计算机工程与应用 ›› 2022, Vol. 58 ›› Issue (17): 1-12.DOI: 10.3778/j.issn.1002-8331.2203-0316
朱沁雨,曹延华,陶海成,万颖
出版日期:
2022-09-01
发布日期:
2022-09-01
ZHU Qinyu, CAO Yanhua, TAO Haicheng, WAN Ying
Online:
2022-09-01
Published:
2022-09-01
摘要: 近年来随着人类太空探索的快速发展,大量低轨星座相继部署,以星链为代表的星座已掀起了各国的研究热潮。该综述旨在结合低轨星座网络拓扑特点,对抗毁性评估指标和优化模型进行总结剖析。以星链为例,阐述了新型低轨星座的建设现状,对常见的卫星网络拓扑构型进行了分类与优劣对比,分别从节点和链路两个角度梳理了近年来的建模方法。比较评价了典型的抗毁性评估测度与方法,总结了卫星网络拓扑优化算法的研究现状及存在问题,从应用层面提出展望。
朱沁雨, 曹延华, 陶海成, 万颖. 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.
ZHU Qinyu, CAO Yanhua, TAO Haicheng, WAN Ying. Research Progress on Survivability of Low-Orbit Constellation Network Topology[J]. Computer Engineering and Applications, 2022, 58(17): 1-12.
[1] 袁俊,鲍晓月,孙茜.巨型低轨星座频率轨道资源趋势分析及启示建议[J].空间碎片研究,2021,21(1):48-57. YUAN J,BAO X Y,SUN X.Analysis and suggestions on orbit and spectrum resources trend for mega LEO constellations[J].Space Debris Research,2021,21(1):48-57. [2] 欧阳乐.星地融合网络中的切换机制研究与仿真[D].北京:北京邮电大学,2020. OUYANG L.Research and simulation of switching mechanism in satellite-ground hybrid network[D].Beijing:Beijing University of Posts and Telecommunications,2020. [3] SUI T,MO Y,MARELLI D,et al.The vulnerability of cyber-physical system under stealthy attacks[J].IEEE Transactions on Automatic Control,2020,66(2):637-650. [4] 刘同林,杨芷柔,张虎.基于复杂网络的军事通信网络建模与性能分析[J].系统工程与电子技术,2020,42(12):2892-2898. LIU T L,YANG Z R,ZHANG H.Modeling and performance analysis of military communication network based on complex network[J].Systems Engineering and Electronics,2020,42(12):2892-2898. [5] YAN J,XING L,WANG P,et al.A scheduling strategy to inter-satellite links assignment in GNSS[J].Advances in Space Research,2021,67(1):198-208. [6] 罗凯,张明智.基于时效网络的空间信息网络结构脆弱性分析方法研究[J].军事运筹与系统工程,2016,30(4):25-31. LUO K,ZHANG M Z.Research on vulnerability analysis method of spatial information network structure based on aging network[J].Military Operations Research and Systems Engineering,2016,30(4):25-31. [7] 张更新,王运峰,丁晓进,等.卫星互联网若干关键技术研究[J].通信学报,2021,42(8):1-14. ZHANG G X,WANG Y F,DING X J,et al.Research on several key technologies of satellite internet[J].Journal of Communications,2021,42(8):1-14. [8] HAN Y,WANG L,FU W J,et al.LEO navigation augmentation constellation design with the multi-objective optimization approaches[J].Chinese Journal of Aeronautics,2021,34(4):265-278. [9] YAN D,YOU P,LIU C,et al.Constellation multi-objective optimization design based on QoS and network stability in LEO satellite broadband networks[J].KSII Transactions on Internet and Information Systems,2019,13(3):1260-1283. [10] PORTILLO I D,CAMERON B G,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. [11] 余婷.面向容量的低轨卫星星座设计[D].重庆:重庆邮电大学,2021. YU T.Capacity-oriented leo satellite constellation design[D].Chongqing:Chongqing University of Posts and Telecommunications,2021. [12] KODHELI O,LAGUNAS E.Satellite communications in the new space era:a survey and future challenges[J].IEEE Communications Surveys & Tutorials,2021,23(1):70-109. [13] Union of Concerned Scientists Satellite Database.UCS-Satellite?Database?Officialname?1?1?2022.xls[EB/OL].[2022-01-01].https://www.ucsusa.org/nuclear-weapons/spaceweapons/satellite-database. [14] 王勇,龙定央,骆盛,等.“星链”系统星座覆盖及应用分析[J].中国航天,2021(8):43-47. WANG Y,LONG D Y,LUO S,et al.Constellation coverage and application analysis of Starlink system[J].Aerospace China,2021(8):43-47. [15] 徐冰玉,李侠宇.Starlink低轨卫星通信星座深度分析[J].信息通信技术与政策,2021,47(9):16-20. XU B Y,LI X Y.In-depth analysis of Starlink low-orbit satellite communication constellation[J].Information and Communications Technology and Policy,2021,47(9):16-20. [16] 何康.星链:全球卫星互联网时代的传播体系重构[J].