OpenSky Report 2018: Assessing the Integrity of Crowdsourced Mode S and ADS-B Data

Matthias Schäfer, Martin Strohmeicr, Matthew Smith, Markus Fuchs, Vincent Lenders, I. Martinovic
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引用次数: 21

Abstract

Air traffic tracking platforms such as the OpenSky Network use crowdsourcing to track air traffic world wide. While crowdsourcing allows for unprecedented coverage, it comes with challenges concerning the integrity of the data. More specifically, by delegating the data collection task to a mostly unknown group of individuals, the network becomes vulnerable to data integrity breaches by inexperienced or malicious actors. Users might - intentionally or not - send faulty or fake data to the tracker and in this way threaten the integrity of the information provided by the network. In this paper, we provide unique insights into the data integrity challenges we faced during 6 years of operating the OpenSky Network. We analyze the different types of integrity breaches and discuss methods to detect and filter faulty data.
OpenSky报告2018:评估众包模式S和ADS-B数据的完整性
空中交通跟踪平台,如开放天空网络,使用众包来跟踪世界范围内的空中交通。虽然众包带来了前所未有的覆盖范围,但它也带来了数据完整性方面的挑战。更具体地说,通过将数据收集任务委托给一组基本未知的个人,网络变得容易受到缺乏经验或恶意行为者破坏数据完整性的攻击。用户可能有意或无意地向跟踪器发送错误或虚假的数据,从而威胁到网络提供的信息的完整性。在这篇论文中,我们提供了关于我们在运营OpenSky网络的6年中所面临的数据完整性挑战的独特见解。我们分析了不同类型的完整性破坏,并讨论了检测和过滤错误数据的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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