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Erschienen in: Wireless Personal Communications 4/2018

28.10.2017

Modified Multiple Feedback QR Aided Successive Interference Cancellation Algorithm for Large MIMO Detection

verfasst von: Manish Mandloi, Vimal Bhatia

Erschienen in: Wireless Personal Communications | Ausgabe 4/2018

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Abstract

Multiple-input multiple-output (MIMO) systems have attracted increased interest due to their capability to achieve higher multiplexing and diversity gains. In MIMO systems, reliable symbol detection in one of the major challenges. Maximum likelihood (ML) detection is one such technique which achieves minimum error rate performance for MIMO systems, however due to its exponential complexity ML detection is practically infeasible for large number of antennas. Therefore, in this contribution, we propose a low-complexity modified multiple feedback QR aided successive interference cancellation (MMF-SIC) algorithm which is capable of achieving near optimal performance. The effect of error propagation in SIC can be reduced by using multiple constellation points in decision feedback loops based on the reliability criteria. In MMF-SIC, an enhanced detection diversity is achieved by considering the decision feedback loops in multiple layers of QR aided SIC algorithm. Furthermore, we employ two different ordering schemes in parallel for QR decomposition in MMF-SIC algorithm. Through simulations, it is observed that the MMF-SIC algorithm performs superior over the conventional SIC and other SIC based techniques for detection in MIMO systems, and approach near optimal performance.

