Multiuser Detection in Massive Spatial Modulation MIMO With Low-Resolution ADCs

IEEE Transactions on Wireless Communications

Volumn 14, Issue 4, 2015, Pages 2156-2168

  Wang, Shengchu ^a   Li, Yunzhou ^a   Wang, Jing ^a  

^a TSINGHUA UNIVERSITY   (China)

Author keywords

Analog spatial filtering; low resolution ADC; massive MIMO; message passing de quantization; multiuser detection; spatial modulation; structured sparsity

Indexed keywords

ANALOG TO DIGITAL CONVERSION; ANTENNAS; BEAMFORMING; CARRIER COMMUNICATION; CHAINS; CHANNEL ESTIMATION; CHANNEL STATE INFORMATION; CODES (SYMBOLS); COMMUNICATION CHANNELS (INFORMATION THEORY); DIGITAL RADIO; INFORMATION RETRIEVAL; MESSAGE PASSING; MIMO SYSTEMS; MOBILE TELECOMMUNICATION SYSTEMS; MULTIUSER DETECTION; PROBABILITY DISTRIBUTIONS; QUANTIZATION (SIGNAL);

ANALOG-TO-DIGITAL CONVERTORS; CHANNEL SIDE INFORMATION; LOW RESOLUTION ADC; MULTIPLE TRANSMIT ANTENNAS; QUANTIZED MEASUREMENTS; SPATIAL FILTERINGS; SPATIAL MODULATIONS; STRUCTURED SPARSITIES;

MODULATION;

EID: 84927637023     PISSN: 15361276     EISSN: None     Source Type: Journal    
DOI: 10.1109/TWC.2014.2382098     Document Type: Article

References (43)

