Round-Off Error Analysis in mMIMO Detector Based on Cholesky Decomposition

被引:2
|
作者
Osinsky, Alexander [1 ]
Bychkov, Roman [1 ]
Trefilov, Mikhail [2 ]
Lyashev, Vladimir [2 ]
Ivanov, Andrey [1 ]
机构
[1] Skolkovo Inst Sci & Technol, Moscow 121205, Russia
[2] Moscow Inst Phys & Technol, Moscow 141701, Russia
关键词
Detectors; Complexity theory; Receivers; Interference; Standards; Matrix decomposition; 5G mobile communication; MIMO detection; round-off error; ALGORITHMS;
D O I
10.1109/LWC.2023.3327177
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this letter, we propose a new approach to justify a round-off error impact on the performance of a low-precision Massive Multiple Input, Multiple Output (MIMO) detector based on Cholesky decomposition. This decomposition is employed to inverse an ill-conditioned matrix in the linear detector of the Multi-User MIMO receiver operating in the beamspace domain. The proposed method was tested with a half-precision format and validated in realistic scenarios generated by the QuaDRiGa 2.0 channel. Experimental results demonstrate our approach predicts errors very close to those achieved by simulations. The proposed approach can be applied to analyze the resulting round-off error in any other part of the communication system.
引用
收藏
页码:248 / 252
页数:5
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