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基于阶梯矩阵高效初始化的信号检测算法OA

Signal Detection Algorithm Based on Efficient Initialization of Stair Matrix

中文摘要英文摘要

在大规模多输入多输出(Multiple-Input Multiple-Output,MIMO)系统应用中,随着用户数量与天线规模的不断扩大,传统的最小均方误差(Minimum Mean Square Error,MMSE)检测算法面临着计算复杂度急剧上升的挑战,同时其固有的串行处理特性也限制了并行化实现的潜力.为此,提出一种基于阶梯初始化的改进雅可比迭代算法(Stair Matrix-im-proved Jacobi,SM-IJA),该算法首先引入阶梯矩阵来优化迭代的初始解,然后对传统的JA进行线性加速,在增加较低复杂度的情况下,有效提高了算法收敛速度.此外,还为SM-IJA算法提出了一种新的硬件体系结构,确定了所需要的物理成分以及相互关系.仿真结果表明,该算法具有较低的误码率(Bit Error Rate,BER)和较高的并行性,且复杂度比MMSE下降一个数量级.

In massive multiple-input multiple-output(MIMO)systems,as the number of users and antenna scales continue to expand,the traditional minimum mean square error(MMSE)detection algorithm faces the challenge of sharply increasing compu-tational complexity.Meanwhile,its inherent serial processing characteristics also limit the potential for parallel implementation.To address these issues,this paper proposes a stair matrix-improved iterative algorithm(SM-IJA).The algorithm first introduces a stair matrix to optimize the initial solution of iteration,and then applies linear acceleration to the traditional Jacobi algorithm.This effectively improves the convergence speed of the algorithm with only a small increase in complexity.In addition,a new hardware ar-chitecture is proposed for the SM-IJA algorithm,defining the required physical components and their interrelationships.Simulation results show that the proposed algorithm achieves a low bit error rate(BER)and high parallelism,with complexity reduced by an or-der of magnitude compared to MMSE.

黄华然;冯姣;李鹏

南京信息工程大学电子与信息工程学院 南京 210044南京信息工程大学电子与信息工程学院 南京 210044南京信息工程大学电子与信息工程学院 南京 210044

信息技术与安全科学

大规模多输入多输出改进雅可比迭代信号检测硬件结构

massive MIMOimproved Jacobi iterationsignal detectionhardware architecture

《计算机与数字工程》 2026 (4)

917-922,6

工信部专项重点项目(编号:TC210H02P/2)资助.

10.3969/j.issn.1672-9722.2026.04.002

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