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Literatur
1.
Zurück zum Zitat Foschini, G. J., & Gans, M. J. (1998). On limits of wireless communications in a fading environment when using multiple antennas. Wireless Personal Communications, 6, 311–335.CrossRef Foschini, G. J., & Gans, M. J. (1998). On limits of wireless communications in a fading environment when using multiple antennas. Wireless Personal Communications, 6, 311–335.CrossRef
2.
Zurück zum Zitat Teletar, I. E. (1999). Capacity of multi-antenna Gaussian channels. European Transaction on Telecommunications, 10, 585–595.MathSciNetCrossRef Teletar, I. E. (1999). Capacity of multi-antenna Gaussian channels. European Transaction on Telecommunications, 10, 585–595.MathSciNetCrossRef
3.
Zurück zum Zitat Chockalingam, A., & Rajan, B. S. (2014). Large MIMO systems. Cambridge: Cambridge University Press. Chockalingam, A., & Rajan, B. S. (2014). Large MIMO systems. Cambridge: Cambridge University Press.
4.
Zurück zum Zitat Paulraj, A., Nabar, R., & Gore, D. (2003). Introduction to space-time wireless communications. Cambridge: Cambridge University Press. Paulraj, A., Nabar, R., & Gore, D. (2003). Introduction to space-time wireless communications. Cambridge: Cambridge University Press.
5.
Zurück zum Zitat Viterbo, E., & Boutros, J. (1999). A universal lattice code decoder for fading channels. IEEE Transactions on Information Theory, 45(5), 1639–1642.MathSciNetCrossRefMATH Viterbo, E., & Boutros, J. (1999). A universal lattice code decoder for fading channels. IEEE Transactions on Information Theory, 45(5), 1639–1642.MathSciNetCrossRefMATH
6.
Zurück zum Zitat Wolniansky, P. W., Foschini, G. J., Golden, G. D., & Valenzuela, R. A. (1998). V-BLAST: An architecture for realizing very high data rates over the rich-scattering wireless channel. In International symposium on signals, systems, and electronics (pp 295–300). Wolniansky, P. W., Foschini, G. J., Golden, G. D., & Valenzuela, R. A. (1998). V-BLAST: An architecture for realizing very high data rates over the rich-scattering wireless channel. In International symposium on signals, systems, and electronics (pp 295–300).
7.
Zurück zum Zitat Zhou, Q., & Ma, X. (2013). Element-based lattice reduction algorithms for large MIMO detection. IEEE Journal on Selected Areas in Communications, 31(2), 274–286.CrossRef Zhou, Q., & Ma, X. (2013). Element-based lattice reduction algorithms for large MIMO detection. IEEE Journal on Selected Areas in Communications, 31(2), 274–286.CrossRef
8.
Zurück zum Zitat Singhal, K. A., Datta, T., & Chockalingam, A. (2013). Lattice reduction aided detection in large-MIMO systems. In IEEE 14th workshop on signal processing advances in wireless communications (SPAWC) (pp. 594–598). Singhal, K. A., Datta, T., & Chockalingam, A. (2013). Lattice reduction aided detection in large-MIMO systems. In IEEE 14th workshop on signal processing advances in wireless communications (SPAWC) (pp. 594–598).
9.
Zurück zum Zitat Srinidhi, N., Datta, T., Chockalingam, A., & Sundar Rajan, B. (2011). Layered tabu search algorithm for large-MIMO detection and a lower bound on ML performance. IEEE Transactions on Communications, 59(11), 2955–2963.CrossRef Srinidhi, N., Datta, T., Chockalingam, A., & Sundar Rajan, B. (2011). Layered tabu search algorithm for large-MIMO detection and a lower bound on ML performance. IEEE Transactions on Communications, 59(11), 2955–2963.CrossRef
10.
Zurück zum Zitat Lakshmi Narasimhan, T., & Chockalingam, A. (2014). Channel hardening-exploiting message passing (CHEMP) receiver in large-scale MIMO systems. IEEE Journal on Selected Topics in Signal Processing: Special Issue on Signal Processing for Large-Scale MIMO Communications, 8(5), 847–860.CrossRef Lakshmi Narasimhan, T., & Chockalingam, A. (2014). Channel hardening-exploiting message passing (CHEMP) receiver in large-scale MIMO systems. IEEE Journal on Selected Topics in Signal Processing: Special Issue on Signal Processing for Large-Scale MIMO Communications, 8(5), 847–860.CrossRef
11.
Zurück zum Zitat Fa, R., & de Lamare, R. C. (2009). Multi-branch successive interference cancellation for MIMO spatial multiplexing systems: Design, analysis and adaptive implementation. IET Communications, 5(4), 484–494.CrossRef Fa, R., & de Lamare, R. C. (2009). Multi-branch successive interference cancellation for MIMO spatial multiplexing systems: Design, analysis and adaptive implementation. IET Communications, 5(4), 484–494.CrossRef
12.
Zurück zum Zitat Li, P., de Lamare, R. C., & Fa, R. (2011). Multiple feedback successive interference cancellation detection for multiuser MIMO systems. IEEE Transactions on Wireless Communications, 10(8), 2434–2439.CrossRef Li, P., de Lamare, R. C., & Fa, R. (2011). Multiple feedback successive interference cancellation detection for multiuser MIMO systems. IEEE Transactions on Wireless Communications, 10(8), 2434–2439.CrossRef
13.
