| Citation: | ZHANG Xuejun, TAN Yuanhao, LI Xueyuan, et al. A review of development of space-based ADS-B system and its key technologies[J]. Journal of Beijing University of Aeronautics and Astronautics, 2022, 48(9): 1589-1604. doi: 10.13700/j.bh.1001-5965.2022.0309(in Chinese)
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In the context of the globalization of air traffic control, the ICAO has proposed a new generation of surveillance technology called the automatic dependent broadcast surveillance (ADS-B) system. Compared with land-based systems, the space-based ADS-B system can achieve global airspace coverage, which can enhance the capabilities of the existing air traffic control system and promote the opening of national low-altitude airspace as well as the development of the general aviation industry. Firstly, the origin, concept, and operation principle of space-based ADS-B are introduced. Secondly, a brief overview and history of the domestic and international space-based ADS-B systems are provided. Then, the research status on the space-based ADS-B key technologies are sorted out by both domestic and international scholars, including weak signal demodulation, multi-beam reception, de-interleaving, anti-spoofing, and constellation design, routing algorithm, and surveillance performance evaluation. The research work and Beihang space-based ADS-B technology verification satellite of the Beihang University, is introduced. Finally, the development trend and outlooks of the space-based ADS-B system are summarized by combining the future development of space-based air traffic control technology and application needs.
| [1] |
中国民用航空局. 中国民用航空ADS-B实施规划[S]. 北京: 中国民用航空局, 2012: 1-45.
Civil Aviation Administration of China. ADS-B implementation plan for civil aviation in China[S]. Beijing: Civil Aviation Administration of China, 2012: 1-45(in Chinese).
|
| [2] |
International Civil Aviation Organization Asia and Pacific Office. Guidance material on comparison of surveillance technologies (GMST)[R]. Montreal: ICAO, 2007: 1-44.
|
| [3] |
BLOMENHOFER H, PAWLITZKI A, ROSENTHAL P, et al. Space-based automatic dependent surveillance broadcast (ADS-B) payload for in-orbit demonstration[C]//2012 6th Advanced Satellite Multimedia Systems Conference (ASMS) and 12th Signal Processing for Space Communications Workshop (SPSC). Piscataway: IEEE Press, 2012: 160-165.
|
| [4] |
Canada. The concept of space-based reception of automatic dependent surveillance-broadcast(ADS-B): A38-WP/132[R]. Montreal: ICAO, 2013: 2-3.
|
| [5] |
Flight Safety Foundation. Benefits analysis of space-based ADS-B[R]. Alexandria: Flight Safety Foundation, 2016: 18-35.
|
| [6] |
中国民用航空局. 中国民航航空器追踪监控体系建设实施路线图[S]. 北京: 中国民用航空局, 2017: 1-7.
Civil Aviation Administration of China. Implementation roadmap for the construction of aircraft tracking and monitoring system for civil aviation in China[S]. Beijing: Civil Aviation Administration of China, 2017: 1-7(in Chinese).
|
| [7] |
马斌. 卫星系统将为全球航班跟踪保驾护航[J]. 中国无线电, 2015(11): 20. doi: 10.3969/j.issn.1672-7797.2015.11.025
MA B. Satellite system will escort global flight tracking[J]. China Radio, 2015(11): 20(in Chinese). doi: 10.3969/j.issn.1672-7797.2015.11.025
|
| [8] |
ICAO Western and Central Africa Office. ASEPS using ADS-B trials in parts of the nat airspace: SAT/24-WP/17[R]. Montreal: ICAO, 2019: 2-4.
|
| [9] |
BRODSKY Y, RIEBER R, NORDHEIM T. Balloon-borne air traffic management (ATM) as a precursor to space-based ATM[J]. Acta Astronautica, 2012, 70: 112-121. doi: 10.1016/j.actaastro.2011.06.013
|
| [10] |
DELOVSKI T, WERNER K, RAWLIK T, et al. ADS-B over satellite the world ' s first ADS-B receiver in space[C]//Small Satellite Systems and Services Symposium, 2014.
|
| [11] |
WERNER K, BREDEMEYER J, DELOVSKI T. ADS-B over satellite: Global air traffic surveillance from space[C]//2014 Tyrrhenian International Workshop on Digital Communications-Enhanced Surveillance of Aircraft and Vehicles (TIWDC/ESAV). Piscataway: IEEE Press, 2014: 47-52.