湖南工业大学学报(社会科学版),2020,25(4):23-31. HE K.Starlink:reconstruction of communication system in the age of global satellite internet[J].Journal of Hunan University of Technology(Social Science Edition),2020,25(4):23-31. [17] KODHELI O,LAGUNAS E,MATURO N,et al.Satellite communications in the new space era:a survey and future challenges[J].IEEE Communications Surveys & Tutorials,2020,23(1):70-109. [18] MCDOWELL J C.The low earth orbit satellite population and impacts of the SpaceX Starlink constellation[J].The Astrophysical Journal Letters,2020,892(2):L36. [19] 薛文,胡敏,阮永井,等.基于TLE的Starlink星座第一阶段部署情况分析[J/OL].中国空间科学技术:1-9[2022-01-12].http://kns.cnki.net/kcms/detail/11.1859.V.20211209. 2020.002.html. XUE W,HU M,RUAN Y J,et al.Analysis of the first stage deployment of Starlink constellation based on TLE[J/OL].中国空间科学技术:1-9[2022-01-12].http://kns.cnki.net/kcms/detail/11.1859.V.20211209.2020.002.html. [20] 王迪,骆盛,毛锦,等.Starlink卫星系统技术概要[J].航天电子对抗,2020,36(5):51-56. WANG D,LUO S,MAO J,et al.Overview of Starlink satellite system technology[J].Aerospace Electronic Warfare,2020,36(5):51-56. [21] 张明清,危美林,孔红山,等.面向军事应用的信息栅格网络拓扑建模研究[J].系统仿真学报,2016,28(2):301. ZHANG M Q,WEI M L,KONG H S,et al.Research on information grid network topology modeling for military applications[J].Journal of System Simulation,2016,28(2):301. [22] 杨霞,李建成.Walker星座星间链路分析[J].大地测量与地球动力学,2012,32(2):143-147. YANG X,LI J C.Inter-satellite links analysis of Walker constellation[J].Journal of Geodesy and Geodynamics,2012,32(2):143-147. [23] 马久龙.空间信息网络优化与抗毁性研究[D].西安:西安电子科技大学,2018. MA J L.Study on optimization and invulnerability of the space information network[D].Xi’an:Xidian University,2018. [24] 申建平.卫星网络拓扑动态性及仿真系统研究[D].成都:电子科技大学,2009. SHEN J P.Research on topology dynamics and simulation system of satellite network[D].Chengdu:University of Electronic Science and Technology of China,2009. [25] 秦玉帆.卫星网络拓扑评估与节点重要性的研究[D].大连:大连大学,2016. QIN Y F.Study on evaluation of satellite network topology survivability and node importance[D].Dalian:Dalian University,2016. [26] 马满好,邱涤珊,王亮.天基信息系统网络拓扑结构建模方法研究[J].武汉大学学报(信息科学版),2009,34(5):606-610. MA M H,QIU D S,WANG L.Modeling topology structure of space-based information systems[J].Geomatics and Information Science of Wuhan University,2009,34(5):606-610. [27] 佘春东,王俊峰,刘立祥.Walker 星座卫星网络拓扑结构动态性分析[J].通信学报,2006,27(8):45-51. SHE C D,WANG J F,LIU L X.Topological dynamics analysis of Walker constellation satellite networks[J].Journal of Communications,2006,27(8):45-51. [28] 刘艳,顾雪平.基于节点重要度评价的骨架网络重构[J].中国电机工程学报,2007,27(10):20-27. LIU Y,GU X P.Node importance assessment based skeleton-network reconfiguration[J].Proceedings of the Chinese Society of Electrical Engineering,2007,27(10):20-27. [29] 张涛,张军,柳重堪.一种基于卫星节点的时变拓扑网络模型[J].遥测遥控,2006,27(3):14-19. ZHANG T,ZHANG J,LIU Z K.A satellite node based time-varying topological network model[J].Journal of Telemetry,Tracking and Command,2006,27(3):14-19. [30] BUDANITSKY A,HIRST G.Evaluating wordNet-based measures of semantic distance[J].Computational Linguistics,2006,32(1):13-47. [31] ROTH M,BRANDT H,BISCHL H.Implementation of a geographical routing scheme for low earth orbiting satellite constellations using intersatellite links[J].International Journal of Satellite Communications and Networking,2021,39(1):92-107. [32] TANG Y,WANG Y,CHEN J.The availability of space service for inter-satellite links in navigation constellations[J].Sensors,2016,16(8):1327. [33] LEE J,KANG S.Satellite over satellite(SOS) network:a novel architecture for satellite network[C]//Proceedings IEEE INFOCOM 2000 Conference on Computer Communications,Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies(Cat.No.00CH37064),2000:315-321. [34] 王彦鹏.卫星网络拓扑的抗毁性研究[D].大连:大连理工大学,2018. WANG Y P.Research on survivability of satellite network topologies[D].Dalian:Dalian University of Technology,2018. [35] 赵毅寰.