TY - GEN
T1 - Efficient Sphere Detector Algorithm for Massive MIMO using GPU Hardware Accelerator
AU - Arfaoui, Mohamed-Amine
AU - Ltaief, Hatem
AU - Rezki, Zouheir
AU - Alouini, Mohamed-Slim
AU - Keyes, David E.
N1 - KAUST Repository Item: Exported on 2020-10-01
PY - 2016/6/2
Y1 - 2016/6/2
N2 - To further enhance the capacity of next generation wireless communication systems, massive MIMO has recently appeared as a necessary enabling technology to achieve high performance signal processing for large-scale multiple antennas. However, massive MIMO systems inevitably generate signal processing overheads, which translate into ever-increasing rate of complexity, and therefore, such system may not maintain the inherent real-time requirement of wireless systems. We redesign the non-linear sphere decoder method to increase the performance of the system, cast most memory-bound computations into compute-bound operations to reduce the overall complexity, and maintain the real-time processing thanks to the GPU computational power. We show a comprehensive complexity and performance analysis on an unprecedented MIMO system scale, which can ease the design phase toward simulating future massive MIMO wireless systems.
AB - To further enhance the capacity of next generation wireless communication systems, massive MIMO has recently appeared as a necessary enabling technology to achieve high performance signal processing for large-scale multiple antennas. However, massive MIMO systems inevitably generate signal processing overheads, which translate into ever-increasing rate of complexity, and therefore, such system may not maintain the inherent real-time requirement of wireless systems. We redesign the non-linear sphere decoder method to increase the performance of the system, cast most memory-bound computations into compute-bound operations to reduce the overall complexity, and maintain the real-time processing thanks to the GPU computational power. We show a comprehensive complexity and performance analysis on an unprecedented MIMO system scale, which can ease the design phase toward simulating future massive MIMO wireless systems.
UR - http://hdl.handle.net/10754/613008
UR - http://linkinghub.elsevier.com/retrieve/pii/S1877050916308523
UR - http://www.scopus.com/inward/record.url?scp=84978472473&partnerID=8YFLogxK
U2 - 10.1016/j.procs.2016.05.377
DO - 10.1016/j.procs.2016.05.377
M3 - Conference contribution
SP - 2169
EP - 2180
BT - Procedia Computer Science
PB - Elsevier BV
ER -