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Spoofing Detection by Distortion of the Correlation Function

机译:相关函数失真的欺骗检测

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Open service GNSS signals are vulnerable to a spoofing attack where counterfeit signals are transmitted to deliberately mislead a user receiver. When the spoofer tries to capture the receiver's tracking loops or pull them away from the genuine signals the correlation function becomes distorted or multiple correlation peaks are present. This effect is utilised by a special class of GNSS receiver which uses block processing with FFT correlators on each satellite tracking channel. The Airbus Multiple Tracking Locked Loop (MTLL) receiver is such a receiver and has the full 2D delay-Doppler correlation function available. To detect a spoofing attack, this paper proposes a method of decomposing the correlation function to estimate the parameters of the radio propagation channel experienced by a GNSS satellite signal. Once the channel parameters have been established, a maximum likelihood ratio test is performed to identify anomalous channel conditions and raise a spoofing alarm. The method has been tested against the simulations of representative scenarios. In addition the University of Texas Spoofing Battery data sets and data from a live signal testing have been included. From the test results, an evaluation is made of the false alarm and missed detection probabilities along with the time to alert. This allows conclusions to be drawn about the potential of the proposed method as an anti-spoofing countermeasure in safety-critical GNSS applications.
机译:开放式服务GNSS信号容易受到欺骗攻击,在这种欺骗攻击中,伪造的信号会被发送以故意误导用户接收器。当欺骗者试图捕获接收机的跟踪环路或将其从真实信号中拉开时,相关函数会失真或存在多个相关峰值。特殊类型的GNSS接收器利用了这种效果,该类接收器在每个卫星跟踪信道上使用带有FFT相关器的块处理。空客多跟踪锁定环(MTLL)接收器就是这种接收器,并具有完整的2D延迟-多普勒相关功能。为了检测欺骗攻击,本文提出了一种分解相关函数的方法,以估计GNSS卫星信号所经历的无线电传播信道的参数。一旦建立了信道参数,就执行最大似然比测试以识别异常信道状况并发出欺骗警报。该方法已针对代表性场景的仿真进行了测试。此外,还包括德克萨斯大学欺骗电池数据集和实时信号测试数据。根据测试结果,将对虚假警报和错过的检测概率以及警报时间进行评估。这样就可以得出结论,认为该方法在安全关键的GNSS应用中作为反欺骗对策的潜力。

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