|
| [12] |
ALMINDE L K, CHRISTIANSEN J, LAURSEN K K, et al. GOMX-1: A nano-satellite mission to demonstrate improved situational awareness for air traffic control[C]//26th Annual AIAA/USU Conference on Small Satellites. Reston: AIAA, 2012.
|
| [13] |
ALMINDE L, KAAS K, BISGAARD M, et al. GOMX-1 flight experience and air traffic monitoring results[C]//28th Annual AIAA/USU Conference on Small Satellites. Reston: AIAA, 2014.
|
| [14] |
GomSpace. GOMX-3 (GomSpace Express-3)[EB/OL]. (2015-10-02)[2022-03-25]. https://directory.eoportal.org/web/eoportal/satellite-missions/g/gomx-3.
|
| [15] |
LÉON L, KOCH P, WALKER R. GOMX-4: The twin European mission for IOD purposes[C]//32nd Annual AIAA/USU Conference on Small Satellites. Reston: AIAA, 2018.
|
| [16] |
GomSpace. GomX-4 (GomSpace Express-4) mission[EB/OL]. (2017-09-06)[2022-03-25]. https://directory.eoportal.org/web/eoportal/satellite-missions/g/gomx-4.
|
| [17] |
VINCENT R, VAN DER PRYT R. The CanX-7 nanosatellite ADS-B mission: A preliminary assessment[J]. Positioning, 2017, 8(1): 1-11. doi: 10.4236/pos.2017.81001
|
| [18] |
BENNETT I, COTTEN B, ZEE R E. On-orbit results from the CanX-7 ADS-B payload[C]//11th IAA Symposium on Small Satellites for Earth Observation, 2017.
|
| [19] |
HENRY C, VAN WAGENEN J. Global, ADS-B technologies complete space-based aircraft tracking demonstration[EB/OL]. (2014-09-18)[2022-04-12]. https://www.aviationtoday.com/2014/09/18/global-adsb-technologies-complete-space-based-aircraft-tracking-demonstration/.
|
| [20] |
RAY J. Space-based ADS-B[EB/OL]. (2013-09-01)[2022-04-12]. https://www.aviationtoday.com/2013/09/01/space-based-ads-b/.
|
| [21] |
BAKER K. Space-based ADS-B: Performance, architecture and market options[C]//2019 Integrated Communications, Navigation and Surveillance Conference (ICNS). Piscataway: IEEE Press, 2019: 1-18.
|
| [22] |
TRAUTVETTER C. Spire to provide lower-cost ADS-B aircraft tracking[EB/OL]. (2016-12-05)[2022-03-26]. https://www.ainonline.com/aviation-news/aerospace/2016-12-05/spire-provide-lower-cost-ads-b-aircraft-tracking.
|
| [23] |
CAPPAERT J. The spire small satellite network[M]//PELTON J N, MADRY S. Handbook of small satellites: Technology, design, manufacture, applications, economics and regulation. Berlin: Springer, 2020: 1101-1121.
|
| [24] |
Spire(Lemur / Minas)[EB/OL]. (2021-12-26)[2022-04-08]. https://www.newspace.im/constellations/spire.
|
| [25] |
AIREON. Global ATS Surveillance[EB/OL]. [2022-04-06]. https://aireon.com/products/global-ats-surveillance/.
|
| [26] |
GARCIA M A, DOLAN J, HOAG A. Aireon's initial on-orbit performance analysis of space-based ADS-B[C]//2017 Integrated Communications, Navigation and Surveillance Conference (ICNS). Piscataway: IEEE Press, 2017: 4A1-1.
|
| [27] |
GARCIA M A, DOLAN J, HABER B, et al. A compilation of measured ADS-B performance characteristics from Aieron's on-orbit test program[C]//international symposium Enhanced Solutions for Aircraft and Vehicle Surveillance Applications, 2018.
|
| [28] |
CANSO. Space-based ADS-B lifts off[EB/OL]. (2019-05-14)[2022-04-06]. https://canso.org/airspace-q2-2019-space-based-ads-b-lifts-off/.
|
| [29] |
BELLAMY W. EASA issues first space-based ADS-B surveillance as a service certification[EB/OL]. (2019-06-30)[2022-04-06]. https://www.aviationtoday.com/2019/06/05/easa-issues-first-space-based-ads-b-surveillance-as-a-service-certification/.
