在无线MIMO-OFDM系统中高效和低复杂的信号检测与代反
Ying Chen1, Yue Tang2,3, Bin Jiang2
1Information Engineering College, Hangzhou Dianzi University, Hangzhou 311305, China.
Sensors (Basel, Switzerland)
|December 23, 2023
概括
对于MIMO-OFDM系统而言,一种新的信号检测方法可以减少复杂性和错误传播. 这种代反方法可以提高未来6G无线通信的性能.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
背景情况:
- 多输入多输出直角频率分割多重复合 (MIMO-OFDM) 系统面临的挑战是错误传播和信号检测的高计算复杂性.
- 现有的方法往往难以平衡检测准确性和计算效率.
研究的目的:
- 为MIMO-OFDM系统提出一个低复杂性和高效的信号检测方案.
- 为了减轻错误的传播和提高检测性能.
主要方法:
- 使用一个星座点反优化最小平均平方误差顺序连续干扰取消 (MMSE-OSIC).
- 使用最大概率 (ML) 标准来选择候选矢量,减少之前决策中的错误传播.
- 引入了一个对称的连续放松代算法,以避免复杂的矩阵反转.
- 并行实施粗细检测策略.
主要成果:
- 拟议的方法通过降低计算复杂度来达到最佳的检测性能.
- 对称的连续放松算法避免了矩阵反转,使得信号检测更快.
- 与传统的OSIC方案相比,错误扩散和复杂性积累得到了改进.
- 并行检测方法进一步减少代并提高整体性能.
结论:
- 开发的信号检测方案显著提高了MIMO-OFDM系统的性能.
- 这种方法对于推进6G移动通信和无线传感器网络等未来技术至关重要.
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