On this page we provide lists of research papers on massive MIMO systems. The intention is to list some key papers that address different research problems that appear in massive MIMO. These lists might serve as an accessible entry-point for those who want to study this field.

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Overview papers and tutorials

  1. E. Björnson, E. G. Larsson, T. L. Marzetta, Massive MIMO: Ten Myths and One Critical Question, IEEE Commun. Mag., Mar. 2015.
  2. 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.
  3. F. Rusek, D. Persson, B. K. Lau, E. G. Larsson, T. L. Marzetta, O. Edfors, and F. Tufvesson, Scaling up MIMO: Opportunities and Challenges with Very Large Arrays, IEEE Signal Proces. Mag., vol. 30, no. 1, pp. 40-46, Jan. 2013.
  4. ICC 2013 tutorial on Massive MIMO by Erik G. Larsson and Fredrik Tufvesson, part I and part II.
  5. E. Björnson, E. G. Larsson and T. L. Marzetta, Massive MIMO: 10 Myths and One Grand Question, IEEE Commun. Mag., Mar. 2015, submitted.
  6. S. Yang, L. Hanzo, Fifty Years of MIMO Detection: The Road to Large-Scale MIMOs, IEEE Communications Surveys & Tutorials, Vol.17, no. 4, pp. 1941 - 1988, Sep. 2015 .
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Architecture aspects

  1. K. Li, R. Sharan, Y. Chen, T. Goldstein, J. R. Cavallaro, and C. Studer, "Decentralized Baseband Processing for Massive MU-MIMO Systems", IEEE Journal on Emerging and Selected Topics in Circuits and Systems (JETCAS), Feb 2017, submitted
  2. G. Geraci, A. Garcia Rodriguez, D. López-Pérez, A. Bonfante, L. Galati Giordano, and H. Claussen, Operating Massive MIMO in Unlicensed Bands for Enhanced Coexistence and Spatial Reuse, Dec. 2016, submitted.
  3. H. Q. Ngo, A. Ashikhmin, H. Yang, E. G. Larsson, and T. L. Marzetta,Cell-free Massive MIMO versus small cells,IEEE Transactions on Wireless Communications, Jan. 2017, to appear.
  4. K. Li, Y. Chen, R. Sharan, T. Goldstein, J. R. Cavallaro, and C. Studer,Decentralized Data Detection for Massive MU-MIMO on a Xeon Phi Cluster,Asilomar Conference on Signals, Systems, and Computers (ASILOMAR), Nov. 2016.
  5. K. Li, R. Sharan, Y. Chen, J. R. Cavallaro, T. Goldstein, and C. Studer,Decentralized Beamforming for Massive MU-MIMO on a GPU Cluster,IEEE Global Conference on Signal and Information Processing (GlobalSIP), Dec. 2016.
  6. S. Chaudhari and D. Cabric,Downlink transceiver beamforming and admission control for massive MIMO cognitive radio networks, 2015 49th Asilomar Conference on Signals,Systems and Computers, Pacific Grove, CA, 2015, pp. 1257-1261.
  7. B. Chen, C. Zhu, W. Li, J. Wei, V. C. M. Leung, and L. T. Yang, Original Symbol Phase Rotated Secure Transmission Against Powerful Massive MIMO Eavesdropper, IEEE Access, vol. 4, pp. 3016-3025, 2016
  8. K. Li, R. Sharan, Y. Chen, T. Goldstein, J. R. Cavallaro, and C. Studer, Decentralized Beamforming for Massive MU-MIMO on a GPU Cluster, 4th IEEE Global Conference on Signal and Information Processing (GlobalSIP), Dec. 2016.
  9. T. Bogale, L. B. Le, A. Haghighat, and L. Vandendorpe, On the Number of RF Chains and Phase Shifters, and Scheduling Design with Hybrid Analog-Digital Beamforming, IEEE Trans. Wireless Commun., vol. 15, no. 5, pp. 3311-3326, May 2016.
  10. T. Bogale, L. B. Le, X. Wang, and L. Vandendorpe, Orthogonal Faster Than Nyquist Transmission for SIMO Wireless Systems, IEEE GLOBECOM 2016.
  11. J. Wang, J. Lee, F. Wang, T. Q. S. Quek, Jamming-Aided Secure Communication in Massive MIMO Rician Channels, IEEE Transactions on Wireless Communications, July 2015.
  12. H. Pirzadeh, S. M. Razavizadeh, E. Björnson, Subverting Massive MIMO by Smart Jamming, IEEE Wireless Communications Letters, Sept. 2015.
  13. Y. Liu, G. Y. Li, Z. Tan, D. Qiao, Single-Carrier Modulation for Large-Scale Antenna Systems, IEEE Transactions on Vehicular Technologies, LSA-SC, Aug. 2015.
  14. A. Yang, Y. Jing, C. Xing, Z. Fei, Performance Analysis and Location Optimization for Massive MIMO Systems With Circularly Distributed Antennas, IEEE Wireless Communications, Volume:14 Issue:10, Oct. 2015.
  15. H. Q. Ngo, H. A. Suraweera, M. Matthaiou, and E. G. Larsson, Multipair full-duplex relaying with massive arrays and linear processing, IEEE Journal on Selected Areas in Communications, May 2014, to appear.
  16. J. Hoydis, K. Hosseini, S. ten Brink, and M. Debbah, Making Smart Use of Excess Antennas: Massive MIMO, Small Cells, and TDD, Bell Labs Technical Journal, vol. 18, no. 2, pp. 5-21, Sep. 2013.
  17. K. T. Truong and R. W. Heath, Jr., The Viability of Distributed Antennas for Massive MIMO Systems, Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, November 3-6, 2013.
  18. B. Li and P. Liang, Small Cell In-Band Wireless Backhaul in Massive MIMO Systems: A Cooperation of Next-Generation Techniques.
  19. E. Bjornson, M. Kountouris, M. Debbah, Massive MIMO and Small Cells: Improving Energy Efficiency by Optimal Soft-Cell Coordination, ICT, May 2013
  20. B. Yin, M. Wu, C. Studer, J. R. Cavallaro, and Jorma Lilleberg, Full-Duplex in Large-Scale Wireless Systems, Proc. of the Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, November 3-6, 2013.
  21. K. Hosseini, J. Hoydis, S. ten Brink, and M. Debbah, Massive MIMO and Small-Cells: How to Densify Heterogeneous Networks, in Proc. IEEE International Conference Communications (ICC), June 2013.
  22. F. Jiang, J. Chen, A. L. Swindlehurst, and J. A. Lopez-Salcedo, Massive MIMO for Wireless Sensing with a Coherent Multiple Access Channel, Signal Processing, 2014, submitted.
  23. Z. Xiang, Me. Tao and X. Wang, Massive MIMO multicasting in noncooperative cellular networks, IEEE JSAC Special Issue on 5G Wireless Communication Systems, vol. 32, no. 6, pp. 1180-1193, June 2014.
  24. Joung J., Chia Y.K., and Sun S., Energy-Efficient, Large-Scale Distributed-Antenna System (L-DAS) for Multiple Users, IEEE Journal of Selected Topics in Signal Processing, vol. 8, no. 5, October 2014.
  25. Zhu J., Schober, R., and Bhargava V.K., Secure Transmission in Multicell Massive MIMO Systems, IEEE Transactions on Wireless Communications, vol. 13, no. 9, September 2014.
  26. Qiang He, Limin Xiao, Xiaofeng Zhong, and Shidong Zhou, Increasing the Sum-Throughput of Cells With a Sectorization Method for Massive MIMO, IEEE Communications Letters, vol. 18, no. 10, pp. 1827-1830, Oct. 2014.
  27. Q. Ye, O. Y. Bursalioglu and H. C. Papadopoulos, Harmonized Cellular and Distributed Massive MIMO: Load Balancing and Scheduling, March 2015, submitted.
  28. D. Ciuonzo, P. S. Rossi, S. Dey, Massive MIMO Channel-Aware Decision Fusion, IEEE Transactions on Signal Processing, December 2014, published.
  29. Q. He, L. Xiao, X. Zhong and S. Zhou, Increasing the Sum-Throughput of Cells With a Sectorization Method for Massive MIMO, IEEE Communications Letters, August 2014, published.
  30. D. Qiao, H. Qian and G. Y. Li, Broadbeam for Massive MIMO Systems, March 2015, submitted.
  31. C. T. Neil, M. Shafi, P. J. Smith and P. A. Dmochowski, Deployment Issues for Massive MIMO Systems, March 2015, submitted.
  32. I. Atzeni, J. Arnau and M. Debbah, Fractional Pilot Reuse in Massive MIMO Systems, March 2015, submitted.
  33. F. Jiang, J. Chen, A. L. Swindlehurst and J. A. Lopez-Salcedo, Massive MIMO for Wireless Sensing with a Coherent Multiple Access Channel, March 2015, submitted.
  34. P. J. Smith, C. T. Neil, M. Shafi and P. A. Dmochowski, On the Convergence and Performance of MF Precoding in Distributed Massive MU-MIMO Systems, March 2015, submitted.
  35. Y. Xu and S. Mao, User Association in Massive MIMO HetNets, March 2015, submitted.
  36. D. Kapetanovic, G. Zheng and F. Rusek, Physical Layer Security for Massive MIMO: An Overview on Passive Eavesdropping and Active Attacks, 27th April 2015, submitted.
  37. J. S. Lemos, F. Rosário, F. A. Monteiro, J. Xavier, A. Rodrigues, "Massive MIMO Full-Duplex Relaying with Optimal Power Allocation for Independent Multipairs" , in Proc. IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Stockholm, Sweden, June 2015.
  38. S. Lakshminarayana, M. Assaad and M. Debbah, Coordinated Multi-cell Beamforming for Massive MIMO: A Random Matrix Approach, April 2015, submitted.
  39. J. Choi, Distributed Beamforming for Macro Diversity and Power Control With Large Arrays in Spatial Correlated Channels, IEEE Transactions on Wireless Communications, vol. 14, no. 4, pp. 1871-1881, April 2015 issued
  40. J. Zhu, R. Schober and V. K. Bhargava, Linear Precoding of Data and Artificial Noise in Secure Massive MIMO Systems, May 2015, submitted.
  41. Y. O. Basciftci, C. E. Koksal and A. Ashikhmin, Securing Massive MIMO at the Physical Layer, May 2015, submitted.
  42. D. Kapetanovic, G. Zheng and F. Rusek, Physical Layer Security for Massive MIMO: An Overview on Passive Eavesdropping and Active Attacks, April 2015, submitted.
  43. J. H. Sørensen, E. de Carvalho, and P. Popovski, Massive MIMO for Crowd Scenarios: A Solution Based on Random Access, in Proc. IEEE Global Communications Conf. (GLOBECOM), MassMIMO Workshop, Austin, TX, USA, December 2014.