|
| [30] |
PICOLA BARÉ A. Study of the benefits and applications of LEO (low Earth orbit) for communications and definition of space new business plan: Surveillance & broadcast for aircraft[D]. Barcelona: Universitat Politècnica de Catalunya, 2021: 14-15.
|
| [31] |
HARRISON R. Using satellites to improve air traffic control coverage[EB/OL]. (2022-02-09)[2022-04-10]. https://spaceaustralia.com/news/using-satellites-improve-air-traffic-control-coverage.
|
| [32] |
CANSO. ENAIRE and Indra will launch a constellation of satellites into orbit to improve air traffic management[EB/OL]. (2021-05-18)[2022-04-09]. https://canso.org/enaire-and-indra-will-launch-a-constellation-of-satellites-into-orbit-to-improve-air-traffic-management/.
|
| [33] |
HENRY C. Portuguese company embarks on first domestic satellite project[EB/OL]. (2017-11-10)[2022-04-09]. https://spacenews.com/portuguese-company-embarks-on-first-domestic-satellite-project/.
|
| [34] |
CHEN L H, YU S Q, CHEN Q, et al. Data reception analysis of ADS-B on board the TianTuo-3 satellite[J]. Journal of Physics: Conference Series, 2020, 1438(1): 012030. doi: 10.1088/1742-6596/1438/1/012030
|
| [35] |
NI J S, CHEN L H, YU S Q, et al. Analysis and application of spaceborne mode S and ADS-B data fusion[C]//2021 International Conference on Big Data Engineering and Education (BDEE). Piscataway: IEEE Press, 2021: 51-55.
|
| [36] |
倪久顺, 陈利虎, 余孙全, 等. 星载ADS-B相关研究进展及展望[J]. 中国空间科学技术, 2022, 42(1): 30-37. https://www.cnki.com.cn/Article/CJFDTOTAL-ZGKJ202201003.htm
NI J S, CHEN L H, YU S Q, et al. A review for space-based ADS-B[J]. Chinese Space Science and Technology, 2022, 42(1): 30-37(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-ZGKJ202201003.htm
|
| [37] |
WU S, CHEN W, CHAO C. The STU-2 CubeSat mission and in-orbit test results[C]//30th AIAA/USU Conference on Small Satellites, 2016.
|
| [38] |
北京和德宇航技术有限公司. "天行者"星座和应用服务[EB/OL]. [2022-04-09]. http://www.head-aerospace.com/#/Mainwork/Skywalker.
China HEAD Aerospace Technology Co. "Skywalker" constellation and application services[EB/OL]. [2022-04-09]. http://www.head-aerospace.com/#/Mainwork/Skywalker (in Chinese).
|
| [39] |
李国利, 朱霄雄. 高分九号03星发射成功搭载发射皮星三号A星、和德五号卫星[J]. 科技传播, 2020, 12(13): 1. doi: 10.3969/j.issn.1674-6708.2020.13.026
LI G L, ZHU X X. Gaofen IX 03 successfully launched with the launch of Pixin Ⅲ A and He De V satellites[J]. Public Communication of Science & Technology, 2020, 12(13): 1(in Chinese). doi: 10.3969/j.issn.1674-6708.2020.13.026
|
| [40] |
RTCA. Minimum operational performance standards (MOPS) for 1 090 MHz extended squitter automatic dependent surveillance-broadcast (ADS-B) and traffic information services-broadcast (TIS-B): DO-260B[S]. Washington, D.C. : RTCA, 2011.
|
| [41] |
DELOVSKI T, BREDEMEYER J, WERNER K. ADS-B over satellite coherent detection of weak Mode-S signals from low earth orbit[C]//Small Satellites Systems and Services, 2016.
|
| [42] |
余孙全, 陈利虎, 李松亭, 等. 高灵敏度星载ADS-B信号解调算法[J]. 太赫兹科学与电子信息学报, 2018, 16(5): 886-891. https://www.cnki.com.cn/Article/CJFDTOTAL-XXYD201805030.htm
YU S Q, CHEN L H, LI S T, et al. High sensitivity detection algorithm for space-based ADS-B[J]. Journal of Terahertz Science and Electronic Information Technology, 2018, 16(5): 886-891(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-XXYD201805030.htm
|
| [43] |
REN P, WANG J X, SONG H W, et al. A novel multi-criteria preamble detection algorithm for ADS-B signals[J]. IEEE Access, 2019, 7: 97319-97332. doi: 10.1109/ACCESS.2019.2929830
|
| [44] |
QIN J X, YANG J. Design and implementation of spaceborne ADS-B message detection algorithm[J]. DEStech Transactions on Engineering and Technology Research, 2018, 298(8): 295-302.
