空间-地面集成移动通信系统的分布式资源分配方法
Tingyin Zhao1,2, Zhidu Li1,2
1School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing 400065, China.
Sensors (Basel, Switzerland)
|July 27, 2024
概括
本研究引入了一种新的边缘决策方法,用于集成的空间-地面网络,使用DP-DQN模型来增强移动站资源配置. 这种方法有效地减少了网络开销,并提高了未来通信系统的访问成功率.
科学领域:
- 通信工程 通信工程 通信工程
- 网络架构 网络架构
- 网络中的人工智能
背景情况:
- 未来的通信系统需要无整合地面,无人机和卫星网络.
- 越来越多的用户需求和网络复杂性需要创新的资源管理策略.
- 现有的网络架构在处理动态用户激增和降低开销方面面临挑战.
研究的目的:
- 提出一个创新的空间-地面集成通信系统架构.
- 为移动站 (MSs) 开发一个高效的网络资源分配决策模型.
- 为了减少核心网络的开销,并在动态环境中提高成功访问率.
主要方法:
- 为集成网络利用先进的网络切片技术.
- 引入边际移动站 (MS) 辅助的网络资源分配决策架构.
- 开发和应用深度政策Q网络 (DP-DQN) 模型,以加强各成员国的决策.
- 实施反机制,以持续调整和准确模型.
主要成果:
- 基于DP-DQN的边缘决策方法显著减轻了核心网络的开销.
- 与传统方法相比,成功访问比率的明显改善.
- 通过广泛的模拟和实验测试验证有效性.
结论:
- 拟议的基于DP-DQN的边缘决策方法为太空-地面集成通信系统提供了一个有前途的解决方案.
- 支持MS的架构和反机制提高了网络的适应性和效率.
- 这种方法有效地解决了未来用户激增和网络动态带来的挑战.
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