  44. H. Q. Ngo, A. Ashikhmin, H. Yang, E. G. Larsson, and T. L. Marzetta, Cell-Free Massive MIMO: Uniformly great service for everyone, in Proc. IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), Stockholm, Sweden, 2015.
  45. S. Shalmashi, E. Björnson, M. Kountouris, K. W. Sung and M. Debbah, Energy Efficiency and Sum Rate when Massive MIMO meets Device-to-Device Communication, in Proc. IEEE International Conference on Communications (ICC), London, UK, June 2015.
  46. X. Chen, L. Lei, H. Zhang and C. Yuen, Large-Scale MIMO Relaying Techniques for Physical Layer Security: AF or DF?, 12th May 2015, submitted.
  47. Y. Wu, R. Schober, D. Ng, C. Xiao and G. Caire, Secure Massive MIMO Transmission in the Presence of an Active Eavesdropper, in Proc. IEEE International Conference on Communications (ICC), London, UK, June 2015.
  48. X. Lin, R. W. Heath and J. G. Andrews, The Interplay Between Massive MIMO and Underlaid D2D Networking, IEEE Transactions on Wireless Communication, Vol. 14, no. 6, February 2015, published.
  49. M. N. Khormuji, Generalized Semi-Orthogonal Multiple-Access for Massive MIMO, Proc. IEEE Vehicular Technology Conf. (VTC), Glasgow, Scotland, May 2015.
  50. C. Sun, X. Gao, S. Jin and M. Matthaiou, Beam Division Multiple Access Transmission for Massive MIMO Communications, IEEE Transactions on Communication, Vol. 63, no. 6, pp. 2170 - 2184, April 2015, published.
  51. Z. Zhang, X. Wang, K. Long and A. V. Vasilakos, Large-scale MIMO-based wireless backhaul in 5G networks, IEEE Communications Society, Vol. 22, no. 5, pp. 58 - 66, October 2015, published.
  52. T. Bogale and L. B. Le, Massive MIMO and mmWave for 5G wireless HetNet: Potentials and challenges, IEEE Vehicular Technology Magazine, to appear.
  53. L. Zhao, X. Wang, and K. Zhengu, Hybrid Information and Energy Transfer with Massive MIMO,IEEE Transactions on Wireless Communications, October 2015.
  54. M. Feng, S. Mao, Harvest the potential of massive MIMO with multi-layer technologies, January 2016.
  55. S. Yang, C. Zhou, T. Lv, L. Hanzo, Large-Scale MIMOs are Capable of Eliminating Power-Thirsty Channel Coding for Wireless Transmission of HEVC/H.265 Video, January 2016, submitted.
  56. O. Y. Bursalioglu, C. Wang, H. Papadopoulos, G. Caire, RRH based Massive MIMO with "on the Fly" Pilot Contamination Control, January 2016, submitted.
  57. E. G. Larsson, H. V. Poor, Joint Beamforming and Broadcasting in Massive MIMO, February 2016, submitted.
  58. T. Lv, F. Tan, H. Gao, S. Yang, A beamspace approach for 2-D localization of incoherently distributed sources in massive MIMO systems , Signal Processing, Vol. 121, pp. 30–45, April 2016.
  59. M. Hanif, H.-C. Yang, G. Boudreau, E. Sich, and H. Seyedmehdi, Low complexity antenna subset selection for massive MIMO systems with multi-cell cooperation, in Proc. IEEE Globecom Workshops, Dec. 2015.
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Capacity and fundamental aspects of large-scale MIMO systems

  1. Z. Gao, L. Dai, C. Yuen, Z. Wang, Asymptotic Orthogonality Analysis of Time-Domain Sparse Massive MIMO Channels, IEEE Communications Letters, Volume:19 Issue:10, Oct. 2015.
  2. T. L. Marzetta, Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas, IEEE Trans. Wireless Communications, vol. 9, no. 11, pp. 3590-3600, Nov. 2010.
  3. 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, April 2013.
  4. A. Pitarokoilis, S. K. Mohammed, and E. G. Larsson, On the Optimality of Single-Carrier Transmission in Large-Scale Antenna Systems, IEEE Wireless Commun. Lett., vol. 1, no. 4, pp. 276-279, Aug. 2012.
  5. J. Hoydis, S. ten Brink, and M. Debbah, Massive MIMO in the UL/DL of Cellular Networks: How Many Antennas Do We Need?, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 160-171, Feb. 2013.
  6. R. R. Muller, L. Cottatellucci, and M. Vehkapera, Blind Pilot Decontamination, IEEE Journal of Selected Topics in Signal Processing on Signal Processing for Large-Scale MIMO Communications, 2013, submitted.
  7. H. Huh, G. Caire, H. C. Papadopoulos, and S. A. Ramprashad, Achieving "Massive MIMO" Spectral Efficiency with a Not-so-Large Number of Antennas. IEEE Trans. Wireless Communications, vol. 11, no. 9, pp. 3226-3239, Sept. 2012.
  8. H. Yang and T. L. Marzetta, Performance of Conjugate and Zero-Forcing Beamforming in Large-Scale Antenna Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 172-179, Feb. 2013.
  9. A. Ozgur, O. Leveque, and D. Tse, Spatial Degrees of Freedom of Large Distributed MIMO Systems and Wireless Ad Hoc Networks, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 202-214, Feb. 2013.
  10. J. Jose, A. Ashikhmin, T. L. Marzetta, and S. Vishwanath, Pilot Contamination and Precoding in Multi-cell TDD Systems, IEEE Trans. Wireless Commun., vol. 10, no.8, pp. 2640-2651, Aug. 2011.
  11. A. Farhang, N. Marchetti, L. E. Doyle, B. Farhang-Boroujeny, Filter Bank Multicarrier for Massive MIMO.
  12. C. Masouros and M. Matthaiou, Space-Constrained Massive MIMO: Hitting the Wall of Favorable Propagation, March 2015, submitted.
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Aspects of CSI acquisition

  1. H. Q. Ngo and E. G. Larsson, No downlink pilots are needed in Massive MIMO, IEEE Transactions on Communications, 2016, to appear.
  2. M. Teeti, R. Wang, Y. Liu, and Q. Ni, "Pilot optimization in multicell massive MIMO", in Proc. IEEE International Conference on Communication Systems (ICCS), Shenzhen, Dec. 2016
  3. J. C. Marinello, T. Abrão, Pilot distribution optimization in multi-cellular large scale MIMO systems, International Journal of Electronics and Communications, Vol. 70, No. 8, pp. 1094–1103, Aug. 2016.
  4. Y. Han and J. Lee, Uplink pilot design for multi-cell massive MIMO networks, Commun. Lett., 2016, to appear.
  5. Y. Han, W. Shin, and J. Lee, Projection-based differential feedback for FDD massive MIMO systems, IEEE Trans. Veh. Techno., 2016, to appear.
  6. A. Zaib, M. Masood, A. Ali, W. Xu, T. Y. Al-Naffouri, Distributed Channel Estimation and Pilot Contamination Analysis for Massive MIMO-OFDM Systems, July 2015, submitted.
  7. E. de Carvalho, E. Bjornson, E. G. Larsson, P. Popovski, Random Access for Massive MIMO Systems with Intra-Cell Pilot Contamination, September 2015, submitted.
  8. X, Zhu, L. Dai, Z. Wang, Graph Coloring Based Pilot Allocation to Mitigate Pilot Contamination for Multi-Cell Massive MIMO Systems, IEEE Communications Letters, Volume:19 Issue:10, Oct. 2015.
  9. L. Byungju, J. Choi ; J. Seol ; D. J. Love, Antenna Grouping Based Feedback Compression for FDD-Based Massive MIMO Systems, IEEE Transaction on Communications, Volume:63 Issue:9, Sept. 2015.
  10. J.K. Tugnait, Self-Contamination for Detection of Pilot Contamination Attack in Multiple Antenna Systems, IEEE Wireless Communications Letters, Volume:4, Issue: 5, Oct. 2015.
  11. H. Q. Ngo and E. G. Larsson, EVD-Based Channel Estimations for Multicell Multiuser MIMO with Very Large Antenna Arrays, IEEE Int'l Conf. on Acoustics, Speed and Signal Processing (ICASSP), Kyoto, Japan, Mar. 2012.
  12. H. Q. Ngo, E. G. Larsson, and T. L. Marzetta, Massive MU-MIMO Downlink TDD Systems with Linear Precoding and Downlink Pilots, in Proc. Allerton Conference on Communication, Control, and Computing, Urbana-Champaign, Illinois, Oct. 2013.
  13. J. Choi, Z. Chance, D. J. Love, U. Madhow, Noncoherent Trellis Coded Quantization: A Practical Limited Feedback Technique for Massive MIMO Systems.
  14. J. Choi, D. J. Love, and P. Bidigare, Downlink Training Techniques for FDD Massive MIMO Systems: Open-Loop and Closed-Loop Training with Memory, IEEE Journal of Selected Topics in Signal Processing on Signal Processing for Large-Scale MIMO Communications, 2013, submitted.
  15. F. Fernandes, A. Ashikhmin, and T. L. Marzetta, Inter-Cell Interference in Noncooperative TDD Large Scale Antenna Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 192-201, Feb. 2013.
  16. K. T. Truong and R. W. Heath, Jr., Effects of Channel Aging in Massive MIMO Systems, Journal of Communications and Networks, Special Issue on Massive MIMO, vol. 15, no. 4, pp. 338-351, Aug. 2013.
  17. C. Knievel and P. A. Hoeher, On Particle Swarm Optimization for MIMO Channel Estimation, Journal of Electrical and Computer Engineering, vol. 2012, Article ID 614384, 10 pages, 2012.
  18. C. Knievel, M. Noemm, and P. A. Hoeher, Low Complexity Receiver for Large-MIMO Space Time Coded Systems, in Proc. IEEE VTC-Fall'2011, Sept. 2011.
  19. H. Yin, D. Gesbert, M. Filippou, and Y. Liu, A Coordinated Approach to Channel Estimation in Large-scale Multiple-antenna Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 264-273, Feb. 2013.
  20. Ping-Heng Kuo, H. T. Kung, and Pang-An Ting, Compressive Sensing Based Channel Feedback Protocols for Spatially-Correlated Massive Antenna Arrays, in Proc. IEEE Wireless Communications and Networking Conference (WCNC 2012), Apr. 2012.
  21. L. Dai, Z. Wang, and Z. Yang, Spectrally Efficient Time-Frequency Training OFDM for Mobile Large-Scale MIMO Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 251-263, Feb. 2013.
