Acknowledgement
This work was supported by Institute of Information & Communications Technology Planning & Evaluation (IITP) grant funded by the Korean government (MSIT) (No. 2018-0-01659,5G Open Intelligence-Defined RAN [ID-RAN] Technique based on 5G New Radio).
References
- Recommendation ITU-T L.1470, Greenhouse gas emissions trajectories for the information and communication technology sector compatible with the UNFCCC Paris Agreement, 2020.
- T. Hatt and E. Kolta, 5G energy efficiencies: Green is the new black, GSMA Intelligence, 2020.
- Recommendation ITU-R M.2410-0, Minimum requirements related to technical performance for IMT-2020 radio interface (s), 2017.
- ETSI ES 203 228, Environmental Engineering (EE): Assessment of mobile network energy efficiency, 2020.
- O. T. Demir, E. Bjornson, and L. Sanguinetti, Foundations of user-centric cell-free massive MIMO, FNT Signal Process. 14 (2021), no. 3-4, 162-472. https://doi.org/10.1561/2000000109
- I. F. Akyildiz, A. Kak, and S. Nie, 6G and beyond: The future of wireless communications systems, IEEE Access 8 (2020), 133995-134030. https://doi.org/10.1109/access.2020.3010896
- H. Yang and T. L. Marzetta, Energy efficiency of massive MIMO: Cell-free vs. cellular, (Proc. IEEE Vehicular Technology Conference, Porto, Portugal), 2018. https://doi.org/10.1109/VTCSpring.2018.8417645
- H. Q. Ngo, A. Ashikhmin, H. Yang, E. G. Larsson, and T. L. Marzetta, Cell-free massive MIMO versus small cells, IEEE Trans. Wirel. Commun. 16 (2017), no. 3, 1834-1850. https://doi.org/10.1109/TWC.2017.2655515
- E. Nayebi, A. Ashikhmin, T. L. Marzetta, H. Yang, and B. D. Rao, Precoding and power optimization in cell-free massive MIMO systems, IEEE Trans. Wirel. Commun. 16 (2017), no. 7, 4445-4459. https://doi.org/10.1109/TWC.2017.2698449
- G. Interdonato, E. Bjornson, H. Quoc Ngo, P. Frenger, and E. G. Larsson, Ubiquitous cell-free massive MIMO communications, J. Wireless Com. Netw. 1 (2019), 1-13.
- G. Femenias and F. Riera-Palou, Cell-free millimeter-wave massive MIMO systems with limited fronthaul capacity, IEEE Access 7 (2019), 44596-44612.
- S.-E. Hong, On the effect of shadowing correlation and pilot assignment on hybrid precoding performance for cell-free mmWave massive MIMO UDN system, ICT Expr. 7 (2021), no. 1, 60-70. https://doi.org/10.1016/j.icte.2021.01.010
- S. Jacobsson, G. Durisi, M. Coldrey, and C. Studer, Linear precoding with low-resolution DACs for massive MU-MIMO-OFDM downlink, IEEE Trans. Wirel. Commun. 18 (2019), 1595-1609. https://doi.org/10.1109/twc.2019.2894120
- Y. Zhang, Cao H, Zhou M, Qiao X, Wu S, Yang L, Cell-Free massive MIMO with few-bit ADCs/DACs: AQNM versus Bussgang, (Proc. IEEE Vehicular Technology Conference, Antwerp, Belguim), 2020. https://doi.org/10.1109/VTC2020-Spring48590.2020.9128942
- I. Kim, and J. Choi, Performance of cell-free mmwave massive MIMO fystems with fronthaul compression and DAC quantization, (IEEE Wireless Communications and Networking Conference Workshops, Nanjing, China), 2021. https://doi.org/10.1109/WCNCW49093.2021.9420030
- E. Bjornson, L. Sanguinetti, J. Hoydis, and M. Debbah, Optimal design of energy-efficient multi-user MIMO systems: Is massive MIMO the answer? IEEE Trans. Wirel. Commun. 14 (2015), no. 6, 3059-3075. https://doi.org/10.1109/TWC.2015.2400437
