. Analysis on the security of satellite internet[C]. The 17th China Cyber Security Annual Conference, Beijing, China, 2020: 193–205. doi: 10.1007/978-981-33-4922-3_14.
|
[7] |
LI Bin, FEI Zesong, ZHOU Caiqiu, et al. Physical-layer security in space information networks: A survey[J]. IEEE Internet of Things Journal, 2020, 7(1): 33–52. doi: 10.1109/JIOT.2019.2943900.
|
[8] |
WANG Yuntao, SU Zhou, NI Jianbing, et al. Blockchain-empowered space-air-ground integrated networks: Opportunities, challenges, and solutions[J]. IEEE Communications Surveys & Tutorials, 2022, 24(1): 160–209. doi: 10.1109/COMST.2021.3131711.
|
[9] |
GUO Hongzhi, LI Jingyi, LIU Jiajia, et al. A survey on space-air-ground-sea integrated network security in 6G[J]. IEEE Communications Surveys & Tutorials, 2022, 24(1): 53–87. doi: 10.1109/COMST.2021.3131332.
|
[10] |
YUE Pingyue, AN Jianping, ZHANG Jiankang, et al. Low earth orbit satellite security and reliability: Issues, solutions, and the road ahead[J]. IEEE Communications Surveys & Tutorials, 2023, 25(3): 1604–1652. doi: 10.1109/COMST.2023.3296160.
|
[11] |
TEDESCHI P, SCIANCALEPORE S, and DI PIETRO R. Satellite-based communications security: A survey of threats, solutions, and research challenges[J]. Computer Networks, 2022, 216: 109246. doi: 10.1016/j.comnet.2022.109246.
|
[12] |
MANULIS M, BRIDGES C P, HARRISON R, et al. Cyber security in new space[J]. International Journal of Information Security, 2021, 20(3): 287–311. doi: 10.1007/s10207-020-00503-w.
|
[13] |
KANG M, PARK S, and LEE Y. A survey on satellite communication system security[J]. Sensors, 2024, 24(9): 2897. doi: 10.3390/s24092897.
|
[14] |
CHEN Quan, GIAMBENE G, YANG Lei, et al. Analysis of inter-satellite link paths for LEO mega-constellation networks[J]. IEEE Transactions on Vehicular Technology, 2021, 70(3): 2743–2755. doi: 10.1109/TVT.2021.3058126.
|
[15] |
李元龙, 李志强. 基于STK的Starlink星座覆盖仿真分析[J]. 指挥控制与仿真, 2023, 45(1): 119–129. doi: 10.3969/j.issn.1673-3819.2023.01.019.
LI Yuanlong amd LI Zhiqiang. Simulation analysis of Starlink constellation coverage based on STK[J]. Command Control & Simulation, 2023, 45(1): 119–129. doi: 10.3969/j.issn.1673-3819.2023.01.019.
|
[16] |
KLENZE T, GIULIARI G, PAPPAS C, et al. Networking in heaven as on earth[C]. The 17th ACM Workshop on Hot Topics in Networks, Redmond, USA, 2018: 22–28. doi: 10.1145/3286062.3286066.
|
[17] |
朱沁雨, 曹延华, 陶海成, 等. 低轨星座网络拓扑的抗毁性研究进展[J]. 计算机工程与应用, 2022, 58(17): 1–12. doi: 10.3778/j.issn.1002-8331.2203-0316.
ZHU Qinyu, CAO Yanhua, TAO Haicheng, et al. Research progress on survivability of low-orbit constellation network topology[J]. Computer Engineering and Applications, 2022, 58(17): 1–12. doi: 10.3778/j.issn.1002-8331.2203-0316.
|
[18] |
ESA. Space debris by the numbers[EB/OL]. https://www.esa.int/Safety_Security/Space_Debris/Space_debris_by_the_numbers, 2024.
|
[19] |
Kepler Communications. Application of space exploration holdings, LLC, for modification of authorization for the SpaceX NGSO satellite system[EB/OL]. https://licensing.fcc.gov/myibfs/download.do?attachment_key=2638397, 2020.
|
[20] |
LI Yuanjie, LI Hewu, LIU Wei, et al. A networking perspective on Starlink’s self-driving LEO mega-constellation[C]. The 29th Annual International Conference on Mobile Computing and Networking, Madrid, Spain, 2023: 17. doi: 10.1145/3570361.3592519.
|
[21] |
MA Sami, CHOU Y C, ZHANG Miao, et al. LEO satellite network access in the wild: Potentials, experiences, and challenges[J]. IEEE Network, 2024, 38(6): 396–403. doi: 10.1109/MNET.2024.3391271.
|
[22] |
AN Kang, LIN Min, OUYANG Jian, et al. Secure transmission in cognitive satellite terrestrial networks[J]. IEEE Journal on Selected Areas in Communications, 2016, 34(11): 3025–3037. doi: 10.1109/JSAC.2016.2615261.
|
[23] |
BANKEY V and UPADHYAY P K. Physical layer security of multiuser multirelay hybrid satellite-terrestrial relay networks[J]. IEEE Transactions on Vehicular Technology, 2019, 68(3): 2488–2501. doi: 10.1109/TVT.2019.2893366.
