基于交叉相关的信号修剪方法 (CCSPM) 用于有效减少大规模MIMO通信中的信号扭曲
M Kasiselvanathan1, SatheeshKumar Palanisamy2, N Sathishkumar3
1Department of Electronics and Communication Engineering, Sri Ramakrishna Engineering College, Coimbatore, 641022, Tamilnadu, India.
大规模的MIMO系统面临来自重叠通道的信号扭曲. 一种新的基于交叉相关的信号修剪方法 (CCSPM) 有效地减少了这种扭曲和提取复杂性,以提高性能.
科学领域:
- 无线通信无线通信
- 信号处理 信号处理
- 电信工程 电信工程 电信工程
背景情况:
- 大规模多输入多输出 (MIMO) 提高了基站的频谱和能源效率.
- 信号扭曲源于重叠的通道适应接收器辐射模式.
研究的目的:
- 引入基于交叉相关的信号修剪方法 (CCSPM) 来抑制信号扭曲.
- 在大型MIMO系统中,以减少接收端的提取复杂性.
主要方法:
- 在光束形成过程中,CCSPM使用相邻通道之间的累积扭曲率来确定相关性.
- 相关性被削减,直到基站和接收器之间建立一个清晰的通道.
- 线性向量学习验证了这个过程,追求信号向量表示和最小扭曲的修剪.
主要成果:
- 在CCSPM方法提高了9.39%的间隔输出.
- 它可以将信号扭曲率降低7.9%.
- 不同频率的复杂性降低了9.09%.
结论:
- 在大规模的MIMO系统中,CCSPM有效地抑制了信号扭曲.
- 该方法显著降低了提取复杂性,并提高了信号质量.
- 这有助于更高效,更可靠的无线通信.
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