|
| [45] |
ZHANG C Z, LI N R. The design and implementation of UAT mode ADS-B signal's RS decoder[C]//2014 23rd International Conference on Computer Communication and Networks (ICCCN). Piscataway: IEEE Press, 2014: 1-6.
|
| [46] |
ZHANG C Z, ZHANG C L, WANG Y. Enhanced ADS-B reception techniques research[C]//10th International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM 2014). Piscataway: IEEE Press, 2014: 657-661.
|
| [47] |
REN P, WANG J X, ZHANG P X. Novel error correction algorithms for ADS-B signals with matched filter based decoding[J]. Physical Communication, 2019, 36: 100788. doi: 10.1016/j.phycom.2019.100788
|
| [48] |
PETROCHILOS N, VAN DER VEEN A J. Algorithms to separate overlapping secondary surveillance radar replies[C]//2004 IEEE International Conference on Acoustics, Speech, and Signal Processing. Piscataway: IEEE Press, 2004: 2-49.
|
| [49] |
PETROCHILOS N, GALATI G, MENE L, et al. Separation of multiple secondary surveillance radar sources in a real environment by a novel projection algorithm[C]//Proceedings of the 5th IEEE International Symposium on Signal Processing and Information Technology. Piscataway: IEEE Press, 2005: 125-130.
|
| [50] |
PETROCHILOS N, GALATI G, PIRACCI E. Projection techniques for separation of multiple secondary surveillance radar sources in a real environment[C]//4th IEEE Workshop on Sensor Array and Multichannel Processing. Piscataway: IEEE Press, 2006: 344-348.
|
| [51] |
陈为桢. 星载ADS-B中频接收机分离算法的研究与实现[D]. 成都: 电子科技大学, 2017: 1-59.
CHEN W Z. The research and implementation of spaceborne ADS-B IF receiver separation algorithm[D]. Chengdu: University of Electronic Science and Technology of China, 2017: 1-59(in Chinese).
|
| [52] |
吴杰, 郭建华, 蒋凯, 等. ADS-B二重交织信号时域分离算法[J]. 通信技术, 2017, 50(10): 2184-2189. doi: 10.3969/j.issn.1002-0802.2017.10.009
WU J, GUO J H, JIANG K, et al. ADS-B double intertwined signal separation algorithm in time domain[J]. Communications Technology, 2017, 50(10): 2184-2189(in Chinese). doi: 10.3969/j.issn.1002-0802.2017.10.009
|
| [53] |
吴仁彪, 吴琛琛, 王文益. 基于累加分类的ADS-B交织信号处理方法[J]. 信号处理, 2017, 33(4): 572-576. doi: 10.16798/j.issn.1003-0530.2017.04.017
WU R B, WU C C, WANG W Y. A method of overlapped ADS-B signal processing based on accumulation and classification[J]. Journal of Signal Processing, 2017, 33(4): 572-576(in Chinese). doi: 10.16798/j.issn.1003-0530.2017.04.017
|
| [54] |
WANG W Y, WU R B, LIANG J L. ADS-B signal separation based on blind adaptive beamforming[J]. IEEE Transactions on Vehicular Technology, 2019, 68(7): 6547-6556. doi: 10.1109/TVT.2019.2914233
|
| [55] |
YU S Q, CHEN L H, LI S T, et al. Separation of space-based ADS-B signals with single channel for small satellite[C]//2018 IEEE 3rd International Conference on Signal and Image Processing. Piscataway: IEEE Press, 2018: 315-321.
|
| [56] |
刘慧, 倪育德, 刘鹏. 基于松弛改进FastICA算法的星基ADS-B信号分离[J]. 电讯技术, 2020, 60(2): 203-209. https://www.cnki.com.cn/Article/CJFDTOTAL-DATE202002015.htm
LIU H, NI Y D, LIU P. Space-based ADS-B signal separation based on loose modified FastICA[J]. Telecommunication Engineering, 2020, 60(2): 203-209(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-DATE202002015.htm
|
| [57] |
ZHANG C S, ZHANG T, ZHANG H. Overlapping ADS-B signals separation algorithm based on MUSIC[C]//2019 6th International Conference on Information Science and Control Engineering (ICISCE). Piscataway: IEEE Press, 2019: 1094-1098.
