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2019 | OriginalPaper | Chapter

Channel Estimation for mmWave Massive MIMO via Phase Retrieval

Authors : Zhuolei Xiao, Yunyi Li, Guan Gui

Published in: Advanced Hybrid Information Processing

Publisher: Springer International Publishing

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Abstract

The research on channel estimation technology is a core technology for mmWave massive MIMO in 5G wireless communications. This paper proposed a greedy iterative phase retrieval algorithm for channel estimation from received signal strength (RSS) feedback which is common in wireless communication systems and is used to compensate for temporal channels. We consider a Modified Gauss-Newton (MGN) algorithm to approximate the square term of the system model as a linear problem at each iteration and it is embedded in the 2-opt framework for iteration to get the optimal estimation. Our algorithm does not need to modify the system, but only need RSS feedback for channel estimation. The simulation results show that the algorithm performs better than the traditional conventional algorithm.

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Literature
1.
go back to reference Rappaport, T.S., et al.: Millimeter wave mobile communications for 5G cellular: it will work! IEEE Access 1, 335–349 (2013)CrossRef Rappaport, T.S., et al.: Millimeter wave mobile communications for 5G cellular: it will work! IEEE Access 1, 335–349 (2013)CrossRef
2.
go back to reference Walk, P., Becker, H., Jung, P.: OFDM channel estimation via phase retrieval. In: Asilomar Conference on Signals Systems and Computers, pp. 1161–1168 (2015) Walk, P., Becker, H., Jung, P.: OFDM channel estimation via phase retrieval. In: Asilomar Conference on Signals Systems and Computers, pp. 1161–1168 (2015)
3.
go back to reference Qiu, T., Fu, X., Sidiropoulos, N.D., Palomar, D.P.: MISO channel estimation and tracking from received signal strength feedback. IEEE Trans. Signal Process. 66(7), 1691–1704 (2018)MathSciNetCrossRef Qiu, T., Fu, X., Sidiropoulos, N.D., Palomar, D.P.: MISO channel estimation and tracking from received signal strength feedback. IEEE Trans. Signal Process. 66(7), 1691–1704 (2018)MathSciNetCrossRef
4.
go back to reference Wang, S., Zhang, L., Jing, X.: Phase retrieval motivated nonlinear MIMO communication with magnitude measurements. IEEE Trans. Wirel. Commun. 16(8), 5452–5466 (2017)CrossRef Wang, S., Zhang, L., Jing, X.: Phase retrieval motivated nonlinear MIMO communication with magnitude measurements. IEEE Trans. Wirel. Commun. 16(8), 5452–5466 (2017)CrossRef
5.
go back to reference Wang, S., Li, Y., Wang, J.: Multiuser detection in massive MIMO with quantized phase-only measurements. In: Proceedings of the IEEE International Conference on Communications, pp. 4576–4581, June 2015 Wang, S., Li, Y., Wang, J.: Multiuser detection in massive MIMO with quantized phase-only measurements. In: Proceedings of the IEEE International Conference on Communications, pp. 4576–4581, June 2015
6.
go back to reference Candès, E.J., Strohmer, T., Voroninski, V.: PhaseLift: exact and stable signal recovery from magnitude measurements via convex programming. Commun. Pure Appl. Math. 66(8), 1241–1274 (2013)MathSciNetCrossRef Candès, E.J., Strohmer, T., Voroninski, V.: PhaseLift: exact and stable signal recovery from magnitude measurements via convex programming. Commun. Pure Appl. Math. 66(8), 1241–1274 (2013)MathSciNetCrossRef
7.
go back to reference Soltanolkotabi, M.: Algorithms and theory for clustering and nonconvex quadratic programming. Ph.D. thesis, Stanford University (2014) Soltanolkotabi, M.: Algorithms and theory for clustering and nonconvex quadratic programming. Ph.D. thesis, Stanford University (2014)
8.
go back to reference Chen, Y., Candès, E.J.: Solving random quadratic systems of equations is nearly as easy as solving linear systems. Commun. Pure Appl. Math. 70(5), 822–883 (2017)MathSciNetCrossRef Chen, Y., Candès, E.J.: Solving random quadratic systems of equations is nearly as easy as solving linear systems. Commun. Pure Appl. Math. 70(5), 822–883 (2017)MathSciNetCrossRef
9.
go back to reference Wang, G., Giannakis, G.B., Eldar, Y.C.: Solving systems of random quadratic equations via truncated amplitude flow. IEEE Trans. Inf. Theory 64(2), 773–794 (2018)MathSciNetCrossRef Wang, G., Giannakis, G.B., Eldar, Y.C.: Solving systems of random quadratic equations via truncated amplitude flow. IEEE Trans. Inf. Theory 64(2), 773–794 (2018)MathSciNetCrossRef
10.
go back to reference Karp, R.M., Sherman, G.: Optical Communications. Wiley Interscience, New York (1976) Karp, R.M., Sherman, G.: Optical Communications. Wiley Interscience, New York (1976)
11.
go back to reference Stojanovic, M., Proakis, J.G., Catipovic, J.A.: Phase-coherent digital communications for underwater acoustic channels. IEEE J. Ocean. Eng. 19(1), 100–111 (1994)CrossRef Stojanovic, M., Proakis, J.G., Catipovic, J.A.: Phase-coherent digital communications for underwater acoustic channels. IEEE J. Ocean. Eng. 19(1), 100–111 (1994)CrossRef
12.
go back to reference Bertsekas, D.P.: Nonlinear Programming. Athena Scientific, Nashua (1999)MATH Bertsekas, D.P.: Nonlinear Programming. Athena Scientific, Nashua (1999)MATH
13.
go back to reference Bjork, A.: Numerical Methods for Least Squares Problems. Society for Industrial Mathematics, Philadelphia (1996)CrossRef Bjork, A.: Numerical Methods for Least Squares Problems. Society for Industrial Mathematics, Philadelphia (1996)CrossRef
14.
go back to reference Papadimitriou, C.H., Steiglitz, K.: Combinatorial Optimization: Algorithms and Complexity. Dover, New York (1998)MATH Papadimitriou, C.H., Steiglitz, K.: Combinatorial Optimization: Algorithms and Complexity. Dover, New York (1998)MATH
15.
go back to reference Méndez-Rial, R., Rusu, C., Alkhateeb, A., González-Prelcic, N., Heath Jr., R.W.: Channel estimation and hybrid combining for mmWave: phase shifters or switches? In: Proceedings of Information Theory and Applications Workshop (ITA), pp. 90–97, February 2015 Méndez-Rial, R., Rusu, C., Alkhateeb, A., González-Prelcic, N., Heath Jr., R.W.: Channel estimation and hybrid combining for mmWave: phase shifters or switches? In: Proceedings of Information Theory and Applications Workshop (ITA), pp. 90–97, February 2015
16.
go back to reference Gao, X., Dai, L., Han, S., Chih-Lin, I., Wang, X.: Reliable beamspace channel estimation for millimeter-wave massive MIMO systems with lens antenna array. IEEE Trans. Wirel. Commun. 16(9), 6010–6021 (2017)CrossRef Gao, X., Dai, L., Han, S., Chih-Lin, I., Wang, X.: Reliable beamspace channel estimation for millimeter-wave massive MIMO systems with lens antenna array. IEEE Trans. Wirel. Commun. 16(9), 6010–6021 (2017)CrossRef
Metadata
Title
Channel Estimation for mmWave Massive MIMO via Phase Retrieval
Authors
Zhuolei Xiao
Yunyi Li
Guan Gui
Copyright Year
2019
DOI
https://doi.org/10.1007/978-3-030-19086-6_39

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