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2021 | OriginalPaper | Chapter

Spatial Reciprocity Aided CSI Acquirement for HST Massive MIMO

Authors : Kaihang Zheng, Yinglei Teng, An Liu, Mei Song

Published in: Human Centered Computing

Publisher: Springer International Publishing

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Abstract

This paper proposes a channel estimation scheme for large-scale multiple-input multiple-output (MIMO) systems in high-speed train (HST) scenarios. On the premise that the priori velocity is accurate, we introduce fuzzy prior spatial knowledge and design a sparse received signal model with dynamic grids. After reconstructing the channel estimation into a sparse Bayesian learning (SBL) parameter estimation problem, the maximization-minimization (MM) algorithm is adopted to solve the problem, and a fast searching algorithm based on significant gradient is proposed to solve the multi-peak optimization problem of the surrogate function. Finally, the simulation verifies that the scheme can converge quickly and has accurate estimation results.

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Literature
1.
Ren, X., Chen, W., Tao, M.: Position-based compressed channel estimation and pilot design for high-mobility OFDM systems. IEEE Trans. Veh. Technol. 64(5), 1918–1929 (2014)CrossRef
2.
Guo, W., Zhang, W., Mu, P., Gao, F.: High-mobility OFDM downlink transmission with large-scale antenna array. IEEE Trans. Veh. Technol. 66(9), 8600–8604 (2017)CrossRef
3.
Guo, W., Zhang, W., Mu, P., Gao, F., Lin, H.: High-mobility wideband massive MIMO communications: doppler compensation, analysis and scaling law. IEEE Transactions on Wireless Communications (2019)
4.
Fan, D., Zhong, Z., Wang, G., Gao, F.: Doppler shift estimation for high-speed railway wireless communication systems with large-scale linear antennas. In: 2015 International Workshop on High Mobility Wireless Communications (HMWC), pp. 96–100. IEEE (2015)
5.
Hou, Z., Zhou, Y., Tian, L., Shi, J., Li, Y., Vucetic, B.: Radio environment mapaided doppler shift estimation in LTE railway. IEEE Trans. Veh. Technol. 66(5), 4462–4467 (2016)CrossRef
6.
He, R., Zhong, Z., Ai, B., Wang, G., Ding, J., Molisch, A.F.: Measurements and analysis of propagation channels in high-speed railway viaducts. IEEE Trans. Wireless Commun. 12(2), 794–805 (2012)CrossRef
7.
Li, T., Wang, X., Fan, P., Riihonen, T.: Position-aided large-scale MIMO channel estimation for high-speed railway communication systems. IEEE Trans. Veh. Technol. 66(10), 8964–8978 (2017)CrossRef
8.
Garcia, N., Wymeersch, H., Stro¨m, E.G., Slock, D.: Location-aided mm-wave channel estimation for vehicular communication. In: 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), pp. 1–5. IEEE (2016)
9.
Zhang, C., Zhang, J., Huang, Y., Yang, L.: Location-aided channel tracking and downlink transmission for HST massive MIMO systems. IET Commun. 11(13), 2082–2088 (2017)CrossRef
10.
Gong, Z., Jiang, F., Li, C.: Angle domain channel tracking with large antenna array for high mobility V2I millimeter wave communications. IEEE J. Selected Topics Signal Process. 13(5), 1077–1089 (2019)CrossRef
11.
Liu, G., Liu, A., Zhang, R., Zhao, M.-J.: Angular-Domain Selective Channel Tracking and Doppler Compensation for High-Mobility mmWave Massive MIMO, arXiv preprint arXiv:​1911.​08683 (2019)
12.
Han, Y., Liu, Q., Wen, C.-K., Matthaiou, M., Ma, X.: Tracking fdd massive mimo downlink channels by exploiting delay and angular reciprocity. IEEE J. Sel. Topics Signal Process. 13(5), 1062–1076 (2019)CrossRef
13.
Hugl, K., Kalliola, K., Laurila, J.: Spatial reciprocity of uplink and downlink radio channels in FDD systems. In: Proceedings of the COST, vol. 273, no. 2. Citeseer, p. 066 (2002)
14.
Dempster, A.P., Laird, N.M., Rubin, D.B.: Maximum likelihood from incomplete data via the em algorithm. J. Roy. Stat. Soc.: Ser. B (Methodol.) 39(1), 1–22 (1977)MathSciNetMATH
Metadata
Title
Spatial Reciprocity Aided CSI Acquirement for HST Massive MIMO
Authors
Kaihang Zheng
Yinglei Teng
An Liu
Mei Song
Copyright Year
2021
Book
Human Centered Computing

Print ISBN: 978-3-030-70625-8

Electronic ISBN: 978-3-030-70626-5

Copyright Year: 2021

DOI
https://doi.org/10.1007/978-3-030-70626-5_4

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