Vol. 98
Latest Volume
All Volumes
PIERC 166 [2026] PIERC 165 [2026] PIERC 164 [2026] PIERC 163 [2026] PIERC 162 [2025] PIERC 161 [2025] PIERC 160 [2025] PIERC 159 [2025] PIERC 158 [2025] PIERC 157 [2025] PIERC 156 [2025] PIERC 155 [2025] PIERC 154 [2025] PIERC 153 [2025] PIERC 152 [2025] PIERC 151 [2025] PIERC 150 [2024] PIERC 149 [2024] PIERC 148 [2024] PIERC 147 [2024] PIERC 146 [2024] PIERC 145 [2024] PIERC 144 [2024] PIERC 143 [2024] PIERC 142 [2024] PIERC 141 [2024] PIERC 140 [2024] PIERC 139 [2024] PIERC 138 [2023] PIERC 137 [2023] PIERC 136 [2023] PIERC 135 [2023] PIERC 134 [2023] PIERC 133 [2023] PIERC 132 [2023] PIERC 131 [2023] PIERC 130 [2023] PIERC 129 [2023] PIERC 128 [2023] PIERC 127 [2022] PIERC 126 [2022] PIERC 125 [2022] PIERC 124 [2022] PIERC 123 [2022] PIERC 122 [2022] PIERC 121 [2022] PIERC 120 [2022] PIERC 119 [2022] PIERC 118 [2022] PIERC 117 [2021] PIERC 116 [2021] PIERC 115 [2021] PIERC 114 [2021] PIERC 113 [2021] PIERC 112 [2021] PIERC 111 [2021] PIERC 110 [2021] PIERC 109 [2021] PIERC 108 [2021] PIERC 107 [2021] PIERC 106 [2020] PIERC 105 [2020] PIERC 104 [2020] PIERC 103 [2020] PIERC 102 [2020] PIERC 101 [2020] PIERC 100 [2020] PIERC 99 [2020] PIERC 98 [2020] PIERC 97 [2019] PIERC 96 [2019] PIERC 95 [2019] PIERC 94 [2019] PIERC 93 [2019] PIERC 92 [2019] PIERC 91 [2019] PIERC 90 [2019] PIERC 89 [2019] PIERC 88 [2018] PIERC 87 [2018] PIERC 86 [2018] PIERC 85 [2018] PIERC 84 [2018] PIERC 83 [2018] PIERC 82 [2018] PIERC 81 [2018] PIERC 80 [2018] PIERC 79 [2017] PIERC 78 [2017] PIERC 77 [2017] PIERC 76 [2017] PIERC 75 [2017] PIERC 74 [2017] PIERC 73 [2017] PIERC 72 [2017] PIERC 71 [2017] PIERC 70 [2016] PIERC 69 [2016] PIERC 68 [2016] PIERC 67 [2016] PIERC 66 [2016] PIERC 65 [2016] PIERC 64 [2016] PIERC 63 [2016] PIERC 62 [2016] PIERC 61 [2016] PIERC 60 [2015] PIERC 59 [2015] PIERC 58 [2015] PIERC 57 [2015] PIERC 56 [2015] PIERC 55 [2014] PIERC 54 [2014] PIERC 53 [2014] PIERC 52 [2014] PIERC 51 [2014] PIERC 50 [2014] PIERC 49 [2014] PIERC 48 [2014] PIERC 47 [2014] PIERC 46 [2014] PIERC 45 [2013] PIERC 44 [2013] PIERC 43 [2013] PIERC 42 [2013] PIERC 41 [2013] PIERC 40 [2013] PIERC 39 [2013] PIERC 38 [2013] PIERC 37 [2013] PIERC 36 [2013] PIERC 35 [2013] PIERC 34 [2013] PIERC 33 [2012] PIERC 32 [2012] PIERC 31 [2012] PIERC 30 [2012] PIERC 29 [2012] PIERC 28 [2012] PIERC 27 [2012] PIERC 26 [2012] PIERC 25 [2012] PIERC 24 [2011] PIERC 23 [2011] PIERC 22 [2011] PIERC 21 [2011] PIERC 20 [2011] PIERC 19 [2011] PIERC 18 [2011] PIERC 17 [2010] PIERC 16 [2010] PIERC 15 [2010] PIERC 14 [2010] PIERC 13 [2010] PIERC 12 [2010] PIERC 11 [2009] PIERC 10 [2009] PIERC 9 [2009] PIERC 8 [2009] PIERC 7 [2009] PIERC 6 [2009] PIERC 5 [2008] PIERC 4 [2008] PIERC 3 [2008] PIERC 2 [2008] PIERC 1 [2008]
2019-12-19
An Efficient Paradigm for Evaluating the Channel Capacity of Closed-Loop Massive MIMO Systems
By
Progress In Electromagnetics Research C, Vol. 98, 1-16, 2020
Abstract
Aparticular challenge encountered in designing massive MIMO systems is how to handle the enormous computational demands and complexity which necessitates developing a new highly efficient and accurate approach. Considering the large antenna array employed in the Base-Station (BS), in this work, we present a new paradigm to significantly reduce the simulation runtime and improve the computational efficiency of the combined rigorous simulations of the antenna array, 3-D channel model, and radiation patterns of the User Equipment (UE). We present an approach for evaluating a closed-loop massive MIMO channel capacity using 3-D beamforming to take advantage of spatial resources. The approach subdivides an M×N array at the BS into columns, rows, rectangular, or square subarrays, each consisting of a sub-group of antenna elements. The coupling is rigorously taken into account within each subarray; however, it is ignored among the subarrays. Results are demonstrated for a dual-polarized microstrip array with 128 ports. We consider simulation runtimes with respect to two different propagation environments and two different Signal-to-Noise-Ratios (SNRs). It is shown that the maximum difference in the closed-loop capacity evaluated using rigorous electromagnetic simulations and our proposed approach is 2.4% using the 2×(8×4) approach for both the 3-D Channel Model in the 3rd Generation Partnership Project (3GPP/3D) and the 3-D model in the independent and identically distributed (i.i.d/3D) model with a 46% reductional in computational resources compared with the full-wave antenna array modeling approach.
Citation
Abbas Al-Wahhamy, Nicholas E. Buris, Hussain M. Al-Rizzo, and Samer Yahya, "An Efficient Paradigm for Evaluating the Channel Capacity of Closed-Loop Massive MIMO Systems," Progress In Electromagnetics Research C, Vol. 98, 1-16, 2020.
doi:10.2528/PIERC19082806
References

