联合异常检测的卫星安全传输优化算法

黄晨; 王定轩; 侯蓉晖

doi:10.12263/DZXB.20240301

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联合异常检测的卫星安全传输优化算法

学术论文 | 更新时间：2025-08-18

- 联合异常检测的卫星安全传输优化算法
- Satellite Security Transmission Optimization Algorithm for Joint Anomaly Detection
- 电子学报 2025年53卷第5期页码：1460-1468
- 作者机构：
  
  西安电子科技大学网络与信息安全学院，陕西西安 710126
- 作者简介：
  
  [ "黄晨女，1997年6月出生于河南省驻马店市.现为西安电子科技大学网络与信息安全学院博士研究生.主要研究方向为卫星网络安全、车联网安全和安全控制.E-mail: hc5674390@163.com" ]
  [ "王定轩男，2001年8月出生于浙江省江山市.现为西安电子科技大学网络与信息安全学院硕士研究生.主要研究方向为卫星网络安全、无人机网络安全.E-mail: hugh13095820050@163.com" ]
  [ "侯蓉晖女，1980年6月出生于陕西省白水县.现为西安电子科技大学网络与信息安全学院教授、博士生导师.主要研究方向为无线组网技术、5G网络、车联网、下一代WLAN系统、卫星组网、网络安全.E-mail: rhhou@xidian.edu.cn" ]
- 基金信息：
  
  国家自然科学基金(U23B2024);中国航天科技集团公司第八研究院产学研合作基金(SAST2022-092)
- DOI：10.12263/DZXB.20240301
  中图分类号： TN927;V474
- 收稿：2024-04-08，
  
  修回：2024-12-13，
  
  纸质出版：2025-05-25
- 稿件说明：
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黄晨, 王定轩, 侯蓉晖. 联合异常检测的卫星安全传输优化算法[J]. 电子学报, 2025, 53(05): 1460-1468.

HUANG Chen, WANG Ding-xuan, HOU Rong-hui. Satellite Security Transmission Optimization Algorithm for Joint Anomaly Detection[J]. Acta Electronica Sinica, 2025, 53(05): 1460-1468.
黄晨, 王定轩, 侯蓉晖. 联合异常检测的卫星安全传输优化算法[J]. 电子学报, 2025, 53(05): 1460-1468. DOI：10.12263/DZXB.20240301

HUANG Chen, WANG Ding-xuan, HOU Rong-hui. Satellite Security Transmission Optimization Algorithm for Joint Anomaly Detection[J]. Acta Electronica Sinica, 2025, 53(05): 1460-1468. DOI：10.12263/DZXB.20240301

摘要

本文研究卫星网络系统稳定性和安全性问题，为业务提供安全可靠的端到端服务.针对卫星网络中可能存在的干扰攻击和拒绝服务攻击，考虑异常检测存在错误判断的情况，根据检测误差精度设计联合检测的安全传输方案，最小化端到端时延抖动.基于最优控制策略构建安全传输优化问题，联合检测需求作为约束条件决策传输路径，利用增广拉格朗日差分进化算法求解得到最优数据传输方案.首次将异常检测的精确度作为安全传输路径策略的影响因素，当网络中存在一定程度的攻击时，安全控制算法提供稳定的端到端服务，控制策略同时动态触发异常检测，使得网络具备主动防御能力.本文搭建了66颗卫星星座，分别在卫星网络的干扰攻击和拒绝服务攻击中模拟验证所提出的安全传输方案的有效性.实验结果表明，将异常检测误差作为安全传输策略的决策因素，可有效提升网络服务的稳定性.

Abstract

This paper studies the stability and security of satellite network system to provide safe and reliable end-to-end service for business. Considering jamming attacks and denial of service (DoS) attacks in the satellite network

a joint detection security transmission scheme is designed according to the detection error accuracy to minimize end-to-end delay jitter. We construct the security transmission optimization problem based on the optimal control strategy

and determine the transmission path by combining the detection requirements as constraints. The optimal data transmission scheme is obtained by the augmented Lagrange differential evolution algorithm. For the first time

the accuracy of anomaly detection is used as a factor to determine the security path policy in this paper. When the network is attacked

the security control algorithm provides stable end-to-end services and the control policy dynamically triggers the anomaly detection

enabling the network to actively defend. In this paper

66 satellite constellations are constructed to simulate and verify the effectiveness of the proposed secure transmission scheme in jamming attacks and denial of service attacks. The results show that using anomaly detection error as a decision factor of secure transmission strategy can effectively improve the stability of network services.

