在5G网络中优化URLLC-D2D的功率分配,使用Rician色通道
Owais Muhammad1, Hong Jiang1, Muhammad Bilal2
1School of Information Engineering, Southwest University of Science and Technology, Mianyang, Sichuan, China.
PeerJ. Computer science
|March 10, 2025
概括
这项研究优化了5G超可靠和低延迟通信 (URLLC) 网络中的设备对设备 (D2D) 通信的功率分配. 一个基于衍生品的新算法提高了性能,并减少了与现有方法相比的复杂性.
科学领域:
- 无线通信系统无线通信系统
- 电信工程 电信工程 电信工程
- 信号处理 信号处理
背景情况:
- 5G网络面临的挑战是管理增加的移动设备连接和流量.
- 与超可靠和低延迟通信 (URLLC) 集成的设备对设备 (D2D) 通信是关键解决方案.
- 在URLLC下,Rician色通道会影响D2D通信性能.
研究的目的:
- 在URLLC下检查Rician fading对D2D通信的影响.
- 为了优化功率分配,最大限度地提高D2D通信中的最小数据速率.
- 为了解决优化问题的非凸度和高计算复杂性.
主要方法:
- 开发了一种基于导数的新型算法,以实现最佳的功率分配.
- 分析了 Rician 色通道下的表现.
- 将拟议的算法与分支和边界 (B&B),启发式和粒子优化 (PSO) 算法进行比较.
主要成果:
- 拟议的算法有效地优化了D2D URLLC.的功率分配.
- 与B&B,PSO和启发式方法相比,实现了更好的功率分配性能.
- 演示了更快的执行速度和更低的计算复杂性.
结论:
- 基于导数的算法为D2D URLLC.中的功率分配提供了有效的解决方案.
- 这种方法提高了系统性能,并减少了5G网络中的计算开销.
- 在高连接性场景中缓解了Rician色通道所带来的挑战.
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