1. Al-Wahhamy, A., H. Al-Rizzo, and N. E. Buris, "On the modeling of antenna arrays for massive MIMO systems," 2018 IEEE International Symposium on Antennas and Propagation & USNC/URSI National Radio Science Meeting, 1565-1566, 2018.        Google Scholar

2. Hussain, R., M. U. Khan, W. Abu-Al-Saud, A. H. Muqaibel, and M. S. Sharawi, "Characterization of reconfigurable MIMO antennas for channel capacity in an indoor environment," Progress In Electromagnetics Research C, Vol. 65, 67-77, 2016.        Google Scholar

3. Lozano, A. and A. M. Tulino, "Capacity of multiple-transmit multiple-receive antenna architectures," IEEE Trans. Inf. Theory, Vol. 48, No. 12, 3117-3128, Dec. 2002.        Google Scholar

4. Gao, X., O. Edfors, F. Rusek, and F. Tufvesson, "Massive MIMO performance evaluation based on measured propagation data," IEEE Trans. Wirel. Commun., Vol. 14, No. 7, 3899-3911, 2015.        Google Scholar

5. Wallace, J. W. W. and M. A. Jensen, "The capacity of MIMO wireless systems with mutual coupling," Proc. IEEE 56th Veh. Technol. Conf., Vol. 2, 696-700, 2002.        Google Scholar

