Electronics Optics & Control, Volume. 30, Issue 10, 77(2023)

An ADS-B Spoofing Data Detection Method Based on TriLSTM-SVDD Model

WANG Peng1,2, DONG Fangzheng2, ZHANG Wei2, WANG Kenian1,2, and ZHAO Changxiao1,2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
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    References(7)

    [1] [1] WU Z J,SHANG T,GUO A X.Security issues in Auto-matic Dependent Surveillance-Broadcast (ADS-B):a survey[J].IEEE Access,2020,8:122147-122167.

    [2] [2] BLZQUEZ-GARCA A,CONDE A,MORI U,et al.A review on outlier/anomaly detection in time series data[J].ACM Computing Surveys,2021,54(3):1-33.

    [3] [3] 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.

    [7] [7] RTCA.RTCA DO-260B Minimum Operational Performance Standards (MOPS) for 1090 MHz extended squitter Automatic Dependent Surveillance-Broadcast (ADS-B) and Traffic Information Services-Broadcast (TIS-B)[S].Washington,D.C.:Radio Technical Commission for Aeronautics,2011.

    [8] [8] LI T Y,WANG B H,SHANG F T,et al.Threat model and construction strategy on ADS-B attack data[J].IET Information Security,2020,14(5):542-552.

    [9] [9] SCHFER M,STROHMEIER M,LENDERS V,et al.Bringing up OpenSky:a large-scale ADS-B sensor network for research[C]//The 13th International Symposium on Information Processing in Sensor Networks.Berlin:IEEE,2014:83-94.

    [10] [10] PERERA P,OZA P,PATEL V M.One-class classification:a survey[EB/OL].(2021-01-08)[2022-07-05].https://arxiv.org/pdf/2101.03064.pdf.

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    WANG Peng, DONG Fangzheng, ZHANG Wei, WANG Kenian, ZHAO Changxiao. An ADS-B Spoofing Data Detection Method Based on TriLSTM-SVDD Model[J]. Electronics Optics & Control, 2023, 30(10): 77

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    Paper Information

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    Received: Jul. 18, 2022

    Accepted: --

    Published Online: Dec. 5, 2023

    The Author Email:

    DOI:10.3969/j.issn.1671-637x.2023.10.013

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