低地球轨道卫星切换和恢复方法基于通用的拥堵控制算法
Hao Chen1, Hang Yu1, Hui Zhang2
1School of Computer and Information Engineering, Tianjin Chengjian University, Tianjin, 300384, China.
Scientific reports
|July 14, 2025
概括
本研究介绍了用于低地球轨道 (LEO) 卫星切换恢复的改进方法,显著减少通信中断并提高数据传输速度,以改善用户体验.
科学领域:
- 卫星通信系统 卫星通信系统
- 网络工程 网络工程
- 人工智能在电信中的应用
背景情况:
- 低地球轨道 (LEO) 卫星技术的快速发展正在扩大其在移动通信和数据传输中的作用.
- 在优化视频服务的用户体验和在链接切换期间减轻网络拥堵方面仍然存在挑战.
研究的目的:
- 为低地球轨道 (LEO) 卫星切换恢复提出一个增强的拥堵控制算法.
- 提高LEO卫星网络的可靠性和效率,特别是视频服务.
主要方法:
- 实施基于神经网络的态度控制策略.
- 考虑卫星服务时间的移交检测机制的开发.
- 整合一个速率恢复算法,将拥堵控制与时间序列预测相结合.
主要成果:
- 通信中断率从6.48%降低到2.13%.
- 最低吞吐量从257 kbps增加到2017 kbps.
- 平均恢复时间从3200ms减少到1800ms,错误检测率减少71.6%,检测准确率降低96.32%.
结论:
- 拟议的方法有效地提高了LEO卫星网络的切换和恢复性能.
- 该研究为稳定和高效的卫星系统运行提供了至关重要的理论和技术支持.
- 该方法展示了强大的实时性能和关键网络指标的显著改进.
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