6. Fletcher, P. N., M. Dean, and A. R. Nix, "Mutual coupling in multi-element array antennas and its influence on MIMO channel capacity," Electron. Lett., Vol. 39, No. 4, 342, 2003.        Google Scholar

7. Xu, Z., S. Sfar, and R. S. Blum, "Receive antenna selection for closely-spaced antennas with mutual coupling," IEEE Trans. Wirel. Commun., Vol. 9, No. 2, 652-661, 2010.        Google Scholar

8. Shen, S., M. R. McKay, and R. D. Murch, "MIMO systems with mutual coupling: How many antennas to pack into fixed-length arrays?," ISITA/ISSSTA 2010 --- 2010 Int. Symp. Inf. Theory and Its Appl., 531-536, 2010.        Google Scholar

9. Wallace, J. W. and M. A. Jensen, "Mutual coupling in MIMO wireless systems: A rigorous network theory analysis," IEEE Trans. Wirel. Commun., Vol. 3, No. 4, 1317-1325, 2004.        Google Scholar

10. Masouros, C., J. Chen, K. Tong, M. Sellathurai, and T. Ratnarajah, "Towards massive-MIMO transmitters: On the effects of eeploying increasing antennas in fixed physical space," Futur. Netw. Mob. Summit, 1-10, 2013.        Google Scholar

11. Masouros, C., M. Sellathurai, and T. Ratnaraja, "Large-scale MIMO transmitters in fixed physical spaces: The effect of transmit correlation and mutual coupling," IEEE Trans. Commun., Vol. 61, No. 7, 2794-2804, Jul. 2013.        Google Scholar

12. Halbauer, H., S. Saur, J. Koppenborg, and C. Hoek, "3D beamforming: Performance improvement for cellular networks," Bell Labs Tech. J., Vol. 18, No. 2, 37-56, 2013.        Google Scholar

13. Yu, B., L. Yang, and H. Ishii, "3D beamforming for capacity improvement in macrocell-assisted small cell architecture," 2014 IEEE Global Communications Conference, GLOBECOM 2014, 2014.        Google Scholar

14. Zhang, Z., K. C. Teh, K. H. Li, and , "Study of three-dimensional beamforming strategies in cellular networks with clustered user distribution," IEEE Trans. Veh. Technol., 2016.        Google Scholar

15. Babich, F., M. Comisso, and A. Cuttin, "Uplink capacity of interfered millimeter-wave communications: 3D theoretical analysis," 2016 IEEE Global Communications Conference, GLOBECOM 2016 --- Proceedings, 2016.        Google Scholar

16. "3GPP TR 37.977 V13.3," Tech. Specif. Gr. Radio Access Netw., No. Release 14, 1-20, 2016.        Google Scholar

17. Lee, J.-H. and Y. L. Chen, "Performance analysis of antenna array beamformers with mutual coupling effects," Progress In Electromagnetics Research B, Vol. 33, 291-315, 2011.        Google Scholar

18. Recioui, A. and H. Bentarzi, "Capacity optimization of MIMO wireless communication systems using a hybrid genetic-taguchi algorithm," Wirel. Pers. Commun., Vol. 71, No. 2, 1003-1019, 2013.        Google Scholar

19. Recioui, A., "Application of a galaxy-based search algorithm to MIMO system capacity optimization," Arab. J. Sci. Eng., Vol. 41, No. 9, 3407-3414, 2015.        Google Scholar

20. Recioui, A., "Application of the spiral optimization technique to antenna array design," Handbook of Research on Emergent Applications of Optimization Algorithms, 364-385, 2IGI Global, 018.        Google Scholar

21. Ademaj, F., M. Taranetz, and M. Rupp, "3GPP 3D MIMO channel model: A holistic implementation guideline for open source simulation tools," Eurasip J. Wirel. Commun. Netw., Vol. 2016, No. 1, 1-14, 2016.        Google Scholar

22. Tshibanda, L., et al. "Neuroimaging after COMA," Neuroradiology, Vol. 52, No. 1, 15-24, Jan. 2010.        Google Scholar