  22. J. Nam, J-Y. Ahn, A. Adhikary, G. Caire, Joint Spatial Division and Multiplexing: Realizing Massive MIMO Gains with Limited Channel State Information, in Proc. Conference on Information Sciences and Systems, 2012.
  23. A. Schenk and R. F. H. Fischer, Noncoherent Detection in Massive MIMO Systems, in Proc. International ITG Workshop on Smart Antennas (WSA 2013), Stuttgart, Germany, March 2013.
  24. A. J. Duly, T. Kim, D. J. Love, J. V. Krogmeier,Closed-Loop Beam Alignment for Massive MIMO Channel Estimation, IEEE Commun. Lett., Aug. 2013, submitted.
  25. S. Nguyen and A. Ghrayeb, Precoding for multicell MIMO systems with compressive rank-q channel approximation, in Proc. IEEE PIMRC, London, UK, Sept. 2013.
  26. S. Nguyen and A. Ghrayeb,Compressive sensing-based channel estimation for massive multiuser MIMO systems, in Proc. IEEE WCNC, Shanghai, China, April 2013.
  27. S. Noh, M. D. Zoltowski, Y. Sung, and D. J. Love, Optimal Pilot Beam Pattern Design for Massive MIMO Systems, in Proc. IEEE Asilomar, Pacific Grove, CA, Nov. 2013.
  28. S. Noh, M. D. Zoltowski, Y. Sung, and D. J. Love, Pilot Beam Pattern Design for Channel Estimation in Massive MIMO Systems, J. Sel. Topics Signal Process., 2013, submitted.
  29. N. Shariati, E. Bjornson, M. Bengtsson, and M. Debbah, Low Complexity Polynomial Channel Estimation in Large Scale MIMO with Arbitrary Statistics, J. Sel. Topics Signal Process., 2013, submitted.
  30. T. E. Bogale and L. B. Le, Pilot Optimization and Channel Estimation for Multiuser Massive MIMO Systems, in Proc. CISS 2014.
  31. A. Hu, T. Lv, H. Gao, Z. Zhang, and S. Yang, An ESPRIT-based approach for 2-D localization of incoherently distributed sources in massive MIMO systems, IEEE Journal of Selected Topics in Signal Processing, to appear.
  32. K. T. Truong, A. Lozano, and R. W. Heath Jr., Optimal Training in Continuous Flat-Fading Massive MIMO Systems, in Proc. European Wireless Conference, pp. 1-6, May 2014, Barcelona.
  33. J. Ma and L. Ping, Data-Aided Channel Estimation in Large Antenna Systems, IEEE Trans. Signal Processing, 2014, to appear.
  34. J. So, D. Kim, Y. Lee, and Y. Sung, Pilot signal design for massive MIMO systems: A received signal-to-noise-ratio-based approach, submitted to IEEE Signal Processing Letters, Jun. 2014.
  35. A. Farhang, A. Aminjavaheri, N. Marchetti, L. Doyle, B. Farhang-Boroujeny, Decontamination in CMT-based Massive MIMO Networks, International Symposium on Wireless Communication Systems, to appear, 2014.
  36. Z. Gao, L. Dai, and Z. Wang, Structured compressive sensing based superimposed pilot design in downlink large-scale MIMO systems, Electronics Letters, Vol. 50, No. 12, pp. 896-898, June 5, 2014.
  37. Z. Gao, L. Dai, Z. Lu, C. Yuen, and Z. Wang, Super-Resolution Sparse MIMO-OFDM Channel Estimation Based on Spatial and Temporal Correlations, IEEE Communications Letters, Vol. 18, No. 7, pp. 1266-1269, July 2014.
  38. Mudassir Masood, Laila H. Afify and Tareq Y. Al-Naffouri, Efficient Coordinated Recovery of Sparse Channels in Massive MIMO.
  39. Z. Gao, C. Zhang, C. Dai, Q. Han, Spectrum-efficiency parametric channel estimation scheme for massive MIMO systems, IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), published, 2014.
  40. Mudassir Masood, Laila H. Afify, and Tareq Y. Al-Naffouri, Efficient Coordinated Recovery of Sparse Channels in Massive MIMO, IEEE Transactions on Signal Processing, published, 2014.
  41. D. Neumann, M. Joham and W. Utschick, Channel Estimation in Massive MIMO Systems,  March 2015, submitted.
  42. C. K. Wen, S. Jin, K. K. Wong and J. C. Chen, Channel Estimation for Massive MIMO Using Gaussian-Mixture Bayesian Learning,  IEEE Transactions on Signal Processing, Vol. 63, No. 3, published, Dec 2014.
  43. T. X. Vu, T. A. Vu and T. Q. S. Quek, Successive Pilot Contamination Elimination in Multiantenna Multicell Networks,  IEEE Wireless Communications Letters, Vol. 3, No. 6, published, Oct 2014.
  44. M. Masood, L. H. Afify and T. Y. Al-Naffouri, Efficient Coordinated Recovery of Sparse Channels in Massive MIMO,  IEEE Transactions on Signal Processing, Vol. 63, No. 1, published, Nov 2014.
  45. S. K. Mohammed, Impact of Transceiver Power Consumption on the Energy Efficiency of Zero-Forcing Detector in Massive MIMO Systems,  IEEE Transactions on Communications, Vol. 62, No. 11, published, Oct 2014.
  46. B. Lee, J. Choi, J. Seol, D. J. Love and B. Shim, Antenna Grouping based Feedback Compression for FDD-based Massive MIMO Systems,  IEEE Transactions on Communications, submitted, Aug 2014.
  47. C. K. Wen, S. Jin, K. K. Wong, C. J. Wang and G. Wu, Joint Channel-and-Data Estimation for Large-MIMO Systems with Low-Precision ADCs,  submitted, Jan 2015.
  48. L. You, X. Gao, X. G. Xia, N. Ma and Y. Peng, Pilot Reuse for Massive MIMO Transmission over Spatially Correlated Rayleigh Fading Channels,  IEEE Transactions on Wireless Communication, accepted, Feb 2015.
  49. H. Q. Ngo, E. G. Larsson and T. L. Marzetta, Aspects of Favorable Propagation in Massive MIMO,  submitted, Mar 2015.
  50. H. Q. Ngo and E. G. Larsson, Blind Estimation of Effective Downlink Channel Gains in Massive MIMO,  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2015, submitted, Mar 2015.
  51. D. C. Araújo, A. L. F. de Almeida, J. Axnäs and J. C. M. Mota, Channel Estimation For Millimeter-Wave Very-Large MIMO Systems,  EUSPICO 2014, in proceedings.
  52. L. You, X. Gao, X. G. Xia and N. Ma, Massive MIMO transmission with pilot reuse in single cell,  IEEE International Conference Communications (ICC), published, June 2014.
  53. M. Teeti, J. Sun, D. Gesbert and Y. Liu, The Impact of Physical Channel on Performance of Subspace-Based Channel Estimation in Massive MIMO Systems,  submitted, April 2015.
  54. S. Mukherjee and S. K. Mohammed, Low-Complexity CFO Estimation for Multi-User Massive MIMO Systems,  submitted, April 2015.
  55. C. Qi, Uplink channel estimation for massive MIMO systems exploring joint channel sparsity,  Electronics Letters, Vol. 50, No. 23, issued, Nov 2014.
  56. W. Shen, L. Dai, Z. Gao and Z. Wang, Spatially correlated channel estimation based on block iterative support detection for massive MIMO systems,  Electronics Letters, Vol. 51, No. 7, published, Apr 2015.
  57. X. Zhu, Z. wangWang, L. Dai and C. Qian, Smart Pilot Assignment for Massive MIMO,  IEEE Communications Letters, Vol. PP, No. 99, published, Mar 2015.
  58. J.-C. Shen, J. Zhang, K.-C. Chen and K. B. Letaief, High-Dimensional CSI Acquisition in Massive MIMO: Sparsity-Inspired Approaches,  submitted, May 2015.
  59. J. H. Sørensen, E. de Carvalho, Pilot decontamination through pilot sequence hopping in massive MIMO systems,  in Proc. IEEE Global Communications Conf. (GLOBECOM), Austin, TX, USA, December 2014.
  60. J. Lee and S. Lee, A Compressed Analog Feedback Strategy for Spatially Correlated Massive MIMO Systems,  in Proc. IEEE Vehicular Technology Conference (VTC), Quebec, Cananda, Sep. 2012.
  61. G. Fodor, P. Di Marco and M.Telek, On the Impact of Antenna Correlation on the Pilot-Data Balance in Multiple Antenna Systems,  in IEEE International Conference on Communications (ICC), pp. 4193-4199, London, UK, June 2015.
  62. V. Saxena, G. Fodor, E. Karipidis, Mitigating Pilot Contamination by Pilot Reuse and Power Control Schemes for Massive MIMO Systems,  in IEEE VTC Spring, Glasgow, Scotland, May 2015.
  63. G. Fodor, P. Di Marco and M. Telek, Analysis of Block and Comb Type Channel Estimation for Massive MIMO Systems,  First International Conference on 5G for Ubiquitous Connectivity, Levi, Finland, November 2014.
  64. T. E. Bogale, L. B. Le, X. Wang and L. Vandendorpe, Pilot Contamination Mitigation for Wideband Massive MMO, IEEE Global Communications Conference (GLOBECOM), San Diego, USA, December 2015, to appear.
  65. A. Zaib, M. Masood, A. Ali, W. Xu, T. Y. Al-Naffouri, Distributed channel estimation and pilot contamination analysis for massive MIMO-OFDM systems, July 2015, submitted.
  66. Z. Gao, L. Dai, Z. Wang and S. Chen, Spatially common sparsity based adaptive channel estimation and feedback for FDD massive MIMO, IEEE Transactions on Signal Processing, vol. 63, no. 23, pp. 6169-6183, Dec. 2015.
  67. T. Bogale, L. B. Le and X. Wang, Hybrid analog-digital channel estimation and beamforming: Training-throughput tradeoff, IEEE Transactions on Communications, to appear.
  68. H. Xie, F. Gao, S. Zhang and S. Jin, A Simple DFT-aided Spatial Basis Expansion Model and Channel Estimation Strategy for Massive MIMO Systems, submitted, November 2015.
  69. L. You, X. Gao, A. L. Swindlehurst, and W. Zhong, Channel Acquisition for Massive MIMO-OFDM with Adjustable Phase Shift Pilots, IEEE Transactions on Signal Processing, Nov. 2015.
  70. D. Hu, L. He, X. Wang, Semi-Blind Pilot Decontamination for Massive MIMO Systems,  in IEEE Transactions on Wireless Communications, Vol. 15, Issue 1, September 2015, published.
  71. B. Tomasi and M. Guillaud, Pilot Length Optimization for Spatially Correlated Multi-User MIMO Channel Estimations,  Asilomar Conference on Signals, Systems, and Computer, Parific Grove, CA, Nov. 2015.
