Abstract
Satellite navigation suffers from performance degradation in the presence of narrowband interference. We present a Global Positioning System(GPS) receiver anti-jamming algorithm based on the neural network. The method combines the adaptive notch filter with the Back Propagation(BP) neural network. We first use the two order lattice infinite impulse response adaptive notch filter to eliminate-out-of-band jamming, then use the BP neural network predictor to estimate and cancel jamming. We analyze three aspects of algorithm performance which include acquired satellite numbers, signal-to-noise improvements and iteration numbers. Simulation results show that the method can effectively suppress narrowband interference and has a better anti-jamming capacity and a faster convergence speed.
Original language | English |
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Pages (from-to) | 116-121 |
Number of pages | 6 |
Journal | Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University |
Volume | 44 |
Issue number | 6 |
DOIs | |
State | Published - 20 Dec 2017 |
Keywords
- Adaptive notch filter(ANF)
- Global positioning system
- Interference suppression
- Jamming
- Neural networks