23. Song, Y., X. Yun, S. Nagata, and L. Chen, "Investigation on elevation beamforming for future LTE-advanced," 2013 IEEE International Conference on Communications Workshops (ICC), 106-110, 2013.        Google Scholar

24. Larsson, E. G., O. Edfors, F. Tufvesson, and T. L. Marzetta, "Massive MIMO for next generation wireless systems," IEEE Commun. Mag., Vol. 52, No. 2, 186-195, Feb. 2014.        Google Scholar

25. Mondal, B., et al. "3D channel model in 3GPP," IEEE Commun. Mag., Vol. 53, No. 3, 16-23, Mar. 2015.        Google Scholar

26. Nam, Y., et al. "Full dimension MIMO for LTE-advanced and 5G," 2015 Information Theory and Applications Workshop (ITA), 143-148, 2015.        Google Scholar

27. Lee, W., S.-R. Lee, H.-B. Kong, and I. Lee, "3D beamforming designs for single user MISO systems," 2013 IEEE Global Communications Conference (GLOBECOM), 3914-3919, 2013.        Google Scholar

28. Cheng, X., et al. "Communicating in the real world: 3D MIMO," IEEE Wirel. Commun., Vol. 2, No. 4, 136-144, Aug. 2014.        Google Scholar

29. Yu, Y., J. Zhang, M. Shafi, M. Zhang, and J. Mirza, "Statistical characteristics of measured 3-dimensional MIMO channel for outdoor-to-indoor scenario in China and New Zealand," Chinese J. Eng., Vol. 2016, 1-10, 2016.        Google Scholar

30. Thomas, T. A., H. C. Nguyen, G. R. Maccartney, and T. S. Rappaport, "3D mmWave channel model proposal," IEEE Vehicular Technology Conference, 2014.        Google Scholar

31. Zhang, F., S. Sun, Q. Gao, and H. Li, "Hybrid CSI-RS transmission mechanism-based 3D beamforming scheme for FDD massive MIMO system," China Commun., Vol. 13, No. Supplement2, 109-119, 2016.        Google Scholar

32. Al-Wahhamy, A., H. Al-Rizzo, and N. E. Buris, "Efficient evaluation of massive MIMO channel capacity," IEEE Syst. J., 1-7, 2019.        Google Scholar

33. NEBENS "MIMObit,", http://www.nebens.com, 2018.        Google Scholar

34. Buris, N. E., M. Abdul-Gaffoor, and E. Krenz, "Capacity based MIMO antenna design," 2017 IEEE International Symposium on Antennas and Propagation & USNC/URSI National Radio Science Meeting, 1695-1696, 2017.        Google Scholar

35. Buris, N. E., "On the complete cescription of antenna systems for MIMO applications," of the Antenna Applications Symposium, 18-33, 2017.        Google Scholar

36. Buris, N. E., "Active E-field gain: Toward a standard description of MEAs," 2017 IEEE International Symposium on Antennas and Propagation & USNC/URSI National Radio Science Meeting, 2061-2062, 2017.        Google Scholar

37. CST MICROWAVE STUDIO https://www.cst.com "CST MICROWAVE STUDIO,", 2018.        Google Scholar

38. De Flaviis, F., L. Jofre, J. Romeu, and A. Grau, Multiantenna Systems for MIMO Communications, 250, Morgan & Claypool, 2013.

39. Grau, A., H. Jafarkhani, and F. De Flaviis, "A reconfigurable multiple-input multiple-output communication system," IEEE Trans. Wirel. Commun., Vol. 7, No. 5, 1719-1733, 2008.        Google Scholar

40. Goldsmith, A., Wireless Communications, Cambridge University Press, Cambridge, 2005.

41. Balanis, C., Antenna Theory: Analysis and Design, 4th Ed., Wiley, 2016.

42. Ltd, M., Antenna Magus (www.antennamagus.com), Magus (Pty) Ltd, 2019.