Quasi-Distributed Antenna Selection for Spectral Efficiency Maximization in Subarray Switching XL-MIMO Systems

In this paper, we consider the downlink (DL) of a zero-forcing (ZF) precoded extra-large scale massive MIMO (XL-MIMO) system. The base-station (BS) operates with limited number of radio-frequency (RF) transceivers due to high cost, power consumption and interconnection bandwidth associated to the fully digital implementation. The BS, which is implemented with a subarray switching architecture, selects groups of active antennas inside each subarray to transmit the DL signal. This work proposes efficient resource allocation (RA) procedures to perform joint antenna selection (AS) and power allocation (PA) to maximize the DL spectral efficiency (SE) of an XL-MIMO system operating under different loading settings. Two metaheuristic RA procedures based on the genetic algorithm (GA) are assessed and compared in terms of performance, coordination data size and computational complexity. One algorithm is based on a quasi-distributed methodology while the other is based on the conventional centralized processing. Numerical results demonstrate that the quasi-distributed GA-based procedure results in a suitable trade-off between performance, complexity and exchanged coordination data. At the same time, it outperforms the centralized procedures with appropriate system operation settings.

[1]  Shang-Ho Tsai,et al.  Performance Analysis and Algorithm Designs for Transmit Antenna Selection in Linearly Precoded Multiuser MIMO Systems , 2012, IEEE Transactions on Vehicular Technology.

[2]  Emil Björnson,et al.  Linear precoding based on polynomial expansion: reducing complexity in massive MIMO , 2013, EURASIP Journal on Wireless Communications and Networking.

[3]  Thomas Kaiser,et al.  Massive MIMO Antenna Selection: Switching Architectures, Capacity Bounds, and Optimal Antenna Selection Algorithms , 2018, IEEE Transactions on Signal Processing.

[4]  Elisabeth de Carvalho,et al.  Distributed Receivers for Extra-Large Scale MIMO Arrays: A Message Passing Approach , 2020, 2007.06930.

[5]  Elisabeth de Carvalho,et al.  A Message Passing Based Receiver for Extra-Large Scale MIMO , 2019, 2019 IEEE 8th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP).

[6]  Liang Liu,et al.  Decentralized Massive MIMO Processing Exploring Daisy-Chain Architecture and Recursive Algorithms , 2019, IEEE Transactions on Signal Processing.

[7]  Elisabeth de Carvalho,et al.  Deep Learning Based Spatial User Mapping on Extra Large MIMO Arrays , 2020 .

[8]  Nicola Marchetti,et al.  Distributing Complexity: A New Approach to Antenna Selection for Distributed Massive MIMO , 2018, IEEE Wireless Communications Letters.

[9]  Zhisheng Niu,et al.  Water-Filling: A Geometric Approach and its Application to Solve Generalized Radio Resource Allocation Problems , 2013, IEEE Transactions on Wireless Communications.

[10]  Taufik Abrão,et al.  Antenna Selection for Improving Energy Efficiency in XL-MIMO Systems , 2020, IEEE Transactions on Vehicular Technology.

[11]  Hongwen Yang,et al.  Asymptotic Upper Capacity Bound for Receive Antenna Selection in Massive MIMO Systems , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[12]  Moe Z. Win,et al.  Capacity of MIMO systems with antenna selection , 2001, IEEE Transactions on Wireless Communications.

[13]  Jenn-Kaie Lain,et al.  Joint Transmit/Receive Antenna Selection for MIMO Systems: A Real-Valued Genetic Approach , 2011, IEEE Communications Letters.

[14]  Elisabeth de Carvalho,et al.  Towards very large aperture massive MIMO: A measurement based study , 2014, 2014 IEEE Globecom Workshops (GC Wkshps).

[15]  Emil Björnson,et al.  Capacity Analysis for Spatially Non-Wide Sense Stationary Uplink Massive MIMO Systems , 2015, IEEE Transactions on Wireless Communications.

[16]  Zhi Chen,et al.  Spherical Wave Channel and Analysis for Large Linear Array in LoS Conditions , 2015, 2015 IEEE Globecom Workshops (GC Wkshps).

[17]  Joseph R. Cavallaro,et al.  Decentralized Baseband Processing for Massive MU-MIMO Systems , 2017, IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

[18]  Christos Masouros,et al.  Reduced Switching Connectivity for Large Scale Antenna Selection , 2016, IEEE Transactions on Communications.

[19]  Saba Asaad,et al.  Massive MIMO With Antenna Selection: Fundamental Limits and Applications , 2018, IEEE Transactions on Wireless Communications.

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

[21]  Martin Johnston,et al.  Efficient Low-Complexity Antenna Selection Algorithms in Multi-User Massive MIMO Systems With Matched Filter Precoding , 2020, IEEE Transactions on Vehicular Technology.

[22]  Bertrand Neveu,et al.  A beginner's guide to tuning methods , 2014, Appl. Soft Comput..

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

[24]  Robert W. Heath,et al.  An Overview of Signal Processing Techniques for Millimeter Wave MIMO Systems , 2015, IEEE Journal of Selected Topics in Signal Processing.

[25]  Michail Matthaiou,et al.  On the Uplink Transmission of Multi-user Extra-large Scale Massive MIMO Systems , 2019, ArXiv.

[26]  Aditya Dua,et al.  Receive antenna selection in MIMO systems using convex optimization , 2006, IEEE Transactions on Wireless Communications.

[27]  Robert W. Heath,et al.  Linear Receivers in Non-Stationary Massive MIMO Channels With Visibility Regions , 2018, IEEE Wireless Communications Letters.

[28]  Erik G. Larsson,et al.  Massive MIMO in Real Propagation Environments: Do All Antennas Contribute Equally? , 2015, IEEE Transactions on Communications.

[29]  Mohamed-Slim Alouini,et al.  A Genetic Algorithm-Based Antenna Selection Approach for Large-but-Finite MIMO Networks , 2017, IEEE Transactions on Vehicular Technology.

[30]  Robert W. Heath,et al.  Extremely Large Aperture Massive MIMO: Low Complexity Receiver Architectures , 2018, 2018 IEEE Globecom Workshops (GC Wkshps).

[31]  Arogyaswami Paulraj,et al.  Selecting an optimal set of transmit antennas for a low rank matrix channel , 2000, 2000 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.00CH37100).

[32]  Robert W. Heath,et al.  Non-Stationarities in Extra-Large-Scale Massive MIMO , 2019, IEEE Wireless Communications.

[33]  Wen-Hsien Fang,et al.  Joint Transmit/Receive Antenna Selection in MIMO Systems Based on the Priority-Based Genetic Algorithm , 2007, IEEE Antennas and Wireless Propagation Letters.

[34]  Fredrik Rusek,et al.  Decentralized Massive MIMO Systems: Is There Anything to be Discussed? , 2019, 2019 IEEE International Symposium on Information Theory (ISIT).