  72. S. Noh, M.D. Zoltowski, D.J. Love, Training Sequence Design for Feedback Assisted Hybrid Beamforming in Massive MIMO Systems,  IEEE Transactions on Communications, vol. 64, no. 1, pp. 187-200, November 2015, published.
  73. A. Decurninge, M. Guillaud, D. Slock, Channel Covariance Estimation in Massive MIMO Frequency Division Duplex Systems, Proceedings of IEEE Global Communications Conference (GLOBECOM), Workshop on Massive MIMO: From theory to practice, San Diego, California, USA, December 2015.
  74. M. N. Khormuji, Pilot-Decontamination in Massive MIMO Systems via Network Pilot–Data Alignment, IEEE International Conference Communications (ICC), May 2016.
  75. H. Yin, L. Cottatellucci, D. Gesbert, R. R. Müller and G. He, Robust Pilot Decontamination Based on Joint Angle and Power Domain Discrimination, Transactions on Signal Processing, vol. 64, no. 11, pp. 2990-3003, Feb, 2016.
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Detection algorithms

  1. M. Mandloi, M. A. Hussain, and V. Bhatia, Improved multiple feedback successive interference cancellation algorithms for near-optimal MIMO detection, IET Communications, Sept. 2016.
  2. . Mandloi and V. Bhatia, Low-Complexity Near-Optimal Iterative Sequential Detection for Uplink Massive MIMO systems, Communications Letters, Dec. 2016, to appear.
  3. J. C. D. L. Ducoing, N. Yi, Y. Ma, and R. Tafazolli, Using real constellations in fully- and over-loaded large MU-MIMO systems with simple detection, IEEE Wireless Communication Letters, vol. 5, no. 1, pp. 92–95, Feb. 2016.
  4. K. Wang and Z. Ding, Robust receiver design based on FEC code diversity in pilot-contaminated multi-user massive MIMO systems, Proc. 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), March 2016.
  5. R. Ghods, Ch. Jeon, A. Maleki, Ch. Studer, Optimal Large-MIMO Data Detection with Transmit Impairments, Proc. of the 53rd Annual Allerton Conference on Communication, Control, and Computing, Oct. 2015.
  6. Ch. Jeon, R. Ghods, A. Maleki, Ch. Studer, Optimality of Large MIMO Detection via Approximate Message Passing, Proc. IEEE International Symposium on Information Theory, pp 1227-1231, Jun. 2015.
  7. A. J. Al-Askery, Ch. C. Tsimenidis, S. Boussakta, Fixed-Point Arithmetic Detectors For Massive Mimo-OFDM Systems, School of Electrical and Electronic Engineering, Newcastle University, UK, Oct. 2015.
  8. A. Al-Askery, C. C. Tsimenidis, S. Boussakta, J. A. Chambers, Improved coded massive MIMO OFDM detection using LLRs derived from complex ratio distributions, IEEE CAMAD 2015.
  9. P. Svac, F. Meyer, E. Riegler, and F. Hlawatsch, Soft-Heuristic Detectors for Large MIMO SystemsSoft-Heuristic Detectors for Large MIMO Systems, IEEE Trans. Signal Processing, vol.61, No.18, pp.4573-4586, Sept. 2013.
  10. K. V. Vardhan, S. K. Mohammed, A. Chockalingam, and B. S. Rajan, A Low-Complexity Detector for Large MIMO Systems and Multicarrier CDMA Systems, IEEE J. Sel. Areas Commun., vol. 26, no. 3, pp. 473-485, Apr. 2008.
  11. Tanumay Datta, N. Ashok Kumar, A. Chockalingam, and B. Sundar Rajan, A Novel Monte Carlo Sampling Based Receiver for Large-Scale Uplink Multiuser MIMO Systems, IEEE Trans. Veh. Technol., vol. 62, no. 7, pp. 3019-3038, Sept. 2013.
  12. P. Li and R. D. Murch, Multiple Output Selection-LAS Algorithm in Large MIMO Systems, IEEE Commun. Lett., vol. 14, no. 5, pp. 399-401, May 2010.
  13. N. Srinidhi, T. Datta, A. Chockalingam, and B. S. Rajan, Layered Tabu Search Algorithm for Large-MIMO Detection and a Lower Bound on ML Performance, IEEE Trans. Commun., vol. 59, no. 11, pp. 2955-2963, Nov. 2011.
  14. T. Datta, N. Srinidhi, A. Chockalingam, and B. S. Rajan, Random-Restart Reactive Tabu Search Algorithm for Detection in Large-MIMO Systems, IEEE Commun. Letters, vol. 14, no.12, pp. 1107-1109, Dec. 2010.
  15. A. Kumar, S. Chandrasekaran, A. Chockalingam, and B. S. Rajan, Near-Optimal Large-MIMO Detection Using Randomized MCMC and Randomized Search Algorithms, in Proc. IEEE International Conference on Communications (ICC), Kyoto, Japan, Jun. 2011.
  16. T. Datta, N. Srinidhi, A. Chockalingam, and B. Sundar Rajan, A Hybrid RTS-BP Algorithm for Improved Detection of Large-MIMO M-QAM Signals, in Proc. IEEE National Conference on Communication, 2011.
  17. A. Chockalingam, Low-Complexity Algorithms for Large-MIMO Detection, in Proc. Communications, Control and Signal Processing (ISCCSP), 2010.
  18. Y.-C. Liang, S. Sun and C. Ho, Block-iterative Generalized Decision Feedback Equalizers (BI-GDFE) for Large MIMO Systems: Algorithm Design and Asymptotic Performance Analysis, IEEE Trans. Signal Processing, vol.54, No.6, pp.2035-2048, June 2006.
  19. Y.-C. Liang, E.Y. Cheu, L. Bai and G. Pan, On the Relationship Between MMSE-SIC and BI-GDFE Receivers for Large Multiple-Input Multiple-Output Channels, IEEE Trans. Signal Processing, vol.56, No.8, pp.3627-3637, Aug. 2008.
  20. P. Suthisopapan, K. Kasai, V. Imtawil, and A. Meesomboon, Approaching Capacity of Large MIMO Systems by Non-Binary LDPC Codes and MMSE Detection, in Proc. of the IEEE International Symposium on Information Theory, 2012.
  21. M. Cirkic and E. G. Larsson, SUMIS: A Near-Optimal Soft-Ouput MIMO Detector at Low and Fixed Complexity, IEEE Trans. Signal Processing, submitted, 2012.
  22. Q. Zhou and X. Ma, Element-Based Lattice Reduction Algorithms for Large MIMO Detection, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 274-286, Feb. 2013.
  23. Q. Zhou and X. Ma, An Improved LR-aided K-Best Algorithm for MIMO Detection, in Proc. IEEE International Conference on Wireless Communications and Signal Processing (WCSP) 2012.
  24. T. L. Narasimhan and A. Chockalingam, M-ary Detection and q-ary Decoding in Large-Scale MIMO: A Non-Binary Belief Propagation Approach.
  25. K. A. Alnajjar, P. J. Smith, and G. K. Woodward, Low Complexity V-BLAST for Massive MIMO, in Proc. IEEE Conf. on Australian Communications Theory Workshop (AusCTW), Sydney, Australia, Feb. 2014.
  26. S. Wu, L. Kuang, Z. Ni, J. Lu, D. Huang, and Q. Guo, Low-Complexity Iterative Detection for Large-Scale Multiuser MIMO-OFDM Systems Using Approximate Message Passing, IEEE Journal of Selected Topics in Signal Processing, vol.PP, Mar. 2014.
  27. B. Yin, M. Wu, J. R. Cavallaro, C. Studer, Conjugate Gradient-based Soft-Output Detection and Precoding in Massive MIMO Systems.
  28. M. Wu, B. Yin, G. Wang, C. Dick, J. R. Cavallaro, and C. Studer, Large-Scale MIMO Detection for 3GPP LTE: Algorithm and FPGA Implementation, IEEE Journal of Selected Topics in Signal Processing, 2014.
  29. B. Yin, M. Wu, C. Studer, J. R. Cavallaro, and C. Dick, Implementation trade-offs for linear detection in large-scale MIMO systems, Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2013.
  30. M. Wu, B. Yin, A. Vosoughi, C. Studer, J. R. Cavallaro, and C. Dick, Approximate matrix inversion for high-throughput data detection in the large-scale MIMO uplink, IEEE International Symposium on Circuits and Systems (ISCAS), May 2013.
  31. B. Yin, M. Wu, G. Wang, C. Dick, J. R. Cavallaro, and C. Studer, A 3.8 Gb/s Large-scale MIMO Detector for 3GPP LTE-Advanced, Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2014.
  32. B. Hassibi, M. Hansen, A. G. Dimakis, H. A. J. Alshamary, and W. Xu, Optimized Markov Chain Monte Carlo for Signal Detection in MIMO Systems: An Analysis of the Stationary Distribution and Mixing Time, Signal Processing, Vol. 62, No. 17, Sept. 2014.
  33. Narasimhan T.L. and Chockalingam A., Channel Hardening-Exploiting Message Passing (CHEMP) Receiver in Large-Scale MIMO Systems, IEEE Journal of Selected Topics in Signal Processing, Vol. 8, No. 5, pp. 847-860, Oct. 2014.
  34. X. Dai, S. Sun and Y. Wang, Reduced-complexity performance-lossless (quasi-)maximum-likelihood detectors for S-QAM modulated MIMO systems,Electronics Letters, Vol. 49, No. 11, pp. 724-725, May 2013.
  35. X. Dai, R. Zou, S. Sun and Y. Wang, Reducing the Complexity of Quasi-ML Detectors for MIMO Systems Through Simplified Branch Metric and Accumulated Branch Metric Based Detection,Communications Letters, Vol. 17, No. 5, pp. 916-919, May 2013.
  36. X. Dai, R. Zou, J. An and X. Li Reducing the Complexity of Quasi-Maximum-Likelihood Detectors Through Companding for Coded MIMO Systems,IEEE Transactions on Vehicular Technology, Vol. 61, No. 3, pp. 1109-1123, March 2012.
  37. X. Dai, Z. Zhang, K. Long and S. Sun Unequal-Error-Correcting-Capability-Aware Iterative Receiver for (Parallel) Turbo-Coded Communications, IEEE Transactions on Vehicular Technology, Vol. 63, No. 7, pp. 3446-3451, September 2014.
  38. P. Torres, L. Charrua and A. Gusmao On Detection Issues in the SC-based Uplink of a MU-MIMO System with a Large Number of BS Antennas, February 2015.
  39. H. Alshamary, T. Al-Naffouri, A. Zaib, W. Xu Optimal non-coherent data detection for massive SIMO wireless systems: A polynomial complexity solution, November 2014.
