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http://dx.doi.org/10.3837/tiis.2015.12.013

Tensor-Based Channel Estimation Approach for One-Way Multi-Hop Relaying Communications  

Li, Shuangzhi (School of Information Engineering, Zhengzhou University)
Mu, Xiaomin (School of Information Engineering, Zhengzhou University)
Guo, Xin (School of Information Engineering, Zhengzhou University)
Yang, Jing (School of Information Engineering, Zhengzhou University)
Zhang, Jiankang (School of Information Engineering, Zhengzhou University)
Publication Information
KSII Transactions on Internet and Information Systems (TIIS) / v.9, no.12, 2015 , pp. 4967-4986 More about this Journal
Abstract
Multi-hop relaying communications have great potentials in improving transmission performance by deploying relay nodes. The benefit is critically dependent on the accuracy of the channel state information (CSI) of all the transmitting links. However, the CSI has to be estimated. In this paper, we investigate the channel estimation problem in one-way multi-hop MIMO amplify-and-forward (AF) relay system, where both the two-hop and three-hop communication link exist. Traditional point-to-point MIMO channel estimation methods will result in error propagation in estimating relay links, and separately tackling the channel estimation issue of each link will lose the gain as part of channel matrices involved in multiple communication links. In order to exploit all the available gains, we develop a novel channel estimation model by structuring different communication links using the PARAFAC and PARATUCK2 tensor analysis. Furthermore, a two-stage fitting algorithm is derived to estimate all the channel matrices involved in the communication process. In particular, essential uniqueness is further discussed. Simulation results demonstrate the advantage and effectiveness of the proposed channel estimator.
Keywords
multi-hop relaying communications; channel estimation; tensor; PARAFAC; PARATUCK2;
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Times Cited By KSCI : 1  (Citation Analysis)
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1 J. Du, C. Yuan, and J. Zhang, “Semi-blind parallel factor based receiver for joint symbol and channel estimation in amplify-and-forward multiple-input multiple-output relay systems,” IET Communications, vol. 9, no. 6, pp. 737-744, April, 2015. Article (CrossRef Link)   DOI
2 R. Bro, "Multi-way analysis in the food industry: Models, algorithms and applications," Ph.D. dissertation, Univ. Amsterdam, Amsterdam, The Netherlands, 1998.
3 Tamara G. Kolda and Brett W. Bader, Tensor Decompositions and Applications. Siam Review, pp. 48-50, 2009. Article (CrossRef Link)
4 G. H. Golub and V. C. F. Loan, Matrix Computations. Baltimore, MD, USA: Johns Hopkins University Press, 1996.
5 J. Zhang, X. Mu, E. Chen, and S. Yang, “Decision-directed channel estimation based on iterative linear minimum mean square error for orthogonal frequency division multiplexing systems,” IET Communications, vol. 3, no. 7, pp. 1136-1143, July, 2009. Article (CrossRef Link)   DOI
6 C. A. Rolim Fernandes, A. L. F. De Almeida, and D. Benevides Da Costa, “Unified tensor modeling for blind receivers in multiuser uplink cooperative systems,” IEEE Signal Processing Letters, vol. 19, no. 5, pp. 247-250, May, 2012. Article (CrossRef Link)   DOI
7 F. Roemer and M. Haardt, “Tensor-based channel estimation and iterative refinements for two-way relaying with multiple antennas and spatial reuse,” IEEE Transactions on Signal Processing, vol. 58, no. 11, pp. 5720-5735, November, 2010. Article (CrossRef Link)   DOI
8 X. Han, A. L. F. De Almeida, and Z. Yang, “Channel estimation for MIMO multi-relay systems using a tensor approach,” Eurasip Journal on Advances in Signal Processing, vol. 2014, no. 1, pp. 1-14, December, 2014. Article (CrossRef Link)   DOI
9 R. A. Harshman, “Foundations of the PARAFAC procedure: model and conditions for an “explanatory” multi-mode factor analysis,” UCLA Working Papers in Phonetics, vol. 16, no. 1, pp. 1-84, 1970.