卫星移动通信网络拓扑结构脆弱性分析与评估技术研究[D].北京:北京航空航天大学,2010. ZHAO Y H.Research on vulnerability analysis and evaluation technology of satellite mobile communication network topology[D].Beijing:Beihang University,2010. [36] 吴巍.天地一体化信息网络发展综述[J].天地一体化信息网络,2020,1(1):1-16. WU W.Survey on the development of space-integrated-ground information network[J].Space-Integrated-Ground Information Networks,2020,1(1):1-16. [37] 罗凯,张明智,吴曦.基于作战环的空间信息时效网关键节点分析模型[J].系统工程与电子技术,2016,38(7):1572-1576. LUO K,ZHANG M Z,WU X.Key nodes analysis model for space information temporal network based on operation loop[J].Systems Engineering and Electronics,2016,38(7):1572-1576. [38] BORIBOON A,PONGPADPINIT S.Optimized routing protocol for broadband hybrid satellite constellation communication IP network system[J].EURASIP Journal on Wireless Communications and Networking,2016(1):1-11. [39] 谈革新.复杂网络拓扑层抗毁性测度研究[D].南京:南京理工大学,2011. TAN G X.Research on invulnerability measure of complex network topology layer[D].Nanjing:Nanjing University of Science and Technology,2011. [40] WU J,TAN Y J.Study on measure of complex network invulnerability[J].Journal of Systems Engineering,2005,20(2):128-131. [41] DONG F,JING L V,GONG X,et al.Optimization design of structure invulnerability in space information network[J].Journal on Communications,2014,35(10):50. [42] DAI L L,CHAN V W S.Capacity dimensioning and routing for hybrid satellite and terrestrial networks[C]//Global Telecommunications Conference,2002:2908-2914. [43] TAI J,LV J,WU X,et al.Topology optimization design of LEO satellite network[C]//2019 Chinese Control Conference(CCC),2019:8154-8159. [44] 董政呈,方彦军,田猛.相互依存网络抗毁性研究综述[J].复杂系统与复杂性科学,2017,14(3):30-44. DONG Z C,FANG Y J,TIAN M.Review on invulnerability of interdependent networks[J].Complex Systems and Complexity Science,2017,14(3):30-44. [45] CHVáTAL V.Tough graphs and Hamiltonian circuits[J].Discrete Mathematics,1973,5(3):215-228. [46] HOLME P,KIM B J,YOON C N,et al.Attack vulnerability of complex networks[J].Phys Rev E,2002,65(5):056109. [47] NIE Y,FANG Z,GAO S.Q-GERT survivability assessment of LEO satellite constellation[J].Wireless Networks,2021,27(1):249-268. [48] 王振安.网络拓扑的抗毁性研究[D].大连:大连理工大学,2016. WANG Z A.Research on invulnerability of network topology[D].Dalian:Dalian University of Technology,2016. [49] LU H,DONG Z.Carrier frequency offset estimation of DAB receiver based on phase reference symbol[J].IEEE Transactions on Consumer Electronics,2000,46(1):127-130. [50] CRIADO R,FLORES J,HERNáNDEZ-BERMEJO B,et al.Effective measurement of network vulnerability under random and intentional attacks[J].Journal of Mathematical Modelling and Algorithms,2005,4(3):307-316. [51] WEI D,QIN Y,KONG Z.The important node assessment method of satellite network based on near the center[C]//2016 International Conference on Network and Information Systems for Computers (ICNISC),2016:103-107. [52] 高秀娥.复杂信息系统网络抗毁性关键技术研究[D].大连:大连理工大学,2018. GAO X E.Research on key technologies of network invulnerability of complex information system[D].Dalian:Dalian University of Technology,2018. [53] WANG Y P,YU M.Ripple algorithm to evaluate the importance of network nodes[J].International Journal on Recent and Innovation Trends in Computing and Communication,2017,5(12):72-75. [54] RAJAGOPAL A,RAMACHANDRAN A,SHANKAR K,et al.Optimal routing strategy based on extreme learning machine with beetle antennae search algorithm for low earth orbit satellite communication networks[J].International Journal of Satellite Communications and Networking,2021,39(3):305-317. [55] 汤浩锋,张琨,郁楠,等.有向加权复杂网络抗毁性测度研究[J].计算机工程,2013,39(1):23-28. TANG H F,ZHANG K,YU N,et al.Research on invulnerability measure of directed weighted complex networks[J].Computer Engineering,2013,39(1):23-28. [56] 饶育萍,林竞羽,侯德亭.