关键词

Keywords

references

CUI J J , NG S X , LIU D , et al . Multiobjective optimization for integrated ground-air-space networks: Current research and future challenges [J ] . IEEE Vehicular Technology Magazine , 2021 , 16 ( 3 ): 88 - 98 .

SpaceX . Starlink: high-speed, low latency broadband Internet [EB/OL ] . ( 2022-05-12 )[ 2024-03-26 ] . https://www.starlink.com/ https://www.starlink.com/ .

FCC . Federal Communications Commission FCC 20 - 102 [R/OL ] . ( 2020-09-30 )[ 2024-03-26 ] . https://docs.fcc.g-ov/public/attachments/FCC-20-102A1.pdf https://docs.fcc.g-ov/public/attachments/FCC-20-102A1.pdf .

NIEPHAUS C , KRETSCHMER M , GHINEA G . QoS provisioning in converged satellite and terrestrial networks: A survey of the state-of-the-art [J ] . IEEE Communications Surveys & Tutorials , 2016 , 18 ( 4 ): 2415 - 2441 .

GIULIARI G , CIUSSANI T , PERRIG A , et al . ICARUS: Attacking low Earth orbit satellite networks [C ] // USENIX Annual Technical Conference . California : USENIX Press , 2021 : 317 - 331 .

KANTHETI V S R , LIN C H , LIN S C , et al . Anti-jamming resilient LEO satellite swarms [C ] // 2023 IEEE Military Communications Conference . Piscataway : IEEE Press , 2023 : 77 - 82 .

孙利民 , 卢泽新 , 吴志美 . LEO卫星网络的路由技术 [J ] . 计算机学报 , 2004 , 27 ( 5 ): 659 - 667 .

SUN L M , LU Z X , WU Z M . Routing technology for LEO satellite network [J ] . Chinese Journal of Computers , 2004 , 27 ( 5 ): 659 - 667 . (in Chinese)

VELUSAMY D , PUGALENDHI G , RAMASAMY K . A cross-layer trust evaluation protocol for secured routing in communication network of smart grid [J ] . IEEE Journal on Selected Areas in Communications , 2020 , 38 ( 1 ): 193 - 204 .

AKTER S , RAHMAN M S , BHUIYAN M Z A , et al . Towards secure communication in CR-VANETs through a trust-based routing protocol [C ] // IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS) . Piscataway : IEEE , 2021 : 1 - 6 .

FATEMIDOKHT H , RAFSANJANI M K , GUPTA B B , et al . Efficient and secure routing protocol based on artificial intelligence algorithms with UAV-assisted for vehicular ad hoc networks in intelligent transportation syste-ms [J ] . IEEE Transactions on Intelligent Transportation Systems , 2021 , 22 ( 7 ): 4757 - 4769 .

LI H , SHI D C , WANG W Z , et al . Secure routing for LEO satellite network survivability [J ] . Computer Networks , 2022 , 211 : 109011 .

SONG J X , JU Y , LIU L , et al . Trustworthy and load-balancing routing scheme for satellite services with multi-agent DRL [C ] // IEEE Conference on Computer Communications Workshops . Piscataway : IEEE , 2023 : 1 - 6 .

XIE J , RAHMAN A , SUN W . Bayesian GAN-based false data injection attack detection in active distribution grids with DERs [J ] . IEEE Transactions on Smart Grid , 2024 , 15 ( 3 ): 3223 - 3234 .

NAHA A , DEY S . Bayesian quickest change-point detection with an energy harvesting sensor and asymptotic analysis [J ] . IEEE Transactions on Signal Processing , 2024 , 72 : 565 - 579 .

SHI Y , WANG Z B , LACLAIR T J , et al . Real-time on-ramp merging control of connected and automated vehicles using pseudospectral convex optimization [C ] // 2022 American Control Conference (ACC) . Piscataway : IEEE , 2022 : 2000 - 2005 .

ABBRACCIAVENTO F , ZINNARI F , FORMENTIN S , et al . Real-time optimal traffic management in signal-controlled intersections: A receding-horizon approach [C ] // IEEE Conference on Decision and Control (CDC) . Piscataway : IEEE , 2021 : 1947 - 1952 .

