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大规模MIMO中基于低复杂度雅克比预编码算法及实现

王雷

计算机应用与软件2017,Vol.34Issue(10):294-297,4.
计算机应用与软件2017,Vol.34Issue(10):294-297,4.DOI:10.3969/j.issn.1000-386x.2017.10.052

大规模MIMO中基于低复杂度雅克比预编码算法及实现

LOW COMPLEXITY JACOBI BASED PRECODING FOR LARGE-SCALE MIMO

王雷1

作者信息

  • 1. 南京理工大学电子工程与光电技术学院 江苏南京210000
  • 折叠

摘要

Abstract

Linear precoding techniques,such as zero forcing,can achieve the near optimal capacity.In contrast to traditional multiple input multiple output (MIMO),large scale MIMO installed hundreds of antennas,with the increasing numbers of antennas,zero forcing precoding involve the matrix inversion of large size with high computational complexity,which may cause difficulty for the realization of the application.To reduce the computational complexity of linear precoding,we propose a low complexity iterative algorithm based on the degree of Jacobi.This method realized through the linear iteration meanwhile avoided the matrix inversion.To further reduce the computation time,we propose a heterogeneous multicore parallel algorithm based on CUDA (compute unified device architecture),which leverage the Graphics Processing Unit (GPU) characteristic of multicores and multithreads to realize heterogeneous multicore architecture parallel computation.Experimental result demonstrates this proposed algorithm not only can achieve the same performance of zero forcing precoding,but also has less computation time and shorter time than traditional linear precoding.

关键词

预编码/雅克比/统一计算架构/迫零/异构多核

Key words

Precoding/Jacobi/CUDA/Zero forcing/Heterogeneous multicore

分类

信息技术与安全科学

引用本文复制引用

王雷..大规模MIMO中基于低复杂度雅克比预编码算法及实现[J].计算机应用与软件,2017,34(10):294-297,4.

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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