1. S. C. Wang, Y. Z. Li, J. Wang, and X. Xu, "Multiuser detection in massive spatial modulation (SM-) MIMO with low-resolution ADCs," in Proc. IEEE GlobeCom, 2014, to be published.
2. M. D. Renzo, H. Haas, A. Ghrayeb, S. Sugiura, and L. Hanzo, "Generalized MIMO: Challenges, opportunities, and implementation," Proc. IEEE, vol. 102, no. 1, pp. 56-103, Jan. 2014.
3. P. Raviteja, T. L. Narasimhan, and A. Chockalingam, "Large-scale multiuser SM-MIMO versus massive MIMO," in Proc. ITA, San Diego, CA, USA, Feb. 2014, pp. 1-9.
4. N. Serafimovski1, S. Sinanovic, M. D. Renzo, and H. Haas, "Multiple access spatial modulation," EURASIP J. Wireless Commun. Netw., vol. 2012, p. 299, Sep. 2012.
5. M. Di Renzo and H. Haas, "Bit error probability of space-shift keying MIMO over multiple-access independent fading channels," IEEE Trans. Veh. Technol., vol. 60, no. 8, pp. 3694-3711, Oct. 2011.
6. L. L. Yang, "Signal detection in antenna-hopping space-division multiple-access systems with space-shift keying modulation," IEEE Trans. Signal Process., vol. 60, no. 1, pp. 351-366, Jan. 2012.
7. D. Tse and P. Viswanath, Fundamentals of Wireless Communications. Cambridge, U.K.: Cambridge Univ. Press, 2005.
8. C. Shepard et al., "Argos: Practical many-antenna base stations," in Proc. ACM Int. Conf. MobiCom, Istanbul, Turkey, Aug. 2012, pp. 53-64.
9. H. Q. Ngo, E. G. Larsson, and T. L. Marzetta, "Energy and spectral efficiency of very large multiuser MIMO systems," IEEE Trans. Commun., vol. 61, no. 4, pp. 1436-1449, Apr. 2013.
10. F. Rusek et al., "Scaling up MIMO: Opportunities and challenges with very large arrays," IEEE Signal Process. Mag., vol. 30, no. 1, pp. 40-60, Jan. 2013.
11. E. G. Larsson, F. Tufvesson, O. Edfors, and T. L. Marzetta, "Massive MIMO for next generation wireless systems," IEEE Commun. Mag., vol. 52, no. 2, pp. 186-195, Feb. 2014.
12. R. Y. Mesleh, H. Haas, S. Sinanovic, C. W. Ahn, and S. Yun, "Spatial modulation," IEEE Trans. Veh. Technol., vol. 57, no. 4, pp. 2228-2241, Jul. 2008.
13. M. Di Renzo, H. Haas, and P. M. Grant, "Spatial modulation for multiple-antenna wireless systems: A survey," IEEE Commun. Mag., vol. 49, no. 12, pp. 182-191, Dec. 2011.
14. A. Younis et al., "Performance of spatial modulation using measured real-world channels," in Proc. IEEE VTC, Sep. 2013, pp. 1-5.
15. N. Serafimovski et al., "Practical implementation of spatial modulation," IEEE Trans. Veh. Technol., vol. 62, no. 9, pp. 4511-4523, Nov. 2013.
16. J. Zhang, Y. Wang, L. Ding, and N. Zhang, "Bit error probability of spatial modulation over measured indoor channels," IEEE Trans. Wireless Commun., vol. 13, no. 3, pp. 1380-1387, Mar. 2014.
17. E. Bjornson, L. Sanguinetti, J. Hoydis, and M. Debbah, "Optimal Design of Energy-Efficient Multi-User MIMO Systems: Is Massive MIMO the Answer?" Mar. 2014. [Online]. Available: http://arxiv.org/abs/1403.6150
18. S. C. Wang, Y. Z. Li, and J. Wang, "Convex optimization based multiuser detection for uplink large-scale MIMO under low-resolution quantization," in Proc. IEEE ICC, Jun. 2014, pp. 4789-4794.
19. S. C. Wang, Y. Z. Li, and J. Wang, "Multiuser detection for uplink large-scale MIMO under one-bit quantization," in Proc. IEEE ICC, Jun. 2014, pp. 4460-4465.
20. P. Som and A. Chockalingam, "Spatial modulation and space shift keying in single carrier communication," in Proc. IEEE Intern. Symp. PIMRC, Sep. 2012, pp. 1962-1967.
21. F. Kschischang, B. Frey, and H.-A. Loeliger, "Factor graphs and the sum-product algorithm," IEEE Trans. Inform. Theory, vol. 47, no. 2, pp. 498-519, Feb. 2001.
22. S. Wu et al., "Expectation propagation based iterative groupwise detection for large-scale multiuser MIMO-OFDM systems," in Proc. IEEE WCNC, Apr. 2014, pp. 236-241.
23. S. Rangan, A. Fletcher, V. Goyal, and P. Schniter, "Hybrid generalized approximate message passing with applications to structured sparsity," in Proc. IEEE ISIT, Jul. 2012, pp. 1236-1240, Full version: arXiv:1111.2581 [cs.IT]. [Online]. Available: http://arxiv.org/pdf/1111.2581v2.pdf
24. A. Mezghani and J. A. Nossek, "Belief propagation based MIMO detection operating on quantized channel output," in Proc. IEEE ISIT, Jun. 2010, pp. 2113-2117.
25. U. S. Kamilov, V. K. Goyal, and S. Rangan, "Message-passing dequantization with application to compressed sensing," IEEE Trans. Signal Process., vol. 60, no. 12, pp. 6270-6281, Dec. 2012.
26. S. Rangan, "Generalized approximate message passing for estimation with random linear mixing," in Proc. IEEE ISIT, Jul. 2011, pp. 2168-2172, Full version: arXiv:1010.5141 [cs.IT]. [Online]. Available: http://arxiv.org/pdf/1010.5141v2.pdf
27. F. Krzakala, M. Mezard, F. Sausset, Y. Sun, and L. Zdeborova, "Probabilistic reconstruction in compressed sensing: Algorithms, phase diagrams, and threshold achieving matrices," J. Stat. Mech., Theory Exp., vol. 2012, 2012, Art. ID. P08009.
28. J. H. C. Heuvel, J. P. Linnartz, P. G. M. Baltus, and D. Cabric, "Full MIMO spatial filtering approach for dynamic range reduction in wideband cognitive radios," IEEE Trans. Circuits Syst. I, Reg. Papers, vol. 59, no. 11, pp. 2761-2773, Nov. 2012.
29. A. Mezghani, M. S. Khoufi, and J. A. Nossek, "A modified MMSE receiver for quantized MIMO systems," in Proc. Int. ITG Workshop Smart Antennas, Feb. 2007.
30. th ed. New York, NY, USA: McGraw-Hill, 2008, pp. 113-125.
31. J. Max, "Quantizing for minimum distortion," IRE Trans. Inf. Theory, vol. 6, no. 1, pp. 7-12, Mar. 1960.
32. nd ed. Hoboken, NJ, USA: Wiley, 2011.
33. I. Barhumi, G. Leus, and M. Moonen, "Optimal training design for MIMO-OFDM systems in mobile wireless channels," IEEE Trans. Signal Process., vol. 51, no. 6, pp. 1615-1624, Jun. 2003.
34. Q. Guo, L. Ping, and D. Huang, "A low-complexity iterative channel estimation and detection technique for doubly selective channels," IEEE Trans. Wirless Commun., vol. 8, no. 8, pp. 4340-4349, Aug. 2009.
35. K. B. Petersen and M. S. Pedersen, The Matrix Cookbook. Kgs. Lyngby, Denmark: Tech. Univ. Denmark, 2006. [Online]. Available: http://www.mit.edu/wingated/stuff-i-use/matrix-cookbook.pdf
36. Y. C. Eldar and G. Kutyniok, Compressed Sensing: Theory and Applications. Cambridge, U.K.: Cambridge Univ. Press, 2012.
37. M. K. Varanasi, "Group detection for synchronous Gaussian code-division multiple-access channels," IEEE Trans. Inf. Theory, vol. 41, no. 4, pp. 1083-1096, Jul. 1995.
38. M. Grossmann and C. Schneider, "Groupwise frequency domain multiuser MMSE turbo equalization for single carrier block transmission over spatially correlated channels," IEEE J. Sel. Areas Commun., vol. 5, no. 8, pp. 1548-1562, Dec. 2011.
39. Z. Zhang and B. D. Rao, "Sparse signal recovery with temporally correlated source vectors using sparse Bayesian learning," IEEE Trans. Signal Process., vol. 5, no. 5, pp. 912-926, Sep. 2011.
40. A. Adhikary, J. Nam, J.-Y. Ahn, and G. Caire, "Joint spatial division and multiplexing: The large-scale array regime," IEEE Trans. Inf. Theory, vol. 59, no. 10, pp. 6441-6463, Oct. 2013.
41. W. Bajwa, J. Haupt, A. Sayeed, and R. Nowak, "Compressed channel sensing: A new approach to estimating sparse multipath channels," Proc. IEEE, vol. 98, no. 6, pp. 1058-1076, Jun. 2010.
42. M. Di Renzo, D. De Leonardis, F. Graziosi, and H. Haas, "Space shift keying (SSK-) MIMO with practical channel estimates," IEEE Trans. Commun., vol. 60, no. 4, pp. 998-1012, Apr. 2012.
43. E. Basar, U. Aygolu, E. Panayirci, and H. Poor, "Performance of spatial modulation in the presence of channel estimation errors," IEEE Commun. Lett., vol. 16, no. 2, pp. 176-179, Feb. 2012.