We consider the problem of predicting the channel characteristics for the high-mobility users of the LTE communication system. An algorithm is proposed for predicting the channel coefficients on the basis of a parameterized autoregressive model whose parameters should be estimated using the superresolution methods of spectral analysis. Using numerical simulation and the system-level simulator, we estimate the efficiency of the proposed algorithm and compare it with the prediction algorithm on the basis of the autocorrelation approach and the Whittaker–Shannon interpolation formula. It is shown that the proposed algorithm allows one to achieve high accuracy of predicting the characteristics of the communication channel of the high-mobility users, which is comparable with the accuracy of estimating these characteristics for the users moving with low velocities.
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References
E. Dahlman, S. Parkvall, and J. Skold, 4G LTE/LTE-Advanced for Mobile Broadband, Academic Press, Cambridge (2011).
V.T. Ermolayev and A. G. Flaksman, Theoretical Fundamentals of Signal Processing in Wireless Communication Systems [in Russian], N. I. Lobachevsky State University of Nizhny Novgorod, Nizhny Novgorod (2011).
C. Chen and D.W. Lin, in: IEEE Int. Conf. on Acoustics, Speech, and Signal Processing (ICASSP), May 4–9, 2014,Florence, Italy, pp. 6484–6488. https://doi.org/https://doi.org/10.1109/ICASSP.2014.6854853
A. Heidari, D.McAvoy, and A.K.Khandani, in: 23rd Biennial Symp. on Communications, May 29–June 1, 2006, Kingston, Ontario, Canada, pp. 219–222. https://doi.org/https://doi.org/10.1109/BSC.2006.1644608
M.D. Ortiguera, C. J. C. Matos, and M. S. Piedade, Nonlin. Dyn., 29, 173–190 (2002). https://doi.org/https://doi.org/10.1023/A:1016522226184
3GPP TR 36.873 (V12.1.0): “Study on 3D channel model for LTE (Release 12)” (2015).
V. V. Kuptsov, O. A. Shmonin, S.N.Trushkov, and A. S. Mikhailova, in: Proc. XXVth Sci.-Tech. Conf. “Information Systems and Technologies–2019,” April 19, 2019, Nizhny Novgorod, Russia, pp. 42-47.
A. B. Sergienko, Digital Signal Processing [in Russian], Piter, St. Petersburg (2002).
J. G. Proakis, Digital Communications, Mc Graw-Hill, New York (1989).
V. V. Voevodin, Linear Algebra [in Russian], Nauka, Moscow (1974).
P. Stoica and R. Moses, Spectral Analysis of Signals, Prentice Hall, Upper Saddle River (2005).
V. I. Krivosheev, Modern Methods for Digital Signal Processing (Digital Spectral Analysis) [in Russian], N. I. Lobachevsky State University of Nizhny Novgorod, Nizhny Novgorod (2006).
R. Roy and T. Kailath, IEEE Trans. Acoust. Speech Sign. Process., 37, No. 7, 984–995. https://doi.org/https://doi.org/10.1109/29.32276
R. O. Schmidt, IEEE Trans. Antennas Propag., 34, 276–280 (1986). https://doi.org/https://doi.org/10.1109/TAP.1986.1143830
V.T. Ermolayev, A. G. Flaksman, F.V. Elokhin, and O. A. Shmonin, Radiophys. Quantum Electron., 61, No. 3, 232–241 (2018). https://doi.org/https://doi.org/10.1007/s11141-018-9884-5
L.C. Godara, Smart Antennas, CRC Press, Boca Raton (2004).
M. Wax and T. Kailath, IEEE Trans. Acoust. Speech Sign. Process., 33, 387–392 (1985). https://doi.org/https://doi.org/10.1109/TASSP.1985.1164557
A. N. Tikhonov and V.Ya. Arsenin, Solution of Ill-Posed Problems, Wiley, New York (1977).
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Translated from Izvestiya Vysshikh Uchebnykh Zavedenii, Radiofizika, Vol. 63, No. 4, pp. 344–355, April 2020.
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Kuptsov, V.V., Shmonin, O.A., Trushkov, S.N. et al. Parametric Algorithm for Predicting the Channel Characteristics for High-Mobility Users in the LTE Communication System. Radiophys Quantum El 63, 310–320 (2020). https://doi.org/10.1007/s11141-021-10055-1
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DOI: https://doi.org/10.1007/s11141-021-10055-1