Research on Spoofing Detection of GNSS/INS Tightly Coupled System Based on Skewness Test

Fang Xie, Honglei Lin, Jing Yu, Weihua Mou
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Abstract

When GNSS is subjected to spoofing interference, the positioning errors of GNSS/INS integrated navigation system will increase, so it is necessary to study the effective algorithm of detecting GNSS spoofing interference. Existing spoofing detection algorithms, such as snapshot and sequential, can effectively detect some types of spoofing, but their performance in detecting slowly varying spoofing is not ideal. To address this issue, this paper proposes a spoofing detection algorithm based on skewness test. Firstly, this paper established GNSS spoofing model, and obtained the statistical characteristics that the innovation sequence no longer obeys normal distribution under spoofing interference. Based on this, the skewness of the innovation sequence is used to construct test statistics for spoofing detection. Monte Carlo simulations verify the correctness of theoretical analysis, which show that compared with sequential algorithms, the spoofing detection algorithm based on skewness test has prominent advantages of rapid detection and high detection probability, especially when detecting the slowly varying spoofing. This is of great significance for ensuring the reliability of the integrated navigation system positioning.
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基于偏度测试的GNSS/INS紧耦合系统欺骗检测研究
当GNSS受到欺骗干扰时,GNSS/INS组合导航系统的定位误差会增大,因此有必要研究检测GNSS欺骗干扰的有效算法。现有的欺骗检测算法,如快照和顺序,可以有效地检测某些类型的欺骗,但它们在检测缓慢变化的欺骗时的性能并不理想。针对这一问题,本文提出了一种基于偏度测试的欺骗检测算法。首先,建立了GNSS欺骗干扰模型,得到了欺骗干扰下创新序列不再服从正态分布的统计特征;在此基础上,利用创新序列的偏度构造欺骗检测的测试统计量。蒙特卡罗仿真验证了理论分析的正确性,结果表明,与序列算法相比,基于偏度测试的欺骗干扰检测算法具有检测速度快、检测概率高的突出优点,特别是在检测变化缓慢的欺骗干扰时。这对于保证组合导航系统定位的可靠性具有重要意义。
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