  40. L. Dai, X. Gao, X. Su, S. Han, C.-L. I, Z. Wang Low-Complexity Soft-Output Signal Detection Based on Gauss-Seidel Method for Uplink Multi-User Large-Scale MIMO Systems, submitted November 2014.
  41. X. Gao, L. Dai, Y. Ma and Z. Wang Low-complexity near-optimal signal detection for uplink large-scale MIMO systems,Electronics Letters, Vol. 50, No. 18, pp. 1326-1328, August 2014.
  42. À. O. Martínez, E. De Carvalho, P. Popovski and G. F. Pedersen Energy detection using very large antenna array receivers, 48th Asilomar Conference on Signals, Systems, and Computers proceedings, pp.5, published 2014.
  43. A. K. Sah and A. K. Chaturvedi, Reduced Neighborhood Search Algorithms for Low Complexity Detection in MIMO Systems, in Proc. IEEE Global Communications Conference (GLOBECOM), San Diego, California, USA, Dec. 2015.
  44. G. Fodor, P. D. Marco, and M. Telek, On Minimizing the MSE in the Presence of Channel State Information Errors, IEEE Communications Letters, vol. 19, no. 9, pp. 1604-1607, Sept. 2015.
  45. F. Rosario, F.A. Monteiro and A. Rodrigues,  Fast Matrix Inversion Updates for Massive MIMO Detection and Precoding, IEEE Signal Processing Letters, vol. 23, no. 1, pp. 75-79, Jan. 2016.
  46. A. Elghariani and M. Zoltowski,  Low Complexity Detection Algorithms in Large-Scale MIMO Systems, IEEE Transactions on Wireless Communications, Oct. 2015.
  47. X. Dai, K. Higuchi, Z. Zhang, K. Long, X. Jin, X. Li, and W. Ma, Enhancing the Performance of the Quasi-ML Receiver (Detector Plus Decoder) for Coded MIMO Systems Via Statistical Information, IEEE Transactions on Vehicular Technology, vol. 65, no. 5, pp. 3765-3771, May 2016.
  48. K. Li, B. Yin, M. Wu, J. R. Cavallaro, and C. Studer, Accelerating Massive MIMO Uplink Detection on GPU for SDR Systems, IEEE Dallas Circuits and Systems Conference, Oct. 2015
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Downlink precoding algorithms

  1. A. Alkhateeb, G. Leus, R. W. Heath Jr., Multi-Layer Precoding: A Potential Solution for Full-Dimensional Massive MIMO Systems, IEEE Transactions on Wireless Communications, Oct. 2016, submitted.
  2. N. Doose and P. A. Hoeher, On EIRP control in downlink precoding for massive MIMO arrays, in Proc. International ITG Workshop on Smart Antennas (WSA), Munich, Mar. 2016.
  3. J. Zhu, N. Wang, V. K. Bhargava, Per-Antenna Constant Envelope Precoding for Secure Transmission in Large-Scale MISO Systems, 2015 IEEE/CIC International Conference on Communications in China (ICCC), Oct. 2015.
  4. H. Prabhu, F. Rusek, J. N. Rodrigues, O. Edfors, High Throughput Constant Envelope Pre-coder for Massive MIMO Systems, Department of Electrical and Information Technology, Lund University, Sweden, 2015.
  5. S. K. Mohammed and E. G. Larsson, Per-antenna Constant Envelope Precoding for Large Multi-User MIMO Systems, IEEE Trans. Commun., vol. 61, no. 3, pp. 1059-1071, Mar. 2013.
  6. S. K. Mohammed and E. G. Larsson, Single-User Beamforming in Large-Scale MISO Systems with Per-Antenna Constant-Envelope Constraints: The Doughnut Channel, IEEE Trans. Wireless Commun., vol. 11, no. 11, pp. 3992-4005, Nov. 2012.
  7. S. K. Mohammed and E. G. Larsson, Constant-Envelope Multi-User Precoding for Frequency-Selective Massive MIMO Systems, IEEE Wireless Commun. Lett., vol. 2, no. 5, pp. 547-550, Oct. 2013.
  8. C. Studer and E. G. Larsson, PAR-Aware Large-Scale Multi-User MIMO-OFDM Downlink, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 303-313, Feb. 2013.
  9. S. K. Mohammed, A. Chockalingam, and B. Sundar Rajan, A Low-Complexity Precoder for Large Multiuser MISO Systems, Proc. IEEE Vehicular Technology Conference (VTC' 2008), Singapore, May 2008.
  10. O. N. Alrabadi, E. Tsakalaki, H. Huang, and G. F. Pedersen, Beamforming via Large and Dense Antenna Arrays above a Clutter, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 314-325, Feb. 2013.
  11. H. C. Papadopoulos, G. Caire, and S. A. Ramprashad, Achieving Large Spectral Efficiencies from MU-MIMO with Tens of Antennas: Location-Adaptive TDD MU-MIMO Design and User Scheduling, in Proc. IEEE Asilomar Conf. on Signals, Systems, and Computers (ACSSC), Pacific Grove, CA, Nov. 2010.
  12. R. Aggarwal, C. E. Koksal, and P. Schniter, On the Design of Large Scale Wireless Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 215-225, Feb. 2013.
  13. G. Guthy, W. Utschick, and M.L. Honig, Large System Analysis of the Successive Encoding Successive Allocation Method for the MIMO BC, in Proc. of the International ITG Workshop on Smart Antennas, Bremen, Germany, Feb. 2010.
  14. R. Zakhour and S. Hanly, Min-Max Fair Coordinated Beamforming via Large Systems Analysis, in Proc. of the IEEE International Symposium on Information Theory, St. Petersburg, July 2011.
  15. C. Artigue, P. Loubaton, On the Precoder Design of Flat Fading MIMO Systems Equipped with MMSE Receivers: A Large System Approach, IEEE Trans. Inform. Theory, vol. 57, no. 7, pp. 4138-4155, July 2011.
  16. B. Zaidel, R. Muller, A. Moustakas, and R. de Miguel, Vector Precoding for Gaussian MIMO Broadcast Channels: Impact of Replica Symmetry Breaking, IEEE Trans. Inform. Theory, vol. 58, no. 3, pp. 1413-1440, Mar. 2012.
  17. R. Muller, D. Guo, and A. Moustakas, Vector Precoding for Wireless MIMO Systems and Its Replica Analysis, IEEE J. Sel. Areas Commun., vol. 26, no. 3, pp. 530-540, Apr. 2008.
  18. C. Lee, C-B. Chae, T. Kim, S. Choi, and J. Leez, Network Massive MIMO for Cell-Boundary Users: From a Precoding Normalization Perspective, IEEE Goblecom Workshops, 2012.
  19. M. Hong, R-Y. Sun, H. Baligh, Z-Q. Luo, Joint Base Station Clustering and Beamformer Design for Partial Coordinated Transmission in Heterogenous Networks, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 226-240, Feb. 2013.
  20. J. Zhang, X. Yuan, and L. Ping, Hermitian Precoding for Distributed MIMO Systems with Individual Channel State Information, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 241-251, Feb. 2013.
  21. A. Liu and V. Lau, Hierarchical Interference Mitigation for Large MIMO Cellular Networks, IEEE Trans. Signal Processing, submitted, 2013.
  22. J. Park and B. Clerckx, Multi-user Linear Precoding for Multi-polarized Massive MIMO System under Imperfect CSI.
  23. Y. Xu, G. Yue, N. Prasad, S. Rangarajan, and S. Mao, User grouping and scheduling for large scale MIMO systems with two-stage precoding, in Proc. IEEE ICC 2014, Sydney, Australia, June 2014.
  24. A. Muller, A. Kammoun, E. Bjornson, and M. Debbah, Linear Precoding Based on Truncated Polynomial Expansion—Part I: Large-Scale Single-Cell Systems, IEEE Journal of Selected Topics in Signal Processing, submitted, 2014.
  25. A. Kammoun, A. Muller, E. Bjornson, and M. Debbah, Linear Precoding Based on Truncated Polynomial Expansion—Part II: Large-Scale Multi-Cell Systems, IEEE Journal of Selected Topics in Signal Processing, submitted, 2014.
  26. H. Prabhu, O. Edfors, J. Rodrigues, L. Liu, F. Rusek, Hardware Efficient Approximative Matrix Inversion for Linear Pre-Coding in Massive MIMO, IEEE International Symposium on Circuits and Systems (ISCAS), Melbourne, Australia, July 2014.
  27. H. Prabhu, O. Edfors, J. Rodrigues, L. Liu, F. Rusek, A low-complex peak-to-average power reduction scheme for OFDM based massive MIMO systems, IEEE International Symposium on communications, control and signal processing, Athens, Greece, May 2014.
  28. H. Prabhu, O. Edfors, J. Rodrigues, L. Liu, F. Rusek, Approximative Matrix Inverse Computations for Very-large MIMO and Applications to Linear Pre-coding Systems, in Proc. Wireless Communications and Networking Conference (WCNC), Shanghai, China, April 2013.
  29. S. Zarei, W. Gerstacker, R. R. Muller, and R. Schober, Low-Complexity Linear Precoding for Downlink Large-Scale MIMO Systems, in Proc. IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Sept. 2013.
  30. T. E. Bogale and L. B. Le, Beamforming for Multiuser Massive MIMO Systems: Digital versus Hybrid Analog-Digital, in Proc. IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Sept. 2013.
  31. A. Liu and V. K.N. Lau, Hierarchical Interference Mitigation for Massive MIMO Cellular Networks, IEEE Trans. Signal Processing, Vol. 62, no. 18, pp. 4786 - 4797, Sept 15, 2014.
  32. A. Liu and V. K.N. Lau, Phase Only RF Precoding for Massive MIMO Systems With Limited RF Chains, IEEE Trans. Signal Processing, Vol. 62, no. 17, pp. 4505-4515, Sept 1, 2014.
  33. Jiaxian Pan and Wing-Kin Ma, Constant Envelope Precoding for Single-User Large-Scale MISO Channels: Efficient Precoding and Optimal Designs, IEEE Journal of Selected Topics in Signal Processing, Vol. 8, no. 5, pp. 982-995, Oct. 2014.
  34. Ahmed Alkhateeb, Geert Leus, and Robert W. Heath Jr, Limited Feedback Hybrid Precoding for Multi-User Millimeter Wave Systems, IEEE Transactions on Wireless Communications, submitted, 2014.
  35. Khaled M. Humadi, Ahmed Iyanda Sulyman, and Abdulhameed Alsanie, Spatial Modulation Concept for Massive Multiuser MIMO Systems.