Zurück zum Zitat Peng, X., Wu, W., Sun, J., & Liu, Y. (2015). Sparsity-boosted detection for large MIMO systems. IEEE Communication Letters, 19(2), 191–194.CrossRef Peng, X., Wu, W., Sun, J., & Liu, Y. (2015). Sparsity-boosted detection for large MIMO systems. IEEE Communication Letters, 19(2), 191–194.CrossRef
14.
Zurück zum Zitat Mandloi, M., & Bhatia, V. (2015). Congestion control based ant colony optimization algorithm for large MIMO detection. Expert Systems with Applications, 42(7), 3662–3669.CrossRef Mandloi, M., & Bhatia, V. (2015). Congestion control based ant colony optimization algorithm for large MIMO detection. Expert Systems with Applications, 42(7), 3662–3669.CrossRef
15.
Zurück zum Zitat Marinello, J. C., & Abrao, T. (2014). Lattice reduction aided detector for MIMO communication via ant colony optimisation. Wireless Personal Communications, 77(1), 6385.CrossRef Marinello, J. C., & Abrao, T. (2014). Lattice reduction aided detector for MIMO communication via ant colony optimisation. Wireless Personal Communications, 77(1), 6385.CrossRef
16.
Zurück zum Zitat Mandloi, M. & Bhatia, V. (2015). Ordered iterative successive interference cancellation algorithm for large MIMO detection. In IEEE international conference on signal processing, informatics, communication and energy systems (SPICES) (pp. 1–5). Mandloi, M. & Bhatia, V. (2015). Ordered iterative successive interference cancellation algorithm for large MIMO detection. In IEEE international conference on signal processing, informatics, communication and energy systems (SPICES) (pp. 1–5).
17.
Zurück zum Zitat Wubben, D., Bohnke, R., Kuhn, V., & Kammeyer, K. D. (2003). MMSE extension of V-BLAST based on sorted QR decomposition. In 2003 IEEE 58th vehicular technology conference, 2003. VTC 2003-Fall (pp. 508–512). Wubben, D., Bohnke, R., Kuhn, V., & Kammeyer, K. D. (2003). MMSE extension of V-BLAST based on sorted QR decomposition. In 2003 IEEE 58th vehicular technology conference, 2003. VTC 2003-Fall (pp. 508–512).
18.
Zurück zum Zitat Wubben, D., Bohnke, R., Kuhn, V., & Kammeyer, K. D. (2004). Near-maximum likelihood detection of MIMO systems using MMSE-based lattice reduction. In IEEE International Conference on Communications, 2, 798–802. Wubben, D., Bohnke, R., Kuhn, V., & Kammeyer, K. D. (2004). Near-maximum likelihood detection of MIMO systems using MMSE-based lattice reduction. In IEEE International Conference on Communications, 2, 798–802.
19.
Zurück zum Zitat Wubben, D., Bohnke, R., Rinas, J., Kuhn, V., & Kammeyer, K. D. (2001). Efficient algorithm for decoding layered spacetime codes. Electronics Letters, 37(22), 1348–1350.CrossRef Wubben, D., Bohnke, R., Rinas, J., Kuhn, V., & Kammeyer, K. D. (2001). Efficient algorithm for decoding layered spacetime codes. Electronics Letters, 37(22), 1348–1350.CrossRef
20.
Zurück zum Zitat Lee, H., Jeon, H., Choi, J., Kim, W., Cha, J., & Lee, H. (2006). A novel detection algorithm using the sorted QR decomposition based on log-likelihood ratio in V-BLAST systems. In International conference on wireless communication, networking and mobile computing, 2006. WiCOM 2006 (pp. 1–4). IEEE. Lee, H., Jeon, H., Choi, J., Kim, W., Cha, J., & Lee, H. (2006). A novel detection algorithm using the sorted QR decomposition based on log-likelihood ratio in V-BLAST systems. In International conference on wireless communication, networking and mobile computing, 2006. WiCOM 2006 (pp. 1–4). IEEE.
21.
Zurück zum Zitat Kobayashi, R. T., Ciriaco, F., & Abrao, T. (2015). Efficient near-optimum detectors for large MIMO systems under correlated channels. Wireless Personal Communications, 83, 1287–1311.CrossRef Kobayashi, R. T., Ciriaco, F., & Abrao, T. (2015). Efficient near-optimum detectors for large MIMO systems under correlated channels. Wireless Personal Communications, 83, 1287–1311.CrossRef
22.
Zurück zum Zitat Valente, R. A., Marinello, J. C., & Abrao, T. (2013). LR-aided MIMO detectors under correlated and imperfectly estimate channels. Wireless Personal Communications, 77, 173–196.CrossRef Valente, R. A., Marinello, J. C., & Abrao, T. (2013). LR-aided MIMO detectors under correlated and imperfectly estimate channels. Wireless Personal Communications, 77, 173–196.CrossRef
23.
Zurück zum Zitat Golub, G. H., & Loan, C. F. V. (1996). Matrix computations (3rd ed.). Baltimore: The Johns Hopkins University Press.MATH Golub, G. H., & Loan, C. F. V. (1996). Matrix computations (3rd ed.). Baltimore: The Johns Hopkins University Press.MATH
Metadaten
Titel
Modified Multiple Feedback QR Aided Successive Interference Cancellation Algorithm for Large MIMO Detection
verfasst von
Manish Mandloi
Vimal Bhatia
Publikationsdatum
28.10.2017
Verlag
Springer US
Erschienen in
Wireless Personal Communications / Ausgabe 4/2018
Print ISSN: 0929-6212
Elektronische ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-017-5020-7

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