Robust Set-Membership Filtering Techniques on GPS Sensor Jamming Mitigation

The global positioning system (GPS) is a satellite-based navigation sensor that supplies the consumer/military users with the proper equipment access to accurate positioning and timing information anywhere in the world. Interference has a significant influence on the acquisition and tracking of satellite signals from a GPS sensor. An adaptive BEACON filter based on optimal bounding ellipsoid (OBE) criterion is proposed for GPS interference mitigation applications. The OBE algorithm that provides the low computational efficiency and highly selective update mechanism is adopted to adjust the weights and thereby track swiftly the stationary and non-stationary frequency modulation (FM) waveforms. According to the GPS signal specification, a time-varying error bound mechanism is derived and incorporated into the BEACON method. The remarkable properties of the proposed BEACON canceller are their rapider convergence rate and favorable lower complexity burden. Simulation results demonstrate that its SNR improvement factor exceeds the factors of conventional NLMS, SM-NLMS, and SM-APA filters under the single-tone CWI, multi-tone CWI, pulse CWI, and FM jamming environments, respectively.

[1]  Søren Holdt Jensen,et al.  A Software-Defined GPS and Galileo Receiver , 2007 .

[2]  Yang Xiao-bo.  An Improved GPS Receiver Anti-jammer Algorithm Based on Space-time Adaptive Processing , 2012, 2012 International Conference on Computer Distributed Control and Intelligent Environmental Monitoring.

[3]  P. T. Capozza,et al.  A single-chip narrow-band frequency-domain excisor for a Global Positioning System (GPS) receiver , 1999 .

[4]  Rodrigo C. de Lamare,et al.  Set-Membership Adaptive Algorithms Based on Time-Varying Error Bounds for CDMA Interference Suppression , 2009, IEEE Transactions on Vehicular Technology.

[5]  Ying-Ren Chien,et al.  Design of GPS Anti-Jamming Systems Using Adaptive Notch Filters , 2015, IEEE Systems Journal.

[6]  Stefan Werner,et al.  Set-membership binormalized data-reusing LMS algorithms , 2003, IEEE Trans. Signal Process..

[7]  J. Deller.  Set membership identification in digital signal processing , 1989, IEEE ASSP Magazine.

[8]  Renbiao Wu,et al.  Global positioning system anti-jamming algorithm based on period repetitive CLEAN , 2013 .

[9]  Paulo S. R. Diniz,et al.  Adaptive Filtering: Algorithms and Practical Implementation , 1997 .

[10]  J.J. Shynk,et al.  Multicomponent receiver architectures for GPS interference suppression , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[11]  Mohammad Reza Mosavi,et al.  A fast and accurate anti-jamming system based on wavelet packet transform for GPS receivers , 2017, GPS Solutions.

[12]  Mario M. Casabona,et al.  Discussion of GPS Anti-Jam Technology , 1999, GPS Solutions.

[13]  Yimin Zhang,et al.  Anti-Jamming GPS Receiver With Reduced Phase Distortions , 2012, IEEE Signal Processing Letters.

[14]  Nicola Valdambrini,et al.  gLab a fully software tool to generate, process and analyze GNSS signals , 2010, 2010 5th ESA Workshop on Satellite Navigation Technologies and European Workshop on GNSS Signals and Signal Processing (NAVITEC).

[15]  Liang Li,et al.  Nonlinear adaptive prediction of nonstationary signals , 1995, IEEE Trans. Signal Process..

[16]  Elliott D. Kaplan.  Understanding GPS : principles and applications , 1996 .

[17]  Dongkai Yang,et al.  An Improved Time-Frequency Analysis Method in Interference Detection for GNSS Receivers , 2015, Sensors.

[18]  Paulo S. R. Diniz,et al.  On the steady-state MSE performance of the set-membership NLMS algorithm , 2010, 2010 7th International Symposium on Wireless Communication Systems.

[19]  Moeness G. Amin,et al.  Performance Analysis of GPS Receivers in Non-Gaussian Noise Incorporating Precorrelation Filter and Sampling Rate , 2008, IEEE Transactions on Signal Processing.

[20]  Yih-Fang Huang,et al.  Set-membership adaptive filtering with parameter-dependent error bound tuning , 2005, Proceedings. (ICASSP '05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005..

[21]  Andrew G. Dempster,et al.  Delayed PIC for Postcorrelation Mitigation of Continuous Wave and Multiple Access Interference in GPS Receivers , 2011, IEEE Transactions on Aerospace and Electronic Systems.

[22]  Vahid Mehrdad,et al.  A FAMILY OF SET-MEMBERSHIP AFFINE PROJECTION ADAPTIVE FILTER ALGORITHMS , 2011 .

[23]  R.A. Iltis,et al.  STAP for GPS receiver synchronization , 2004, IEEE Transactions on Aerospace and Electronic Systems.

[24]  H. Vincent Poor,et al.  Narrowband interference suppression in CDMA spread spectrum communications , 1994, IEEE Trans. Commun..

[25]  Michael S. Braasch,et al.  GPS receiver architectures and measurements , 1999, Proc. IEEE.

[26]  Surendran K. Shanmugam.  Narrowband Interference Suppression Performance of Multi-Correlation Differential Detection , 2007 .

[27]  Mohsen Abedi,et al.  New GPS anti-jamming system based on multiple short-time Fourier transform , 2016 .

[28]  Jay R. Sklar.  Interference Mitigation Approaches for the Global Positioning System , 2003 .

[29]  Yih-Fang Huang,et al.  BEACON: an adaptive set-membership filtering technique with sparse updates , 1999, IEEE Trans. Signal Process..