  36. Y. Wu, C. Wen, C. Xiao, X. Gao and R. Schober Linear MIMO Precoding in Jointly-Correlated Fading Multiple Access Channels with Finite Alphabet Signaling.
  37. Ahmed Alkhateeb, Geert Leus, Robert W. Heath Jr. Multi-Layer Precoding for Full-Dimensional Massive MIMO Systems, in Proc. of Asilomar Conference on Signals, Systems and Computers, Pacific Grove, CA, Nov. 2014.
  38. Jiang Jing and Xu Zheng, A Downlink Max-SINR Precoding for Massive MIMO System, International Journal of Future Generation Communication and Networking, Vol.7, No 3, 201.
  39. J. Choi, Multiuser Precoding With Limited Cooperation for Large-Scale MIMO Multicell Downlink, IEEE Trans. Wireless Communication, Vol. 14, no. 3, pp. 1295 - 1308, Oct 29, 2014.
  40. L. Liang, W. Xu, X. Dong, Low-Complexity Hybrid Precoding in Massive Multiuser MIMO Systems, IEEE Trans. Wireless Communication Letters, Vol. 3, no. 6, pp. 653 - 656 , Oct 17, 2014.
  41. A. Ashikhmin, T. Marzetta, L. Li, Interference Reduction in Multi-Cell Massive MIMO Systems I: Large-Scale Fading Precoding and Decoding,  Nov 15, 2014.
  42. L. Li, A. Ashikhmin, T. Marzetta, Interference Reduction in Multi-Cell Massive MIMO Systems II: Downlink Analysis for a Finite Number of Antennas,  Nov 15, 2014.
  43. S. Zarei, W. Gerstacker, R. Schober, Low-Complexity Widely-Linear Precoding for Downlink Large-Scale MU-MISO Systems,  Feb 6, 2015.
  44. A. Liu, V. Lau, Two-Stage Subspace Constrained Precoding in Massive MIMO Cellular Systems,  Jan 20, 2015.
  45. J. Chen and V. K.N. Lau, Two-Tier Precoding for FDD Multi-Cell Massive MIMO Time-Varying Interference Networks, IEEE Journal on Selected Areas in Communications, Vol. 32, no. 6, pp. 1230-1238, June 2014.
  46. T. Bogale and L. B. Le, Beamforming for multiuser massive MIMO systems: Digital versus hybrid analog-digital, in Proc. IEEE Global Communications Conference (GLOBECOM), Austin, TX, Dec. 2014
  47. M. Dai, B. Clerckx, D. Gesbert, G. Caire, A Rate Splitting Strategy for Massive MIMO with Imperfect CSIT , in Proc. Submitted to IEEE Transactions on Wireless Communications, Dec. 2015
  48. R. C. de Lamare, Flexible Widely-Linear Multi-Branch Decision Feedback Detection Algorithms for Massive MIMO Systems , in Proc., Dec. 2015
  49. W. Ni, X. Dong, Hybrid Block Diagonalization for Massive Multiuser MIMO Systems, IEEE Transactions on Communications, vol. 64, no. 1, pp. 201-211, Nov. 2015, published.
  50. X. Meng, X. Gao, X. Xia, Omnidirectional Precoding Based Transmission in Massive MIMO Systems, IEEE Transactions on Communications, vol. 64, no. 1, pp. 174-186, Nov. 2015, published.
  51. F. Sohrabi, W. Yu, Hybrid Digital and Analog Beamforming Design for Large-Scale Antenna Arrays, Jan. 2016.
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Channel measurements and modeling

  1. G. Xiang, O. Edfors, F. Rusek, F. Tufvesson, Massive MIMO Performance Evaluation Based on Measured Propagation Data, IEEE Transactions on Wireless Communications, Volume:14 Issue:7, July 2015.
  2. X. Gao, O. Edfors, F. Rusek, and F. Tufvesson, Massive MIMO in real propagation environments, IEEE Trans. Wireless Commun., submitted.
  3. X. Gao, O. Edfors, F. Rusek, and F. Tufvesson, Linear Pre-Coding Performance in Measured Very-Large MIMO Channels, in Proc. IEEE Vehicular Technology Conf. (VTC), San Francisco, CA, US, Sept. 2011, pp. 1-5.
  4. J. Hoydis, C. Hoek, T. Wild, and S. ten Brink, Channel Measurements for Large Antenna Arrays, in Proc. IEEE International Symposium on Wireless Communication Systems (ISWCS), Paris, France, Aug. 2012.
  5. S. Payami and F. Tufvesson, Channel Measurements and Analysis for Very Large Array Systems At 2.6 GHz, in Proc. 6th European Conference on Antennas and Propagation, EuCAP 2012, Prague, Czech Republic, 2012-03-26.
  6. A. A. Glazunov, S. Prasad and P. Handel, Experimental Characterization of the Propagation Channel along a Very Large Virtual Array in a Reverberation Chamber, Progress In Electromagnetics Research B, Vol. 59, 205-217, 2014., published.
  7. S. Wu, C. Wang, H. Haas, E. Aggoune, A Non-Stationary Wideband Channel Model for Massive MIMO Communication Systems, IEEE Transactions Wireless Communication, Vol. 14, No. 3, pp. 1434 - 1446, October 2014.
  8. J. Flordelis, X. Gao, G. Dahman, F. Rusek, O. Edfors and F. Tufvesson, Spatial Separation of Closely-Spaced Users in Measured Massive Multi-User MIMO Channels, in Proc. IEEE International Conference on Communications (ICC), London, June 2015.
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Resource allocation

  1. R. Hamdi, E. Driouch, and W. Ajib, Resource Allocation in Downlink Large-Scale MIMO Systems, IEEE Access, Nov. 2016, to appear.
  2. P. Liu, S. Jin, T. Jiang, Q. Zhang, and M. Matthaiou, Pilot Power Allocation Through User Grouping in Multi-Cell Massive MIMO Systems, IEEE Transactions on Communications, Dec. 2016, to appear.
  3. M. M. Naghsh, M. Soltanalian, P. Stoica, M. Masjedi, and B. Ottersten, Rate optimization for massive MIMO relay networks: A minorization-maximization approach, Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), March 2016.
  4. M. M. A. Hossain, C. Cavdar, E. Björnson, R. Jäntti, Energy-Efficient Load-Adaptive Massive MIMO, School of Electrical Engineering, Aalto University, Finland, 2015.
  5. X.Gao, O.Edfors, F. Tufvesson, E. G. Larsson, Massive MIMO in Real Propagation Environments: Do All Antennas Contribute Equally?, IEEE Transactions on Communications, July 2015.
  6. H. V. Cheng, E. Björnson, E. G. Larsson, Uplink Pilot and Data Power Control for Single Cell Massive MIMO Systems with MRC, ISWCS 2015, Sept. 2015.
  7. E. Bjornson, E. Jorswieck, M. Debbah, B. Ottersten, Multi-Objective Signal Processing Optimization: The Way to Balance Conflicting Metrics in 5G Systems, Accepted for publication in IEEE Signal Processing Magazine (Special Issue on Signal Processing for the 5G Revolution), 2014.
  8. E. Bjornson, L. Sanguinetti, J. Hoydis, and M. Debbah, Designing Multi-User MIMO for Energy Efficiency: When is Massive MIMO the Answer?, IEEE Wireless Communications and Networking Conference (WCNC), Istanbul, Turkey, Apr. 2014, sumitted.
  9. D. W. K. Ng, E. S. Lo, and R. Schober, Energy-Efficient Resource Allocation in OFDMA Systems with Large Numbers of Base Station Antennas, IEEE Trans. Wireless Commun., accepted.
  10. Y. Huang, C. W. Tan, and B. D. Rao, Joint Beamforming and Power Control in Coordinated Multicell: Max-Min Duality, Effective Network and Large System Transition, IEEE Trans. Wireless Commun., 2013, accepted.
  11. Y. Huang, C. W. Tan and B. D. Rao, Large System Analysis of Power Minimization in Multiuser MISO Downlink with Transmit-side Channel Correlation, in Proc. International Symposium on Information Theory and its Applications (ISITA), Honolulu, HI, Oct. 2012.
  12. R. Zakhour and S. V. Hanly, Min-Max Power Allocation in Cellular Networks With Coordinated Beamforming, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 287-302, Feb. 2013.
  13. Y. Huang, C. W. Tan and B. D. Rao, Efficient SINR Fairness Algorithm for Large Distributed Multiple-Antenna Networks, in Proc. IEEE Int'l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, Canada, May 2013.
  14. A. L. Anderson and M. A. Jensen, Beamforming in large-scale MIMO multiuser links under a per-node power constraint, in Proc. International Symposium on Wireless Communication Systems (ISWCS), Paris, France, Aug. 2012.
  15. Le-Nam Tran, Muhammad-Fainan Hanif, and Markku Juntti, A Conic Quadratic Programming Approach to Physical Layer Multicasting for Large-Scale Antenna Arrays, IEEE Signal Process. Lett., vol. 21, no. 1, pp. 114-117, Jan. 2014. [Matlab Code]
  16. Gkizeli M., and Karystinos G.N., Maximum-SNR Antenna Selection Among a Large Number of Transmit Antennas, IEEE Journal of Selected Topics in Signal Processing, vol. 8, no. 5, pp. 891-901, Oct. 2014
  17. S. Lu and Z. Wang Achievable Rates and Training Optimization for Uplink Multiuser Massive MIMO Systems, IEEE Transactions on Communications, submitted.
  18. H. Q. Ngo, M. Matthaiou, E. Larsson, Massive MIMO With Optimal Power and Training Duration Allocation, IEEE Wireless Communications Letters, Vol. 3, No. 6, pp. 605 - 608 , September 2014.
  19. D. Christopoulos, S. Chatzinotas, B. Ottersten, Multicast Multigroup Beamforming for Per-antenna Power Constrained Large-scale Arrays, Mar 2015.
  20. E. Björnson, L. Sanguinetti and M. Kountouris, Deploying Dense Networks for Maximal Energy Efficiency: Small Cells Meet Massive MIMO, in IEEE Journal on Selected Areas in Communications, April 2015.
  21. X. Li, E. Björnson, E. G. Larsson, S. Zhou and J. Wang, Massive MIMO with Multi-cell MMSE Processing: Exploiting All Pilots for Interference Suppression, in IEEE Trans. Wireless Communication, 2015.
  22. W. Liu, S. Han and C. Yang, Is Massive MIMO Energy Efficient?, 27th May 2015, submitted.
  23. Q. Zhang, S. Jin, M. McKay, D. Morales-Jimenez and H. Zhu, Power Allocation Schemes for Multicell Massive MIMO Systems, June 2015, submitted.
  24. E. Bjornson, L. Sanguinetti, J. Hoydis and M. Debbah, Optimal Design of Energy-Efficient Multi-User MIMO Systems: Is Massive MIMO the Answer?, IEEE Transactions on Wireless Communications, February 2015, published.