CAO S , WANG X K , YU H C . Real-time maneuver command generation and tracking for a miniature fixed-wing drone with a ducted-fan unit [C ] // IEEE Conference on Decision and Control (CDC) . Piscataway : IEEE , 2021 : 3591 - 3596 .

HOSSEINZADEH M , SINOPOLI B . Active attack detection and control in constrained cyber-physical systems under prevented actuation attack [C ] // 2021 American Control Conference (ACC) . Piscataway : IEEE , 2021 : 3242 - 3247 .

TAO B , MASOOD M , GUPTA I , et al . Transmitting, fast and slow: Scheduling satellite traffic through space and time [C ] // Proceedings of the 29th Annual International Conference on Mobile Computing and Networking . New York : ACM , 2023 : 1 - 15 .

朱琳 , 任智源 , 国晓博 , 等 . 基于稳态化的卫星网络低时延路由策略 [J ] . 无线电通信技术 , 2021 , 47 ( 5 ): 603 - 610 .

ZHU L , REN Z Y , GUO X B , et al . Low delay routing strategy based on steady-state satellite network [J ] . Radio Communications Technology , 2021 , 47 ( 5 ): 603 - 610 . (in Chinese)

GOLKAR A , LLUCH I CRUZ I . The federated satellite systems paradigm: Concept and business case evaluati-on [J ] . Acta Astronautica , 2015 , 111 : 230 - 248 .

徐川 , 周密 , 赵国锋 , 等 . 面向确定性传输的新型虚拟卫星编队方案 [J ] . 通信学报 , 2023 , 44 ( 10 ): 137 - 148 .

XU C , ZHOU M , ZHAO G F , et al . A new virtual satellite formation scheme for deterministic transmission [J ] . China Industrial Economics , 2023 , 44 ( 10 ): 137 - 148 . (in Chinese)

王凡 , 于啸 , 洪涛 . 低轨卫星物联网下NB-IoT时延功耗研究 [J ] . 光通信研究 , 2024 , 50 ( 3 ): 123 - 129 .

Research on NB-IoT delay and power consumption in LEO satellite IoT [J ] . Study on Optical Communications , 2024 , 50 ( 3 ): 123 - 129 . (in Chinese)

Celestrak . Iridium Current Data [EB/OL ] . ( 2024-09-16 )[20 24 - 09 -16 ] . http://www.celestrak.org/ http://www.celestrak.org/ .

SADATI N , HOSSEINZADEH M , DUMONT G A . Multi-model robust control of depth of hypnosis [J ] . Biomedical Signal Processing and Control , 2018 , 40 : 443 - 453 .

ROTONDO D , HASSANI V , CRISTOFARO A . A multiple model adaptive architecture for the state estimation in discrete-time uncertain LPV systems [C ] // American Control Conference (ACC) . Piscataway : IEEE , 2017 : 2393 - 2398 .

张隆辉 , 彭秀艳 , 魏纳新 , 等 . 基于增广拉格朗日差分进化算法的长江内河船舶航速优化问题研究 [J ] . 船舶力学 , 2023 , 27 ( 8 ): 1119 - 1129 .

ZHANG L H , PENG X Y , WEI N X , et al . Speed optimization of inland ships on the Yangtze River based on augmented Lagrange differential evolution algorithm [J ] . Journal of Ship Mechanics , 2023 , 27 ( 8 ): 1119 - 1129 . (in Chinese)

Socioeconomic Data and Applications Center . Gridded Population of the World (GPW), v4 [DB/OL ] . ( 2017-12-01 )[ 2024-05-26 ] . https://sedac.ciesin.columbia.edu/data/set/gpwv4-population-count-rev11 https://sedac.ciesin.columbia.edu/data/set/gpwv4-population-count-rev11 .

LAI Z Q , LI H W , LI J H . StarPerf: Characterizing network performance for emerging mega-constellations [C ] // IEEE 28th International Conference on Network Protocols (ICNP) . Piscataway : IEEE , 2020 : 1 - 11 .

Ansys . Ansys STK software for digital mission engineering and systems analysis [EB/OL ] . ( 2012-07-25 )[ 2024-03-26 ] . https://www.agi.com/products https://www.agi.com/products .

CAO X Y , ZHANG X Y . SaTCP: Link-layer informed TCP adaptation for highly dynamic LEO satellite networks [C ] // IEEE Conference on Computer Communications . Piscataway : IEEE , 2023 : 1 - 10 .

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