|
[24] |
ZHANG Le, DU Ye, and SUN Zhengyang. Modeling and analysis of cascading failures in LEO satellite networks[J]. IEEE Transactions on Network Science and Engineering, 2024, 11(1): 807–822. doi: 10.1109/TNSE.2023.3308610.
|
[25] |
NGUYEN T N, TRAN D H, CHIEN T V, et al. Security and reliability analysis of satellite-terrestrial multirelay networks with imperfect CSI[J]. IEEE Systems Journal, 2023, 17(2): 2824–2835. doi: 10.1109/JSYST.2022.3201128.
|
[26] |
AO Di, SHI Ruisheng, LAN Lina, et al. On the large-scale traffic DDoS threat of space backbone network[C]. 2019 IEEE 5th Intl Conference on Big Data Security on Cloud (BigDataSecurity), IEEE Intl Conference on High Performance and Smart Computing, (HPSC) and IEEE Intl Conference on Intelligent Data and Security (IDS), Washington, USA, 2019: 192–194. doi: 10.1109/BigDataSecurity-HPSC-IDS.2019.00045.
|
[27] |
ZHANG Yan, WANG Yong, HU Yihua, et al. Security performance analysis of LEO satellite constellation networks under DDoS attack[J]. Sensors, 2022, 22(19): 7286. doi: 10.3390/s22197286.
|
[28] |
GIULIARI G, CIUSSANI T, PERRIG A, et al. ICARUS: Attacking low earth orbit satellite networks[C/OL]. 2021 USENIX Annual Technical Conference, 2021: 317–331.
|
[29] |
ZHANG Yaoying, WU Qian, LAI Zeqi, et al. Energy drain attack in satellite internet constellations[C]. 2023 IEEE/ACM 31st International Symposium on Quality of Service, Orlando, USA, 2023: 1–10. doi: 10.1109/IWQoS57198.2023.10188709.
|
[30] |
KIM T H J, BASESCU C, JIA Limin, et al. Lightweight source authentication and path validation[C]. 2014 ACM conference on SIGCOMM, Chicago, USA, 2014: 271–282. doi: 10.1145/2619239.2626323.
|
[31] |
薛文浩, 潘恬, 卢诚承, 等. 低轨卫星网络星间路由安全机制研究[J]. 天地一体化信息网络, 2023, 4(2): 13–23. doi: 10.11959/j.issn.2096-8930.2023015.
XUE Wenhao, PAN Tian, LU Chengcheng, et al. Research on LEO satellite network routing security[J]. Space-Integrated-Ground Information Networks, 2023, 4(2): 13–23. doi: 10.11959/j.issn.2096-8930.2023015.
|
[32] |
PIRAYESH H and ZENG Huacheng. Jamming attacks and anti-jamming strategies in wireless networks: A comprehensive survey[J]. IEEE Communications Surveys & Tutorials, 2022, 24(2): 767–809. doi: 10.1109/COMST.2022.3159185.
|
[33] |
LIU Wei, LI Yuanjie, LI Hewu, et al. The dark side of scale: Insecurity of direct-to-cell satellite mega-constellations[C]. 2024 IEEE Symposium on Security and Privacy, San Francisco, USA, 2024: 445–464. doi: 10.1109/SP54263.2024.00149.
|
[34] |
ZHANG Yunfan, HAN Chi, CHU Feihuang, et al. Jamming analysis between non-cooperative mega-constellations based on satellite network capacity[J]. Electronics, 2024, 13(12): 2330. doi: 10.3390/electronics13122330.
|
[35] |
梁丽木, 姬少培, 金星虎, 等. 基于密码的卫星互联网安全防护体系研究[J]. 信息安全与通信保密, 2024(2): 31–39. doi: 10.3969/j.issn.1009-8054.2024.02.005.
LIANG Limu, JI Shaopei, JIN Xinghu, et al. Research on the security protection system of satellite internet based on cryptography[J]. Information Security and Communications Privacy, 2024(2): 31–39. doi: 10.3969/j.issn.1009-8054.2024.02.005.
|
[36] |
VILLAR A, LOHRMANN A, BAI Xueliang, et al. Entanglement demonstration on board a nano-satellite[J]. Optica, 2020, 7(7): 734–737. doi: 10.1364/OPTICA.387306.
|
[37] |
YIN Juan, LI Yuhuai, LIAO Shengkai, et al. Entanglement-based secure quantum cryptography over 1, 120 kilometres[J]. Nature, 2020, 582(7813): 501–505. doi: 10.1038/s41586-020-2401-y.
|
[38] |
左珮良, 侯少龙, 郭超, 等. 基于强化学习的多层卫星网络边缘安全决策方法[J]. 通信学报, 2022, 43(6): 189–199. doi: 10.11959/j.issn.1000−436x.2022111.
