基于改进的光线追踪方法,快速解决变电站中5G频道路径损失的问题
Zhang Chi1, Zhu Zhendong1, Liu Yi1
1College of Electrical Engineering & New Energy, China Three Gorges University, Yichang, China.
Science progress
|January 14, 2026
概括
一种新的单一值分解方法显著加快了第五代 (5G) 信号路径损失计算在变电站. 这种方法可以将计算复杂度降低10^5倍,同时保持高精度,以提高5G接收质量.
科学领域:
- 电气工程 电气工程
- 信号处理 信号处理
- 无线通信无线通信
背景情况:
- 由于高频率和大计算尺度,第五代 (5G) 信号需要有效的通道路径损失计算.
- 传统的算法在计算5G频道路径损失的二极反射-衍射系数时面临高度复杂性.
研究的目的:
- 开发一种快速解决方法,用于对变电站5G频道路径损失.
- 为了减少5G频道路径损失计算的计算复杂性,使用单数值分解.
主要方法:
- 利用射线管模型对通道进行细分,并丢弃冗余或低贡献的事件角度信息.
- 应用单数值分解 (SVD) 用于矩阵维度缩小.
- 将缩小矩阵替换为总量向量的反向环绕系数公式,用于快速路径损失计算.
主要成果:
- 拟议的方法的准确性损失仅为1.31%.
- 数据压缩率达到了84.89%.
- 与传统算法相比,计算复杂性减少了10^5个数量级.
结论:
- 基于单一值分解的方法为5G频道路径损失提供了计算效率高,准确的解决方案.
- 这种方法提高了频道对信号接收器的适应性,确保5G信号接收质量.
- 未来的工作包括实时数据集成和扩展到第六代 (6G) 和超越.
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