Dynamic Resource Allocation in Co-Located and Cell-Free Massive MIMO

In this paper, we study joint power control and scheduling in uplink massive multiple-input–multiple-output (MIMO) systems with randomly arriving data traffic. We consider both co-located and Cell-Free (CF) Massive MIMO, where the difference lies in whether the antennas are co-located at the base station or spread over a wide network area. The data is generated at each user according to an individual stochastic process. Using Lyapunov optimization techniques, we develop a dynamic scheduling algorithm (DSA), which decides at each time slot the amount of data to admit to the transmission queues and the transmission rates over the wireless channel. The proposed algorithm optimizes the long-term user throughput under various fairness policies while keeping the transmission queues stable. Simulation results show that the state-of-the-art power control schemes developed for Massive MIMO with infinite backlogs can fail to stabilize the system even when the data arrival rates are within the network capacity region. Our proposed DSA shows advantage in providing finite delay with performance optimization whenever the network can be stabilized.

[1]  Emil Björnson,et al.  Ubiquitous cell-free Massive MIMO communications , 2018, EURASIP Journal on Wireless Communications and Networking.

[2]  Sheng Huang,et al.  Distributed Interference and Delay Aware Design for D2D Communication in Large Wireless Networks With Adaptive Interference Estimation , 2017, IEEE Transactions on Wireless Communications.

[3]  Vincent K. N. Lau,et al.  Large Deviation Delay Analysis of Queue-Aware Multi-User MIMO Systems With Two-Timescale Mobile-Driven Feedback , 2013, IEEE Transactions on Signal Processing.

[4]  Leandros Tassiulas,et al.  Resource Allocation and Cross-Layer Control in Wireless Networks , 2006, Found. Trends Netw..

[5]  Trinh Van Chien,et al.  Large-Scale-Fading Decoding in Cellular Massive MIMO Systems With Spatially Correlated Channels , 2018, IEEE Transactions on Communications.

[6]  Emil Björnson,et al.  Making Cell-Free Massive MIMO Competitive With MMSE Processing and Centralized Implementation , 2019, IEEE Transactions on Wireless Communications.

[7]  Giuseppe Caire,et al.  MIMO downlink scheduling with non-perfect channel state knowledge , 2009, 2009 IEEE Information Theory Workshop.

[8]  Emil Björnson,et al.  Channel Hardening and Favorable Propagation in Cell-Free Massive MIMO With Stochastic Geometry , 2017, IEEE Transactions on Communications.

[9]  Anthony Ephremides,et al.  Dynamic Power Control for Packets with Deadlines , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

[10]  Stefan Parkvall,et al.  NR - The New 5G Radio-Access Technology , 2017, 2018 IEEE 87th Vehicular Technology Conference (VTC Spring).

[11]  Alister G. Burr,et al.  On the Uplink Max–Min SINR of Cell-Free Massive MIMO Systems , 2019, IEEE Transactions on Wireless Communications.

[12]  Zhi-Quan Luo,et al.  Dynamic Spectrum Management: Complexity and Duality , 2008, IEEE Journal of Selected Topics in Signal Processing.

[13]  Erik G. Larsson,et al.  A Fair and Scalable Power Control Scheme in Multi-cell Massive MIMO , 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[14]  Emil Björnson,et al.  Dynamic Scheduling and Power Control in Uplink Massive MIMO with Random Data Arrivals , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[15]  Xin Wang,et al.  Dynamic Resource Allocation for Smart-Grid Powered MIMO Downlink Transmissions , 2016, IEEE Journal on Selected Areas in Communications.

[16]  Erik G. Larsson,et al.  Massive MIMO for next generation wireless systems , 2013, IEEE Communications Magazine.

[17]  Vincent K. N. Lau,et al.  A Survey on Delay-Aware Resource Control for Wireless Systems—Large Deviation Theory, Stochastic Lyapunov Drift, and Distributed Stochastic Learning , 2011, IEEE Transactions on Information Theory.

[18]  Emil Björnson,et al.  Optimal Pilot and Payload Power Control in Single-Cell Massive MIMO Systems , 2016, IEEE Transactions on Signal Processing.

[19]  Matti Latva-aho,et al.  Ultra-Reliable and Low Latency Communication in mmWave-Enabled Massive MIMO Networks , 2017, IEEE Communications Letters.

[20]  Martin Maier,et al.  The tactile internet: vision, recent progress, and open challenges , 2016, IEEE Communications Magazine.

[21]  Georgios B. Giannakis,et al.  Queuing with adaptive modulation and coding over wireless links: cross-Layer analysis and design , 2005, IEEE Transactions on Wireless Communications.

[22]  Fredrik Tufvesson,et al.  Massive MIMO Performance Evaluation Based on Measured Propagation Data , 2014, IEEE Transactions on Wireless Communications.

[23]  Emil Björnson,et al.  Massive MIMO Networks: Spectral, Energy, and Hardware Efficiency , 2018, Found. Trends Signal Process..

[24]  Bhaskar D. Rao,et al.  Performance of cell-free massive MIMO systems with MMSE and LSFD receivers , 2016, 2016 50th Asilomar Conference on Signals, Systems and Computers.

[25]  Eytan Modiano,et al.  Dynamic power allocation and routing for time varying wireless networks , 2003, IEEE INFOCOM 2003. Twenty-second Annual Joint Conference of the IEEE Computer and Communications Societies (IEEE Cat. No.03CH37428).

[26]  Erik G. Larsson,et al.  Fundamentals of massive MIMO , 2016, SPAWC.

[27]  Michael J. Neely,et al.  Super-Fast Delay Tradeoffs for Utility Optimal Fair Scheduling in Wireless Networks , 2006, Proceedings IEEE INFOCOM 2006. 25TH IEEE International Conference on Computer Communications.

[28]  Vincent K. N. Lau,et al.  Queue-Aware Dynamic Clustering and Power Allocation for Network MIMO Systems via Distributed Stochastic Learning , 2010, IEEE Transactions on Signal Processing.

[29]  Eytan Modiano,et al.  Fairness and Optimal Stochastic Control for Heterogeneous Networks , 2005, IEEE/ACM Transactions on Networking.

[30]  Erik G. Larsson,et al.  Cell-Free Massive MIMO Versus Small Cells , 2016, IEEE Transactions on Wireless Communications.

[31]  Emil Björnson,et al.  Massive MIMO: ten myths and one critical question , 2015, IEEE Communications Magazine.

[32]  Gerd Ascheid,et al.  Uplink power control with MMSE receiver in multi-cell MU-massive-MIMO systems , 2014, 2014 IEEE International Conference on Communications (ICC).

[33]  Thomas L. Marzetta,et al.  Cell-Free Massive MIMO systems , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.