  25. K. Guo, Y. Guo, G. Fodor and G. Ascheid, Power Control with MMSE Receiver in Multicell Multi-User Massive MIMO Systems, IEEE International Conference on Communications, pp. 5184-5190, Sydney, Australia, June 2014.
  26. G. Yang, C. Keong Ho, R. Zhang, Y. L. Guan, Throughput Optimization for Massive MIMO Systems Powered by Wireless Energy Transfer, IEEE Journal on Selected Areas in Communications, 2nd January 2015, to appear.
  27. T. E. Bogale, L. B. Le and A. Haghighat, User Scheduling for Massive MIMO OFDMA Systems with Hybrid Analog-Digital Beamforming, International Conference on Communications (ICC) 2015, London, UK, June 2015, published.
  28. T. Nguyen, V. N. Ha, and L. B. Le, Resource allocation optimization in multi-user multi-cell massive MIMO networks considering pilot contamination, IEEE Access, 2015, accepted.
  29. M. Feng, S. Mao, T. Jiang, BOOST: Base station on-off switching strategy for energy efficient massive MIMO HetNets, IEEE INFOCOM 2016, in proceedings.
  30. T. V. Chien, E. Björnson, E.G. Larsson, Joint Power Allocation and User Association Optimization for Massive MIMO Systems, IEEE Transactions on Wireless Communications, Jan. 2016, submitted.
  31. H. Liu, H. Gao, S. Yang, T. Lv, Low-Complexity Downlink User Selection for Massive MIMO Systems, IEEE Systems Journal -- Special Issue on 5G Wireless Systems with Massive MIMO, Apr. 2015, published.
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Hardware impairment aspects

  1. S. Mukherjee, S. K. Mohammed, How much Bandpass Filtering is Required in Massive MIMO Basestations?, IEEE Transactions on Vehicular Technology, 2016, accepted.
  2. A. K. Papazafeiropoulos, Downlink Performance of Massive MIMO under General Channel Aging Conditions, IEEE GLOBECOM 2015, 2015, accepted.
  3. Ch. Mollén, U. Gustavsson, T. Eriksson, E. G. Larsson, Out-of-Band Radiation Measure for MIMO Arrays with Beamformed Transmission, Linkoping University, Dept. of Electrical Engineering, 581 83 Linkoping, Sweden, 2015.
  4. M. R. Khanzadi, G. Durisi, T. Eriksson, Capacity of SIMO and MISO Phase-Noise Channels With Common/Separate Oscillators, IEEE Transactions on Communications, Volume:63 Issue:9, Sept. 2015.
  5. A. Pitarokoilis, S. K. Mohammed, and E. G. Larsson, Uplink Performance of Time-Reversal MRC in Massive MIMO Systems Subject to Phase Noise, IEEE Trans. Wireless Commun., June 2013, submitted.
  6. A. Pitarokoilis, S. K. Mohammed, and E. G. Larsson, Effect of Oscillator Phase Noise on Uplink Performance of Large MU-MIMO Systems, in Proc. of the 50th Annual Allerton Conference on Communication, Control, and Computing, 2012.
  7. E. Björnson, J. Hoydis, M. Kountouris, and M. Debbah, Massive MIMO Systems with Non-Ideal Hardware: Energy Efficiency, Estimation, and Capacity Limits, IEEE Trans. Inform. Theory, July 2013, submitted.
  8. A. Hakkarainen, J. Werner, K. R. Dandekar, and M. Valkama, Widely-Linear Beamforming and RF Impairment Suppression in Massive Antenna Arrays, Journal of Communications and Networks, vol. 15, no. 4 (Special Issue on Massive MIMO), pp. 383-397, Aug. 2013.
  9. R. Rogalin, O. Y. Bursalioglu, H. Papadopoulos, G. Caire, A. Molisch, A. Michaloliakos, V. Balan, and K. Psounis, Scalable Synchronization and Reciprocity Calibration for Distributed Multiuser MIMO, IEEE Trans. Wireless Commun., to appear, Mar. 2014.
  10. Sang W. Kim and D.H.Yoon, Realizing multi-user massive MIMO receiver using single radio frequency chain per user, IEEE Wireless Communications Letters, pp. 293-296, Jun. 2014.
  11. X. Zhang, M. Matthaiou, M. Coldrey, and E. Björnson, Energy efficiency optimization in hardware-constrained large-scale MIMO systems, in Proc. IEEE International Symposium on Wireless Communication Systems (ISWCS), Barcelona, Spain, August 2014.
  12. Ulf Gustavsson, Cesar Sanchéz-Perez, Thomas Eriksson, Fredrik Athley, Giuseppe Durisi, Per Landin, Katharina Hausmair, Christian Fager, Lars Svensson, On the Impact of Hardware Impairments on Massive MIMO, in Proc. for presentation at workshop GC14 - "Massive MIMO: From theory to practice" at Globe-com 2014, Austin, Texas, USA.
  13. F. Athley, G. Durisi and U. Gustavsson Analysis of Massive MIMO With Hardware Impairments and Different Channel Models, EuCAP 2015, Lisbon/Portugal, to appear.
  14. R. Krishnan, M. R. Khanzadi, N. Krishnan, Y. Wu, A. Graell i Amat, T. Eriksson, R. Schober Linear Massive MIMO Precoders in the Presence of Phase Noise -- A Large-Scale Analysis, Jan 2015.
  15. X. Zhang, M. Matthaiou, M. Coldrey, E. Björnson Impact of Residual Transmit RF Impairments on Training-Based MIMO Systems, Jun 2014.
  16. U. Gustavsson, C. Sanchéz-Perez, T. Eriksson, F. Athley, G. Durisi, P. Landin, K. Hausmair, C. Fager, L. Svensson On the Impact of Hardware Impairments on Massive MIMO, Nov 2014.
  17. A. Pitarokoilis, S.K. Mohammed, E.G. Larsson Uplink Performance of Time-Reversal MRC in Massive MIMO Systems Subject to Phase Noise, IEEE Transactions on Wireless Communications, Vol. 14, No. 2, pp. 711 - 723, September 2014.
  18. W. Zheng, H. Ren, C. Pan, M. Chen, R. C. de Lamare, B. Du and J. Dai Large-Scale Antenna Systems With UL/DL Hardware Mismatch: Achievable Rates Analysis and Calibration, IEEE Transactions on Communications, Vol. 63, No. 4, pp. 1216 - 1229, April 2015.
  19. J. Vieira, F. Rusek and F. Tufvesson, Reciprocity calibration methods for Massive MIMO based on antenna coupling, in Proc. IEEE Globecom 2014 - Wireless Communications Symposium, Austin, Texas, USA, Dec. 2014.
  20. J. Choi Downlink Multiuser Beamforming With Compensation of Channel Reciprocity From RF Impairments, IEEE Transactions on Communications, Vol. 63, No. 6, pp. 2158 - 2169, April 2015, published.
  21. A. Bourdoux, B. Come, and N. Khaled, Non-reciprocal transceivers in OFDM/SDMA systems: Impact and mitigation, in Proc. Radio and Wireless Conference (RAWCON), Aug. 2003.
  22. X. Xia, D. Zhang, K. Xu and W. Ma, Hardware Impairments Aware Transceiver for Full-Duplex Massive MIMO Relaying, in IEEE Transactions on Signal Processing, Vol. 63, No. 24, pp. 6565 - 6580, August 2015, published.
  23. D. Liu, W. Ma, S. Shao, Y. Shen, Y. Tang, Performance Analysis of TDD Reciprocity Calibration for Massive MU-MIMO Systems With ZF Beamforming, in IEEE Communications Letters, Vol. 20, Issue 1, November 2015, published.
  24. H. Wei, D. Wang, H. Zhu, J. Wang, S. Sun, X. You, Mutual Coupling Calibration for Multiuser Massive MIMO Systems, in IEEE Transactions on Wireless Communications, Vol. 15, Issue 1, September 2015, published.
  25. A. Pitarokoilis, E. Bjornson, E.G. Larsson, ML Detection in Phase Noise Impaired SIMO Channels With Uplink Training, IEEE Transactions on Communications, vol. 64, no. 1, pp. 223-235, Nov. 2015, published.
  26. A. Hakkarainen, J. Werner, K. R. Dandekar, M. Valkama, Precoded Massive MU-MIMO Uplink Transmission under Transceiver I/Q Imbalance, in Proc. IEEE Global Communication Conference (GLOBECOM) Workshops, Austin, TX, USA, Dec. 2014.
  27. A. Hakkarainen, J. Werner, M. Renfors, K. R. Dandekar, M. Valkama, Transceiver I/Q Imbalance and Widely-Linear Spatial Processing in Large Antenna Systems, in Proc. International Symposium on Wireless Communication Systems (ISWCS), Brussels, Belgium, Aug. 2015.
  28. Hakkarainen, J. Werner, K. R. Dandekar, M. Valkama, Analysis and Augmented Spatial Processing for Uplink OFDMA MU-MIMO Receiver With Transceiver I/Q Imbalance and External Interference, IEEE Transactions on Wireless Communications, vol. 15, no. 5, pp. 3422-3439, May 2016.
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Antenna aspects

  1. Y. Gao, R. Ma, Y. Wang, Q. Zhang, and C. Parini, Stacked Patch Antenna with Dual Polarization and Low Mutual Coupling for Massive MIMO, IEEE Transactions on Antennas and Propagation, 2016, to appear.
  2. R. Ma, Y. Gao, L. Cuthbert and C. G. Parini, Dual-polarized Turning Torso Antenna Array for Massive MIMO Systems, The 9th European Conference on Antennas and Propagation (EuCAP 2015), 2015.
  3. Q. Zhang, Z. Chen, Y. Gao, C. Parini and Z. Ying, Miniaturized Antenna Array with Co2Z Hexaferrite Substrate for Massive MIMO, The 2014 IEEE International Symposium on Antennas and Propagation and the 2014 USNC/URSI National Radio Science Meeting, Memphis, TN, USA, July 6-12, 2014.
  4. R. Ma, Y. Gao, L. Cuthbert and Q. Zeng, Antipodal Linearly Tapered Slot Antenna Array for Millimeter-wave Base Station in Massive MIMO Systems, The 2014 IEEE International Symposium on Antennas and Propagation and the 2014 USNC/URSI National Radio Science Meeting, Memphis, TN, USA, July 6-12, 2014.
  5. T. Kwon, Y. Lim, B. Min, Ch. Chae, RF Lens-Embedded Massive MIMO Systems: Fabrication Issues and Codebook Design, October 2015, submitted.