10 L. R. Ximenes, G. Favier, A. L. F. De Almeida, and Y. C. B. Silva, “PARAFAC-PARATUCK semi-blind receivers for two-hop cooperative MIMO relay systems,” IEEE Transactions on Signal Processing, vol. 62, no. 14, pp. 3604-3615, July, 2014. Article (CrossRef Link)   DOI
11 I. V. Cavalcante, A. L. F. De Almeida, and M. Haardt, “Tensor-based approach to channel estimation in amplify-and-forward MIMO relaying systems,” in Proc. of 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, pp. 445-448, June 22-25, 2014. Article (CrossRef Link)
12 L. R. Ximenes, G. Favier, and A. L. F. De Almeida, “Semi-blind receivers for non-regenerative cooperative MIMO communications based on nested PARAFAC modeling,” IEEE Transactions on Signal Processing, vol. 63, no. 18, pp. 4985-4998, September, 2015. Article (CrossRef Link)   DOI
13 C. Xing, S. Ma, Z. Fei, Y. Wu, and H. V. Poor, "A general robust linear transceiver design for multi-hop amplify-and-forward MIMO relaying systems," IEEE Transactions on Signal Processing, vol. 61, no. 5, pp. 1196-1209, March, 2013. Article (CrossRef Link)   DOI
14 T. Kong and Y. Hua, “Optimal design of source and relay pilots for MIMO relay channel estimation,” IEEE Transactions on Signal Processing, vol. 59, no. 9, pp. 4438-4446, September, 2011. Article (CrossRef Link)   DOI
15 C. Xing, S. Ma, and Y. Zhou, “Matrix-monotonic optimization for MIMO systems,” IEEE Transactions on Signal Processing, vol. 63, no. 2, pp. 334-348, January, 2015. Article (CrossRef Link)   DOI
16 O. Amin, B. Gedik, and M. Uysal, “Channel estimation for amplify-and-forward relaying: cascaded against disintegrated estimators,” IET Communications, vol. 4, no. 10, pp. 1207-1216, July, 2010. Article (CrossRef Link)   DOI
17 L. Wang, Y. Cai, W. Yang, W. Yan, and J. Song, “Effect of outdated channel estimates on multiple antennas multiple relaying networks,” KSII Transactions on Internet and Information Systems, vol. 9, no. 5, pp. 1682-1701, May, 2015. Article (CrossRef Link)   DOI
18 J. S. Sheu, J. K. Lain, and W. H. Wang, “On Channel estimation of orthogonal frequency-division multiplexing amplify-and-forward cooperative relaying systems,” IET Communications, vol. 7, no. 4, pp. 325-334, March, 2013. Article (CrossRef Link)   DOI
19 Y. Rong, M. R. A. Khandaker, and Y. Xiang, “Channel estimation of dual-hop MIMO relay system via parallel factor analysis,” IEEE Transactions on Wireless Communications, vol. 11, no. 6, pp. 2224-2233, June, 2012. Article (CrossRef Link)   DOI
20 J. Du, C. Yuan, and J. Zhang, “Low complexity PARAFAC-based channel estimation for non-regenerative MIMO relay systems,” IET Communications, vol. 8, no. 12, pp. 2193-2199, August, 2014. Article (CrossRef Link)   DOI
21 M. Tehrani, M. Uysal, and H. Yanikomeroglu, “Device-to-device communication in 5G cellular networks: Challenges, solutions, and future directions,” IEEE Communications Magazine, vol. 52, no. 5, pp. 86-92, May, 2014. Article (CrossRef Link)   DOI
22 Y. Rong, “Optimal joint source and relay beamforming for MIMO relays with direct link,” IEEE Communications Letters, vol. 14, no. 5, pp. 390-392, May, 2010. Article (CrossRef Link)   DOI
23 Y. Rong, X. Tang, and Y. Hua, “A unified framework for optimizing linear non-regenerative multicarrier MIMO relay communication systems,” IEEE Transactions on Signal Processing, vol. 57, no. 12, pp. 4837-4851, December, 2009. Article (CrossRef Link)   DOI
24 E. Hossain, M. Rasti, H. Tabassum, and A. Abdelnasser, “Evolution toward 5G multi-tier cellular wireless networks: An interference management perspective,” IEEE Wireless Communications, vol. 21, no. 3, pp. 118-127, June, 2014. Article (CrossRef Link)   DOI
25 C. Xing, F. Gao, and Y. Zhou, “A framework for transceiver designs for multi-hop communications with covariance shaping constraints,” IEEE Transactions on Signal Processing, vol. 63, no. 15, pp. 3930-3945, August, 2015. Article (CrossRef Link)   DOI
26 A. S. Behbahani, R. Merched, and A. M. Eltaswil, “Optimizations of MIMO relay network,” IEEE Transactions on Signal Processing, vol. 56, no. 10, pp. 5062-5073, October, 2007. Article (CrossRef Link)   DOI
27 F. Héliot, “Low-complexity energy-efficient joint resource allocation for two-hop MIMO-AF systems,” IEEE Transactions on Wireless Communications, vol. 13, no. 6, pp. 3088-3099, June, 2014. Article (CrossRef Link)   DOI