基于最短路径数的网络抗毁评价方法[J].通信学报,2009,30(4):113-117. RAO Y P,LIN J Y,HOU D T.Evaluation method for network invulnerability based on shortest route number[J].Journal of Communications,2009,30(4):113-117. [57] 王鑫,李彬.基于最短路径数的WSN抗毁性评价方法[J].电子科技,2012,25(11):88-90. WANG X,LI B.Invulnerability of wireless sensor networks evaluation based on the number of shortest way[J].Electronic Science and Technology,2012,25(11):88-90. [58] 吴俊,谭跃进.复杂网络抗毁性测度研究[J].系统工程学报,2005,20(2):128-131. WU J,TAN Y J.Study on measure of complex network invulnerability[J].Journal of Systems Engineering,2005,20(2):128-131. [59] 包学才,戴伏生,韩卫占.基于拓扑的不相交路径抗毁性评估方法[J].系统工程与电子技术,2012,34(1):168-174. BAO X C,DAI F S,HAN W Z.Evaluation method of network invulnerability based on disjoint oaths in topology[J].Systems Engineering and Electronics,2012,34(1):168-174. [60] YU J,YU Z,DING M,et al.Research on the tenacity survivability of wireless sensor networks[J].Journal of Ambient Intelligence and Humanized Computing,2020,11(9):3535-3544. [61] PENG G,WU J.Optimal network topology for structural robustness based on natural connectivity[J].Physica A:Statistical Mechanics and Its Applications,2016,443:212-220. [62] 郭伟.野战地域通信网可靠性的评价方法[J].电子学报,2000,28(1):3-6. GUO W.Reliability evaluation method of tactical communication network[J].Acta Electronica Sinica,2000,28(1):3-6. [63] 薛志峰.基于跳面节点与Petri网的空间信息网可靠性评估算法研究[D].沈阳:东北大学,2015. XUE Z F.Research on reliability evaluation algorithm based on jump-plane nodes and Petri net in space information networks[D].Shenyang:Northeastern University,2015. [64] 王亮,王新增,王英泓.基于改进跳面节点法的地域通信网抗毁性评价[J].现代电子技术,2013,36(13):13-15. WANG L,WANG X Z,WANG Y H.Evaluation of regional communication network in invulnerability based on improved jump-range-node method[J].Modern Electronics Technique,2013,36(13):13-15. [65] 何旭.基于抗毁性的卫星通信系统可靠性研究[D].成都:电子科技大学,2010. HE X.Study on satellite communication system’s reliability based on invulnerability[D].Chengdu:University of Electronic Science and Technology of China,2010. [66] CHEN Q,GIAMBENE G,YANG L,et al.Analysis of inter-satellite link paths for LEO mega-constellation networks[J].IEEE Transactions on Vehicular Technology,2021,70(3):2743-2755. [67] 邵瑞瑞,方志耕,刘思峰,等.基于韧性度的低轨卫星通信网络抗毁性度量及优化[J].运筹与管理,2020,29(7):9-17. SHAO R R,FANG Z G,LIU S F,et al.Measurement and optimization of invulnerability of low-orbit satellite communication networks based on resilience[J].Operations and Management,2020,29(7):9-17. [68] 万思敏.空间信息网络拓扑的抗毁性研究[D].成都:电子科技大学,2021. WAN S M.Research on invulnerability of space information networks topology[D].Chengdu:University of Electronic Science and Technology of China,2021. [69] 郭丽荣.低轨道卫星星座的拓扑结构设计[D].北京:北京交通大学,2021. GUO L R.Topological structure design of low-orbit satellite constellation[D].Beijing:Beijing Jiaotong University,2021. [70] 史文博,刘东,杨博文.基于链路重构策略的网络抗毁性优化研究[J].计算机技术与发展,2020,30(5):6-9. SHI W B,LIU D,YANG B W.Research on network survivability optimization based on link reconfiguration strategy[J].Computer Technology and Development,2020,30(5):6-9. [71] 邹明,赵子骏,魏凡.新兴低轨卫星通信星座发展前景研究[J].中国电子科学研究院学报,2020,15(12):1155-1162. ZOU M,ZHAO Z J,WEI F.Research on the development prospects of emerging low-orbit satellite communication constellations[J].Journal of China Academy of Electronics and Information Technology,2020,15(12):1155-1162. [72] DARPA.Blackjack[EB/OL].[2020-07-18].https://www.darpa.mil/program/blackjack. [73] LEYVA-MAYORGA I,SORET B,POPOVSKI P.Inter-plane inter-satellite connectivity in dense LEO constellations[J].IEEE Transactions on Wireless Communications,2021,20(6):3430-3443. |
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