Intelligent mitigation of GPS spoofing using the Kalman filter in the tracking loop based on multi-correlator

被引:0
|
作者
Daryan, N. Dabaghi [1 ]
Tohidi, S. [1 ]
Mosavi, M. R. [1 ]
机构
[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran 1684613114, Iran
基金
美国国家科学基金会;
关键词
GPS; tracking loop; multi-correlator; spoofing; mitigation; Kalman filter; WAVELET TRANSFORM; ACQUISITION;
D O I
10.1080/00396265.2024.2386866
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
In the last decade, spoofing attack has been known as the most dangerous intentional interference in Global Positioning System (GPS). This work suggested an algorithm that performs spoofing mitigation by utilising the Kalman filter. In particular, first, in the tracking stage multi-correlator structure is established and correlators output are investigated by using a Multi-Layer Perceptron Neural Network (MLP NN) in other to detect the spoofing attack, after that, the Kalman filter estimates the DLL discriminator output. The proposed method was verified using three different spoofing in which, the mitigation rate was 84.25%, 93.20% and 97.24%, respectively.
引用
收藏
页数:21
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