Abstract
In this paper, we address the problem of interference cancellation in global positioning system (GPS) receiver using an adaptive reduced-rank space-time adaptive processing (STAP) interference suppression method based on multistage nested Wiener filter (MSNWF). This improved adaptive reduced-rank method is based on the improved Gerschgorin radii algorithm. First, the cross-correlations between the desired signals of the adjacent stages of MSNWF are directly used to calculate the Gerschgorin radii instead of employing the eigenvalue decomposition of the covariance matrix. Then, a heuristic decision rule based on Gerschgorin disk estimator (GDE) is employed to estimate the rank of interference subspace. Thus optimal rank can be adaptively selected without increasing the computation. Analysis and results of the experiment show that the proposed method further reduces the computation of STAP and enhances its real-time property with the interference suppression performance unaffected.
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References
Misra P, Enge P. Global Positioning System, Signals, Measurements and Performance. Lincoln, MA: Ganga Jumuna Press, 2006
Sahmoudi M, Amin M G. Robust tracking of weak GPS signals in multipath and jamming environments. Signal Process, 2009, 89: 1320–1333
Wang R, Yao M L, Cheng Z, et al. Interference cancellation in GPS receiver using noise subspace tracking algorithm. Signal Process, 2011, 91: 338–343
Capozza P T, Holland B J, Hopkinson T M, et al. A single-chip narrow-band frequency-domain excisor for a global positioning system (GPS) receiver. IEEE J Solid-State Circuit, 2000, 35: 401–411
Fante R L, Vaccaro J J. Wideband cancellation of interference in a GPS receive array. IEEE Trans Aerosp Electron Syst, 2000, 36: 549–564
Kim S, Iltis R A. GPS C/A code tracking with adaptive beamforming and jammering. In: Proceedings of 36th Asilomar Conference on Signals, Systems and Computers, 2002. 2: 975–979
Seung-Jun K, Iltis R A. STAP for GPS receiver synchronization. IEEE Trans Aerosp Electron Syst, 2004, 40: 132–144
Goldstein J S, Reed I S. Reduced-rank adaptive filtering. IEEE Trans Signal Process, 1997, 45: 492–496
Goldstein J S, Reed I S, Scharf L L. A multistage representation of the Wiener filter based on orthogonal projections. IEEE Trans Inf Theory, 1998, 44: 2943–2959
Honig M L, Goldstein J S. Adaptive reduced-rank interference suppression based on the multistage Wiener filter. IEEE Trans Commun, 2002, 50: 986–994
Honig M L, Xiao W. Performance of reduced-rank linear interference suppression. IEEE Trans Inf Theory, 2001, 47: 1928–1946
Guerci J R, Goldstein J S, Reed I S. Optimal and adaptive reduced-rank STAP. IEEE Trans Aerosp Electron Syst, 2000, 36: 647–663
Goldstein J S, Reed I S. Subspace selection for partially adaptive sensor array processing. IEEE Trans Aerosp Electron Syst, 1997, 33: 539–544
Ricks D C, Goldstein J S. Efficient architectures for implementing adaptive algorithms. In: Proceedings of the 2000 Antenna Applications Symposium, Allerton Park, Monticello, Illinois, 2000. 29–41
Myrick WL, Zoltowski M D, Goldstein J S. Exploiting conjugate symmetry in power minimization based pre-processing for GPS: reduced complexity and smoothness. In: Proceedings of ICASSP, 2000. 5: 2833–2836
Myrick W L, Zoltowski M D, Goldstein J S. Anti-jam space-time preprocessor for GPS based on multistage nested Wiener filter. In: Proceedings of MILCOM, 1999. 1: 675–681
Myrick WL, Zoltowski MD, Goldstein J S. Low-sample performance of reduced-rank power minimization based jammer suppression for GPS. In: Proceedings of the 6th IEEE International Symposium on Spread Spectrum Techniques and Applications, 2000. 1: 93–97
Myrick W L, Zoltowski M D, Goldstein J S. GPS jammer suppression with low-sample support using reduced-rank power minimization. In: Proceedings of the 10th IEEE Workshop on Statistical Signal and Array Processing, 2000. 514–518
Myrick W L, Goldstein J S, Zoltowski M D. Low complexity anti-jam space-time processing for GPS. In: Proceedings of ICASSP, 2001. 4: 2233–2236
Hsien-Tsai W. Source number estimators using Gerschgorin radii. In: Proceedings of the IEEE Region 10 Conference, 1999. 2: 1331–1334
Hsien-Tsai W, Jar-Ferr Y, Fwu-Kuen C. Source number estimators using transformed Gerschgorin radii. IEEE Trans Signal Process, 1995, 43: 1325–1333
Huang L, Long T, Mao E, et al. MMSE-based MDL method for robust estimation of number of sources without eigendecomposition. IEEE Trans Signal Process, 2009, 57: 4135–4142
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Gong, W., Sun, X. An improved reduced-rank STAP interference suppression method in design of GNSS receivers. Sci. China Inf. Sci. 55, 2329–2342 (2012). https://doi.org/10.1007/s11432-012-4656-x
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DOI: https://doi.org/10.1007/s11432-012-4656-x