  6. M. A. Sedaghat, R. R. Muller, and G. Fischer, A Novel Single-RF Transmitter for Massive MIMO, ITG Workshop on Smart Antennas (WSA), Erlangen, Germany, Mar. 2014.
  7. Y.-H. Nam, B. L. Ng, K. Sayana, Y. Li, J. C. Zhang, Y. Kim, and J. Lee, Full-dimension MIMO (FD-MIMO) for next generation cellular technology, IEEE Commun. Mag., vol. 51, no. 6, pp. 172-178, June 2013.
  8. P. S. Taluja and B. L. Hughes, Diversity Limits of Compact Broadband Multi-Antenna Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 326-337, Feb. 2013.
  9. X. Artiga, B. Devillers, and J. Perruisseau-Carrier, Mutual coupling effects in multi-user massive MIMO base stations, in Proc. IEEE Antennas and Propagation Society International Symposium (APSURSI), July 2012
  10. Y. Zeng, R. Zhang, Z. N. Chen, Electromagnetic Lens-focusing Antenna Enabled Massive MIMO.
  11. C. Masouros, M. Sellathurai, and T. Ratnarajah, Large-Scale MIMO Transmitters in Fixed Physical Spaces: The Effect of Transmit Correlation and Mutual Coupling, IEEE Trans. Commun., vol. 61, no. 7, pp. 2794-2804, July 2013.
  12. N. Doose, P. Hoeher, Massive MIMO Ultra-Wideband Communications Using Multi-Mode Antennas, 10th International ITG Conference on Systems, Communications and Coding (SCC) 2015, pp. 1-6, Conf 2-5 Feb 2015.
  13. C. T. Neil, M. Shafi, P. J. Smith and P. A. Dmochowski, On the Impact of Antenna Topologies for Massive MIMO Systems, Mar 2015.
  14. E. Bengtsson, F. Tufvesson and O. Edfors, UE Antenna Properties and Their Influence on Massive MIMO System Performance, in Proc. European Conference on Antennas and Propagation (EuCAP 2015), Lisbon, Portugal, April 2015.
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Implementation and demos

  1. C. Shepard, H. Yu, N. Anand, L. E. Li, T. L. Marzetta, R. Yang, and L. Zhong, Argos: Practical Many-Antenna Base Stations, in Proc. ACM Int. Conf. Mobile Computing and Networking (MobiCom), Aug. 2012
  2. C. Shepard, H. Yu, and L. Zhong, ArgosV2: A Flexible Many-Antenna Research Platform,Extended Abstract for demonstration in Proc. ACM Int. Conf. Mobile Computing and Networking (MobiCom), October 2013
  3. B. Cerato and E. Viterbo, Hardware implementation of low-complexity detector for large MIMO, in Proc. IEEE ISCAS'2009, pp. 593-596, Taipei, May 2009.
  4. GreenTouch Shows Low Power Wireless.
  5. H. Suzuki, R. Kendall, K. Anderson, A. Grancea, D. Humphrey, J. Pathikulangara, K. Bengston, J. Matthews, and C. Russell, Highly Spectrally Efficient Ngara Rural Wireless Broadband Access Demonstrator, in Proc. IEEE International Symposium on Communications and Information Technologies (ISCIT), October 2012.
  6. H. Suzuki, I. B. Collings, D. Hayman, J. Pathikulangara, Z. Chen, and R. Kendall, Large-scale multiple antenna fixed wireless systems for rural areas, in Proc. IEEE PIMRC, September 2012.
  7. À. O. Martínez, E. De Carvalho and J. Ø. Nielsen Towards Very Large Aperture Massive MIMO: a measurement based study, IEEE GLOBECOM 2014 proceedings, pp.6, published 2014.
  8. J. Vieira, S. Malkowsky, K. Nieman, Z. Miers, N. Kundargi, L. Liu, I. Wong, V. Öwall, O. Edfors and F. Tufvesson, A flexible 100-antenna testbed for Massive MIMO, in Proc IEEE Globecom 2014 Workshop - Massive MIMO: From Theory to Practice, Austin, Texas, USA, Dec 2014.
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Performance analysis

  1. M. S. Zia and S. A. Hassan, On the Impacts of Composite Fading on Large-Scale Multi-User MIMO Systems, IEEE Communications Letters, vol. 19, no. 12, Dec 2015.
  2. S. Mukherjee and S. K. Mohammed, of Frequency Selectivity on the Information Rate Performance of CFO Impaired Single-Carrier massive MU-MIMO Uplink, vol. 5, no. 6, pp. 648-651, Dec., 2016.
  3. S. Mukherjee and S. K. Mohammed, ofEnvelope Pilot-Based Low-Complexity CFO Estimation in Massive MU-MIMO Systems, IEEE Global Communications Conference (GLOBECOM), 2016, pp. 1-5, Dec., 2016.
  4. N. Liang, W. Zhang, A Mixed-ADC Receiver Architecture for Massive MIMO Systems, IEEE Information Theory Workshop (ITW2015), July 2015.
  5. T. Bai, R. W. Heath Jr, Analyzing Uplink SIR and Rate in Massive MIMO Systems Using Stochastic Geometry, October 2015, submitted.
  6. S. Mukherjee, S. K. Mohammed, I. Bhushan, Impact of CFO Estimation on the Performance of ZF Receiver in Massive MU-MIMO Systems, IEEE Transactions on Vehicular Technology (TVT), Aug. 2015.
  7. H. D. Nguyen, S. Sun, Massive MIMO versus Small-Cell Systems: Spectral and Energy Efficiency Comparison, IEEE Transactions on Wireless Communications, Sept. 2015.
  8. Ch. Studer, G. Durisi, Quantized Massive MU-MIMO-OFDM Uplink, September 2015, submitted.
  9. A. K. Papazafeiropoulos, T. Ratnarajah, Deterministic Equivalent Performance Analysis of Time-Varying Massive MIMO Systems, IEEE Transactions on Wireless Communications, Volume:14 Issue:10, Oct. 2015.
  10. F. Yuan, Tucker Decomposition For Rotated Codebook in 3D MIMO System Under Spatially Correlated Channel, IEEE Transactions on Vehicular Technology, Volume:PP Issue:99, Sept. 2015.
  11. M. Teeti, S. Jun, D. Gesbert, L. Yingzhuang, The Impact of Physical Channel on Performance of Subspace-Based Channel Estimation in Massive MIMO Systems, IEEE Transactions on Wireless Communications, Volume:14 Issue:9, Sept. 2015.
  12. A. K. Papazafeiropoulos, Hien Quoc Ngo, M. Matthaiou, T. Ratnarajah, Uplink performance of conventional and massive MIMO cellular systems with delayed CSIT, 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communication (PIMRC), Sept. 2014.
  13. A. K. Papazafeiropoulos, Impact of User Mobility on Optimal Linear Receivers in Cellular Networks, ICC 2015, Jan. 2015.
  14. A. K. Papazafeiropoulos, S. K. Sharma, S. Chatzinotas, Impact of Transceiver Impairments on the Capacity of Dual-Hop Relay Massive MIMO Systems, IEEE Global Communications Conference (GLOBECOM 2015), Sept. 2015.
  15. H. Q. Ngo, E. G. Larsson, and T. L. Marzetta, The multicell multiuser MIMO uplink with very large antenna arrays and a finite-dimensional channel, IEEE Trans. Commun., vol. 61, no. 6, pp. 2350-2361, June 2013.
  16. H. A. Suraweera, H. Q. Ngo, T. Q. Duong, C. Yuen, and E. G. Larsson, Multi-Pair Amplify-and-Forward Relaying with Very Large Antenna Arrays, in Proc. IEEE International Conference on Communicatons (ICC), Budapest, Hungary, June 2013.
  17. M. Kountouris and N. Pappas, HetNets and Massive MIMO: Modeling, Potential Gains, and Performance Analysis, in Proc. IEEE-APS Topical Conference on Antennas and Propagation in Wireless Communications, Sept. 2013.
  18. B. Gopalakrishnan and N. Jindal, An Analysis of Pilot Contamination on Multi-User MIMO Cellular Systems with Many Antennas. in Proc. Signal Processing Advances in Wireless Communications (SPAWC), San Francisco, CA, June 2011.
  19. H. Q. Ngo, M. Matthaiou, T. Q. Duong, and E. G. Larsson, Uplink Performance Analysis of Multiuser MU-SIMO Systems with ZF receivers, IEEE Trans. Veh. Technol., vol. 62, no. 9, pp. 4471-4483, November 2013.
  20. J. Hoydis, R. Couillet, and M. Debbah, Iterative Deterministic Equivalents for the Capacity Analysis of Communication Systems, IEEE Trans. Inform. Theory, submitted, 2011.
  21. H. Huh, S.-H. Moon, Y.-T. Kim, I. Lee, and G. Caire, Multi-cell MIMO Downlink with Cell Cooperation and Fair Scheduling: A Large-System Limit Analysis, IEEE Trans. Inform. Theory, vol. 57, no. 12, pp. 7771-7786, Dec. 2011.
  22. C. Guthy, W. Utschick, and M. L. Honig, Large System Analysis of Sum Capacity in the Gaussian MIMO Broadcast Channel, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 149-159, Feb. 2013.
  23. H. Huh, A. M. Tulino, and G. Caire, Network MIMO with Linear Zero-Forcing Beamforming: Large System Analysis, Impact of Channel Estimation and Reduced-Complexity Scheduling, IEEE Trans. Inform. Theory, vol. 58, no. 5, pp. 2911-2934, May. 2012.
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  39. K. Takeuchi, R. Muller, M. Vehkapera, and T. Tanaka, On an Achievable Rate of Large Rayleigh Block-Fading MIMO Channels with No CSI, IEEE Trans. Inform. Theory, 2011, submitted.
  40. M. Debbah and R. Muller, MIMO Channel Modelling and the Principle of Maximum Entropy, IEEE Trans. Inform. Theory, vol. 51, no. 5, pp. 1667-1690, May 2005.
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  42. M. Matthaiou, C. Zhong, M. R. McKay, and T. Ratnarajah, Sum Rate Analysis of ZF Receivers in Distributed MIMO Systems, IEEE J. Sel. Areas Commun, vol. 31, no. 2, pp. 180-191, Feb. 2013.
  43. V. K. Nguyen and J. S. Evans, Multiuser Transmit Beamforming via Regularized Channel Inversion: A Large System Analysis, in Proc. IEEE Global Communications Conference, New Orleans, LO, US, Dec. 2008, pp. 1-4.
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Other applications of random matrix theory

  1. P. Vallet, P. Loubaton, X. Mestre, Improved Subspace Estimation for Multivariate Observations of High Dimension: The Deterministic Signals Case, IEEE Trans. Inform. Theory, vol. 58, no. 2, pp. 1043-1068, Feb. 2012.