|
| [58] |
LI K D, KANG J, REN H, et al. A reliable separation algorithm of ADS-B signal based on time domain[J]. IEEE Access, 2021, 9: 88019-88026. doi: 10.1109/ACCESS.2021.3082077
|
| [59] |
BETTRAY A, LITSCHKE O, BAGGEN L. Multi-beam antenna for space-based ADS-B[C]//2013 IEEE International Symposium on Phased Array Systems and Technology. Piscataway: IEEE Press, 2013: 227-231.
|
| [60] |
BUDROWEIT J, JAKSCH M P, DELOVSKI T. Design of a multi-channel ADS-B receiver for small satellite-based aircraft surveillance[C]//2019 IEEE Radio and Wireless Symposium. Piscataway: IEEE Press, 2019: 1-4.
|
| [61] |
YU S Q, CHEN L H, LI S T, et al. Adaptive multi-beamforming for space-based ADS-B[J]. Journal of Navigation, 2019, 72(2): 359-374. doi: 10.1017/S0373463318000735
|
| [62] |
YU S Q, CHEN L H, FAN C G, et al. Integrated antenna and receiver system with self-calibrating digital beamforming for space-based ADS-B[J]. Acta Astronautica, 2020, 170: 480-486. doi: 10.1016/j.actaastro.2020.02.001
|
| [63] |
AMIN S, CLARK T, OFFUTT R, et al. Design of a cyber security framework for ADS-B based surveillance systems[C]//2014 Systems and Information Engineering Design Symposium (SIEDS). Piscataway: IEEE Press, 2014: 304-309.
|
| [64] |
KACEM T, WIJESEKERA D, COSTA P, et al. Key distribution mechanism in secure ADS-B networks[C]//2015 Integrated Communication, Navigation and Surveillance Conference (ICNS). Piscataway: IEEE Press, 2015: 1-3.
|
| [65] |
GHOSE N, LAZOS L. Verifying ADS-B navigation information through Doppler shift measurements[C]//2015 IEEE/AIAA 34th Digital Avionics Systems Conference (DASC). Piscataway: IEEE Press, 2015: 2A-4A.
|
| [66] |
KIM Y, JO J Y, LEE S. A secure location verification method for ADS-B[C]//2016 IEEE/AIAA 35th Digital Avionics Systems Conference (DASC). Piscataway: IEEE Press, 2016: 1-10.
|
| [67] |
NAGANAWA J, TAJIMA H, MIYAZAKI H, et al. ADS-B anti-spoofing performance of monopulse technique with sector antennas[C]//2017 IEEE Conference on Antenna Measurements & Applications. Piscataway: IEEE Press, 2017: 87-90.
|
| [68] |
HABLER E, SHABTAI A. Using LSTM encoder-decoder algorithm for detecting anomalous ADS-B messages[J]. Computers & Security, 2018, 78: 155-173.
|
| [69] |
YING X H, MAZER J, BERNIERI G, et al. Detecting ADS-B spoofing attacks using deep neural networks[C]//2019 IEEE Conference on Communications and Network Security. Piscataway: IEEE Press, 2019: 187-195.
|
| [70] |
吕宗平, 倪育德, 陈君, 等. 基于GNSS完好性的ADS-B防欺骗[J]. 雷达科学与技术, 2018, 16(4): 359-365. doi: 10.3969/j.issn.1672-2337.2018.04.002
LYU Z P, NI Y D, CHEN J, et al. Anti-spoofing for ADS-B based on GNSS integrity[J]. Radar Science and Technology, 2018, 16(4): 359-365(in Chinese). doi: 10.3969/j.issn.1672-2337.2018.04.002
|
| [71] |
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.
|
| [72] |
吴庆. 基于深度学习的ADS-B欺骗式干扰检测[D]. 天津: 中国民航大学, 2020: 1-48.