- A. Papazafeiropoulos, H. Q. Ngo, P. Kourtessis, S. Chatzinotas, and J. M. Senior, Towards optimal energy efficiency in cell-free massive MIMO systems, IEEE Trans. Green Commun. Netw. 5 (2021), no. 2, 816-831. https://doi.org/10.1109/TGCN.2021.3059206
- J. Garcia-Morales, G. Femenias, and F. Riera-Palou, Energy-efficient access-point sleep-mode techniques for cell-free mmwave massive MIMO networks with non-uniform spatial traffic density, IEEE Access 8 (2020), 137587-137605. https://doi.org/10.1109/access.2020.3012199
- M. Alonze, S. Buzzi, A. Zappone, and C. D'Elia, Energyefficient power control in cell-free and user-centric massive MIMO at millimeter wave, IEEE Trans. Green Commun. Netw. 3 (2019), 651-663. https://doi.org/10.1109/tgcn.2019.2908228
- T. Van Chien, E. Bjornson, and E. G. Larsson, Joint power allocation and load balancing optimization for energy-efficient cellfree massive MIMO networks, IEEE Trans. Wirel. Commun. 19 (2020), no. 10, 6798-6812. https://doi.org/10.1109/twc.2020.3006083
- M. R. Akdeniz, Y. Liu, M. K. Samimi, S. Sun, S. Rangan, T. S. Rappaport, and E. Erkip, Millimeter wave channel modeling and cellular capacity evaluation, IEEE J. Sel. Areas Commun. 32 (2014), no. 6, 1164-1179. https://doi.org/10.1109/JSAC.2014.2328154
- M. K. Samimi and T. S. Rappaport, Ultra-wideband statistical channel model for non line of sight millimeter-wave urban channels, (IEEE Global Communications Conference, Austin, TX, USA), 2014, pp. 3483-3489.
- L. N. Ribeiro, S. Schwarz, M. Rupp, and A. L. F. Almeida, Energy efficiency of mmWave massive MIMO precoding with low-resolution DACs, IEEE J. Sel. Top. Signal Process. 12 (2018), no. 2, 298-312. https://doi.org/10.1109/jstsp.2018.2824762
- S. Park and R.W. Heath, Spatial channel covariance estimation for Spatial channel covariance estimation for the hybrid MIMO architecture the hybrid MIMO architecture, (Proc. Asilomar), Nov. 2016.
- Q. T. Demir and E. Bjornson, The Bussgang decomposition of nonlinear systems-Basic theory and MIMO extensions, IEEE Signal Process. Mag. 38 (2021), no. 1, 131-136. https://doi.org/10.1109/MSP.2020.3025538
- C. Feng, W. Shen, X. Gao, J. An, and L. Hanzo, Dynamic hybrid precoding relying on twin-resolution phase shifters in millimeter-wave communication systems, IEEE Trans. Wirel. Commun. 20 (2021), no. 2, 812-826. https://doi.org/10.1109/TWC.2020.3028433
- D. Pepe and D. Zito, Two mm-wave vector modulator active phase shifters with novel IQ generator in 28 nm FDSOI CMOS, IEEE J. Solid State Circuits 52 (2017), no. 2, 344-356. https://doi.org/10.1109/JSSC.2016.2605659
- E. Sung and S. Hong, A wideband W-band 6-bit active phase shifter in 28-nm RF CMOS, (IEEE International Symposium on Radio-Frequency Integration Technology (RFIT), Nanjing, China), 2019. https://doi.org/10.1109/RFIT.2019.8929156
- R. Mendez-Rial, C. Rusu, N. Gonzalez-Prelcic, A. Alkhateeb, and R. W. Heath, Hybrid MIMO architectures for millimeter wave communications: Phase shifters or switches? IEEE Access 4 (2016), 247-267. https://doi.org/10.1109/ACCESS.2015.2514261
- T. Lien, J. Cong, Y. Zhu, J. Zhang, and K. Ben Letaief, Hybrid beamforming for millimeter wave systems using the MMSE criterion, IEEE Trans. Commun. 67 (2019), no. 5, 3693-3708. https://doi.org/10.1109/tcomm.2019.2893632
- G. H. Golub and C. F. Van Loan, Matrix computation, 3rd ed., JHU Press, Baltimore, MD, USA, 2012.