ZUO Peiliang, HOU Shaolong, GUO Chao, et al. Security decision method for the edge of multi-layer satellite network based on reinforcement learning[J]. Journal on Communications, 2022, 43(6): 189–199. doi: 10.11959/j.issn.1000−436x.2022111.
|
[39] |
刘之莹, 王兴伟, 徐双, 等. 基于预计算的软件定义卫星网络节能路由[J]. 网络空间安全, 2019, 10(11): 100–109. doi: 10.3969/j.issn.1674-9456.2019.11.016.
LIU Zhiying, WANG Xingwei, XU Shuang, et al. Precomputation based energy-saving routing for software defined satellite networks[J]. Cyberspace Security, 2019, 10(11): 100–109. doi: 10.3969/j.issn.1674-9456.2019.11.016.
|
[40] |
FRATTY R, SAAR Y, KUMAR R, et al. Random routing algorithm for enhancing the cybersecurity of LEO satellite networks[J]. Electronics, 2023, 12(3): 518. doi: 10.3390/electronics12030518.
|
[41] |
崔荣芳, 徐湛, 职如昕. 低轨卫星星座快速响应链路损毁路由算法[J]. 电讯技术, 2023, 63(8): 1165–1172. doi: 10.20079/j.issn.1001-893x.220228001.
CUI Rongfang, XU Zhan, and ZHI Ruxin. A quick-response link destruction routing algorithm for LEO satellite constellation[J]. Telecommunication Engineering, 2023, 63(8): 1165–1172. doi: 10.20079/j.issn.1001-893x.220228001.
|
[42] |
XIE Nannan, XIE Lijia, YUAN Qizhao, et al. Research on dos attack simulation and detection in low-orbit satellite network[C]. The 23rd International Conference on Algorithms and Architectures for Parallel Processing, Tianjin, China, 2024: 240–251. doi: 10.1007/978-981-97-0811-6_14.
|
[43] |
LI Hui, SHI Dongcong, WANG Weizheng, et al. Secure routing for LEO satellite network survivability[J]. Computer Networks, 2022, 211: 109011. doi: 10.1016/j.comnet.2022.109011.
|
[44] |
PAN Tian, HUANG Tao, LI Xingchen, et al. OPSPF: Orbit prediction shortest path first routing for resilient LEO satellite networks[C]. 2019 IEEE International Conference on Communications, Shanghai, China, 2019: 1–6. doi: 10.1109/ICC.2019.8761611.
|
[45] |
JIANG Wei, JIANG Hao, XIE Yulai, et al. SatShield: In-network mitigation of link flooding attacks for LEO constellation networks[J]. IEEE Internet of Things Journal, 2024, 11(16): 27340–27355. doi: 10.1109/JIOT.2024.3397865.
|
[46] |
WANG Xiangtong, HAN Xiaodong, YANG Menglong, et al. Space networking kit: A novel simulation platform for emerging LEO mega-constellations[C]. IEEE International Conference on Communications, Denver, USA, 2024: 5590–5595. doi: 10.1109/ICC51166.2024.10622181.
|
[47] |
LAI Zeqi, DENG Yangtao, LI Hewu, et al. Space digital twin for secure satellite internet: Vulnerabilities, methodologies, and future directions[J]. IEEE Network, 2024, 38(1): 30–37. doi: 10.1109/MNET.2023.3337141.
|
[48] |
GAO Yue, QIU Kun, CHEN Zhe, et al. Plotinus: A satellite internet digital twin system[J]. Journal of Communications and Information Networks, 2024, 9(1): 24–33. doi: 10.23919/JCIN.2024.10494942.
|
[49] |
HENAREJOS P, VÁZQUEZ M Á, and PÉREZ-NEIRA A I. Deep learning for experimental hybrid terrestrial and satellite interference management[C]. The 2019 IEEE 20th International Workshop on Signal Processing Advances in Wireless Communications, Cannes, France, 2019: 1–5. doi: 10.1109/SPAWC.2019.8815532.
|
[50] |
AL HOMSSI B, DAKIC K, WANG Ke, et al. Artificial intelligence techniques for next-generation massive satellite networks[J]. IEEE Communications Magazine, 2024, 62(4): 66–72. doi: 10.1109/MCOM.004.2300277.
|
[51] |
YU Changgeun, KIM D, LEE H, et al. GPU-accelerated CNN inference for onboard DQN-based routing in dynamic LEO satellite networks[J]. Aerospace, 2024, 11(12): 1028. doi: 10.3390/aerospace11121028.
|
[52] |
LIRIM A and DAGLI C. Network intrusion detection system using deep learning[J]. Procedia Computer Science, 2021, 185: 239–247. doi: 10.1016/j.procs.2021.05.025.
|
[53] |
CHEN Hao, XIAO Ming, and PANG Zhibo. Satellite-based computing networks with federated learning[J]. IEEE Wireless Communications, 2022, 29(1): 78–84. doi: 10.1109/MWC.008.00353.
|
[54] |
LIN Zheng, CHEN Zhe, FANG Zihan, et al. FedSN: A federated learning framework over heterogeneous LEO satellite networks[J]. IEEE Transactions on Mobile Computing, 2025, 24(3): 1293–1307. doi: 10.1109/TMC.2024.3481275.
|