WU Q. ADS-B spoofing detection based on deep learning[D]. Tianjin: Civil Aviation University of China, 2020: 1-48(in Chinese).
|
| [73] |
NGUYEN T H, TSAFNAT N, CETIN E, et al. Low-Earth orbit satellite constellation for ADS-B based in-flight aircraft tracking[J]. Advances in Aircraft and Spacecraft Science, 2015, 2(1): 95-108. doi: 10.12989/aas.2015.2.1.095
|
| [74] |
NAG S, RIOS J L, GERHARDT D, et al. CubeSat constellation design for air traffic monitoring[J]. Acta Astronautica, 2016, 128: 180-193. doi: 10.1016/j.actaastro.2016.07.010
|
| [75] |
CHEN C C, LIU Z Q, FAN W, et al. Design and application analysis of the global coverage satellite system for space aeronautics ATM information collection[C]//Space Information Networks, 2017, 688: 266-273.
|
| [76] |
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.
|
| [77] |
GUO J M, YANG L, CHEN Q, et al. Design of a low earth orbit satellite constellation network for air traffic surveillance[J]. Journal of Navigation, 2020, 73(6): 1263-1283.
|
| [78] |
DE WECK O L, DE NEUFVILLE R, CHAIZE M. Staged deployment of communications satellite constellations in low earth orbit[J]. Journal of Aerospace Computing, Information, and Communication, 2004, 1(3): 119-136.
|
| [79] |
LEE H W, JAKOB P C, HO K, et al. Optimization of satellite constellation deployment strategy considering uncertain areas of interest[J]. Acta Astronautica, 2018, 153: 213-228.
|
| [80] |
MOHORČIČ M, WERNER M, ŠVIGELJ A, et al. Alternate link routing for traffic engineering in packet-oriented ISL networks[J]. International Journal of Satellite Communications, 2001, 19(5): 463-480.
|
| [81] |
BAI J J, LU X C, LU Z X, et al. Compact explicit multi-path routing for LEO satellite networks[C]//2005 Workshop on High Performance Switching and Routing. Piscataway: IEEE Press, 2005: 386-390.
|
| [82] |
HUSSEIN M, ABU-ISSA A, ELAYYAN I. Location-aware load balancing routing protocol for LEO satellite networks[C]//2018 International Conference on Advanced Communication Technologies and Networking (CommNet). Piscataway: IEEE Press, 2018: 1-7.
|
| [83] |
TALEB T, MASHIMO D, JAMALIPOUR A, et al. SAT04-3: ELB: An explicit load balancing routing protocol for multi-hop NGEO satellite constellations[C]//IEEE Globecom 2006. Piscataway: IEEE Press, 2006: 1-5.
|
| [84] |
DONG C Y, XU X, LIU A J, et al. Research on new methods of LEO satellite networks routing[C]//2019 6th International Conference on Information Science and Control Engineering (ICISCE). Piscataway: IEEE Press, 2019: 495-499.
|
| [85] |
叶红军, 刘亮, 贾诗雨. 星空地一体化航空安全监控体制设计[J]. 无线电工程, 2019, 49(9): 801-806. https://www.cnki.com.cn/Article/CJFDTOTAL-WXDG201909010.htm
YE H J, LIU L, JIA S Y. Design on satellite-air-ground integrated aviation safety monitoring system[J]. Radio Engineering, 2019, 49(9): 801-806(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-WXDG201909010.htm
|
| [86] |
郑晓冬, 顾青涛, 鲍亚川, 等. 低轨航空安全监视星座路由规划算法设计与仿真[J]. 无线电通信技术, 2019, 45(3): 253-257. https://www.cnki.com.cn/Article/CJFDTOTAL-WXDT201903010.htm
ZHENG X D, GU Q T, BAO Y C, et al. Design and simulation of low-orbit aviation surveillance constellation route algorithm[J]. Radio Communications Technology, 2019, 45(3): 253-257(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-WXDT201903010.htm
|
| [87] |
SCHÄFER M, STROHMEIER M, LENDERS V, et al. Bringing up OpenSky: A large-scale ADS-B sensor network for research[C]//Proceedings of the 13th International Symposium on Information Processing in Sensor Networks. Piscataway: IEEE Press, 2014: 83-94.
|
| [88] |
VAN DER PRYT R, VINCENT R. A simulation of signal collisions over the North Atlantic for a spaceborne ADS-B receiver using aloha protocol[J]. Positioning, 2015, 6(3): 23-31.
|
| [89] |
GARCIA M A, STAFFORD J, MINNIX J, et al. Aireon space based ADS-B performance model[C]//2015 Integrated Communication, Navigation and Surveillance Conference (ICNS). Piscataway: IEEE Press, 2015: C1-C2.
