一个基于粒子优化的队列调度和优化机制,用于大规模的低地球轨道卫星通信网络
Ziyong Zhang1, Tao Dong1, Jie Yin1
1State Key Laboratory of Space-Ground Integrated Information Technology, Space Star Technology Co., Ltd., Beijing 100095, China.
Sensors (Basel, Switzerland)
|February 26, 2025
概括
这项研究优化了使用粒子集群优化 (PSO-QSO) 在动态低地球轨道卫星网络中的队列安排. 该方法可确保对时间敏感流量进行可靠的实时数据传输,改善卫星通信服务.
科学领域:
- 卫星通信网络 卫星通信网络
- 网络优化 网络优化
- 群集情报 群集情报 群集情报
背景情况:
- 大规模的低地球轨道卫星网络表现出动态的空间拓和可变的节点输出端口负载.
- 网络节点的队列长度和数量显著影响数据包丢失和端到端延迟的流量流.
- 优化队列对于时间敏感流量的高质量,确定性传输至关重要.
研究的目的:
- 为动态卫星通信网络引入一种新的队列调度优化机制 (PSO-QSO).
- 分析流量参数并确定网络节点内的最大时间敏感负载.
- 为了实现对时间敏感流量的决定性端到端传输性能.
主要方法:
- 开发了一种为低地球轨道卫星网络量身定制的队列调度优化机制 (PSO-QSO).
- 分析了网络内的各种流量流量的相关参数.
- 应用了粒子集群优化算法来确定每个节点的输出端口的最佳队列长度和数字.
主要成果:
- 该PSO-QSO机制有效地分析网络流量和节点负载.
- 为了转发时间敏感的流量,计算了最佳的队列配置.
- 拟议的机制确保了对时间敏感数据的决定性端到端传输.
结论:
- 该PSO-QSO机制提高了大规模低地球轨道卫星通信网络的性能.
- 它通过优化队列管理,提供可靠的实时卫星通信服务.
- 这种方法保证了对时间敏感应用程序至关重要的确定性传输.
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