|
| [90] |
钟建华, 刘卫东, 王冬冬, 等. ADS-B监视数据质量分析研究[J]. 西安航空学院学报, 2013, 31(3): 72-75. https://www.cnki.com.cn/Article/CJFDTOTAL-XHGZ201303023.htm
ZHONG J H, LIU W D, WANG D D, et al. Analysis on ADS-B surveillance data quality[J]. Journal of Xi'an Aeronautical University, 2013, 31(3): 72-75(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-XHGZ201303023.htm
|
| [91] |
于克非. 星基ADS-B系统监视性能可用性评估[D]. 天津: 中国民航大学, 2018: 1-54.
YU K F. Availability evaluation of surveillance performance on space-based ADS-B[D]. Tianjin: Civil Aviation University of China, 2018: 1-54(in Chinese).
|
| [92] |
赵嶷飞, 于克非. 星基广播式自动相关监视系统监视数据空中位置信息质量分析[J]. 科学技术与工程, 2018, 18(14): 279-284. https://www.cnki.com.cn/Article/CJFDTOTAL-KXJS201814050.htm
ZHAO Y F, YU K F. Quality analysis of air position on space-based automatic dependent surveillance broadcast surveillance data[J]. Science Technology and Engineering, 2018, 18(14): 279-284(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-KXJS201814050.htm
|
| [93] |
王运帷. 陆基与星基ADS-B系统数据质量研究[D]. 天津: 中国民航大学, 2018: 1-92.
WANG Y W. Research of land-based and space-based ADS-B system data quaility[D]. Tianjin: Civil Aviation University of China, 2018: 1-92(in Chinese).
|
| [94] |
张学军, 李雪缘, 王子润. 一种适用于高灵敏度星载ADS-B接收机的信号处理方法: CN111884981B[P]. 2021-05-18.
ZHANG X J, LI X Y, WANG Z R. Signal processing method suitable for high-sensitivity satellite-borne ADS-B receiver: CN111884981B[P]. 2021-05-18(in Chinese).
|
| [95] |
FENG T, LIANG J. Parameter estimation of weak space-based ADS-B signals using genetic algorithm[J]. ETRI Journal, 2021, 43(2): 324-331.
|
| [96] |
冯涛, 梁俊. 基于反演策略的星基ADS-B信号译码方法[J]. 电子科技大学学报, 2020, 49(1): 64-70. https://www.cnki.com.cn/Article/CJFDTOTAL-DKDX202001011.htm
FENG T, LIANG J. Space-based ADS-B signal decoding by inversion method[J]. Journal of University of Electronic Science and Technology of China, 2020, 49(1): 64-70(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-DKDX202001011.htm
|
| [97] |
张学军, 简鑫慧, 黄如. 适用于星基ADS-B的低置信度矩阵可靠提取方法和检错纠错高性能方法: CN111865332A[P]. 2021-07-27.
ZHANG X J, JIAN X H, HUANG R. Reliable low confidence matrix extraction method and high performance method of error detection and correction for space-based ADS-B: CN111865332A[P]. 2021-07-27(in Chinese).
|
| [98] |
张学军, 王子润, 简鑫慧. 基于FPGA的星载ADS-B接收机的信号处理模块: CN112039578B[P]. 2021-05-04.
ZHANG X J, WANG Z R, JIAN X H. Signal processing module of satellite ADS-B receiver based on FPGA: CN112039578B[P]. 2021-05-04(in Chinese).
|
| [99] |
LIU K, ZHANG T, DING Y. Blind signal separation algorithm for space-based ADS-B[C]//Proceedings of the 2016 International Conference on Mechatronics Engineering and Information Technology. Paris: Atlantis Press, 2016: 214-220.
|
| [100] |
张涛, 丁洋, 刘雪飞. 信号碰撞分离方法和装置: CN107276937B[P]. 2020-02-18.
ZHANG T, DING Y, LIU X F. Signal collision separation method and apparatus: CN107276937B[P]. 2020-02-18(in Chinese).
|
| [101] |
李家蓬, 刘志刚, 安强, 等. 一种基于单通道ADS-B地面站的防欺骗综合解决方法: CN111142126B[P]. 2022-03-01.
LI J P, LIU Z G, AN Q, et al. Anti-spoofing comprehensive solution based on single-channel ADS-B ground station: CN111142126B[P]. 2022-03-01(in Chinese).
|
| [102] |
李家蓬, 安强, 付磊, 等. 一种基于四通道ADS-B地面站的防欺骗解决方法: CN110988865B[P]. 2021-08-10.
LI J P, AN Q, FU L, et al. Anti-spoofing solution based on four-channel ADS-B ground station: CN110988865B[P]. 2021-08-10(in Chinese).
|
| [103] |
安强, 李家蓬, 黄枭, 等. 基于信号TDOA计算的星基ADS-B目标验证[C]//中国航空学会航空电子与空中交通管理学术会议(CCATM2021)暨航电与空管分会2021年学术年会, 2021.
AN Q, LI J P, HUANG X, et al. Satellite-based ADS-B target verification based on signal TDOA calculation[C]//Proceedings of the China Aviation Society Avionics and Air Traffic Management Conference (CCATM2021) and the 2021 Annual Academic Conference of the Avionics and ATC Branch, 2021(in Chinese).
|
| [104] |
张涛, 张丽鑫, 范伟强. 基于星基ADS-B报文卫星网络的局部多径路由方法和装置: CN107241268A[P]. 2020-05-12.
ZHANG T, ZHANG L X, FAN W Q. Method and apparatus for local multipath routing based on space-based ADS-B messaging satellite network: CN107241268A[P]. 2020-05-12(in Chinese).
|
| [105] |
张涛, 曹思源, 龚思龙. 一种低轨道卫星网络拥塞控制方法及装置: CN110958640B[P]. 2021-07-20.
ZHANG T, CAO S Y, GONG S L. Low-orbit satellite network congestion control method and device: CN110958640B[P]. 2021-07-20(in Chinese).
|
| [106] |
范伟强. 空事卫星星上路由技术[D]. 北京: 北京航空航天大学, 2019: 1-57.
FAN W Q. Research on low orbit satellite routing technology[D]. Beijing: Beihang University, 2019: 1-57(in Chinese).
|
| [107] |
WANG Y C, ZHANG X J, ZHANG T. A flooding-based routing algorithm for ADS-B packets transmission in LEO satellite network[C]//2019 Integrated Communications, Navigation and Surveillance Conference (ICNS). Piscataway: IEEE Press, 2019: 1-9.
|
| [108] |
刘海涛, 王松林, 秦定本, 等. 星基ADS-B接收机监视容量分析[J]. 航空学报, 2018, 39(5): 182-189. https://www.cnki.com.cn/Article/CJFDTOTAL-HKXB201805017.htm
LIU H T, WANG S L, QIN D B, et al. Performance analysis of surveillance capacity of satellite-based ADS-B receiver[J]. Acta Aeronautica et Astronautica Sinica, 2018, 39(5): 182-189(in Chinese). https://www.cnki.com.cn/Article/CJFDTOTAL-HKXB201805017.htm
|
| [109] |
李少洋. 星基ADS-B监视性能仿真研究[D]. 天津: 中国民航大学, 2020: 1-61.
LI S Y. Simulation study of satellite-based ADS-B surveillance performance[D]. Tianjin: Civil Aviation University of China, 2020: 1-61(in Chinese).
|
| [110] |
张学军, 李雪缘. 所需监视性能可用性评估方法: CN111754817B[P]. 2021-06-01.
ZHANG X J, LI X Y. Required monitoring performance availability evaluation method: CN111754817B[P]. 2021-06-01(in Chinese).
|
| [111] |
张学军, 简鑫慧. 监视性能评估指标形成方法: CN111785095B[P]. 2021-06-01.
ZHANG X J, JIAN X H. Monitoring performance index evaluation method: CN111785095B[P]. 2021-06-01(in Chinese).
|
| [112] |
李雪缘, 张学军, 杨宁. 北航空事卫星一号监视应用分析[C]//中国航空学会航空电子与空中交通管理学术会议(CCATM2021)暨航电与空管分会2021年学术年会, 2021.
LI X Y, ZHANG X J, YANG N. Analysis of Beihang aviation satellite-1 surveillance applications[C]//Proceedings of the China Aviation Society Avionics and Air Traffic Management Conference (CCATM2021) and the 2021 Annual Academic Conference of the Avionics and ATC Branch, 2021(in Chinese).
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