在异质网络中优化能效:采用集成的随机几何方法,采用新的睡眠模式策略和QoS框架
Amna Shabbir1,2, Safdar Rizvi3, Muhammad Mansoor Alam2
1Department of Electronic Engineering, NED University of Engineering & Technology, Karachi, Pakistan.
PloS one
|February 26, 2024
概括
本研究引入了一种新的方法,用于在多层异质网络 (HetNets) 中提高能源效率 (EE). 拟议的方法显著提升了EE,优于无线网络的现有策略.
科学领域:
- 无线通信网络 无线通信网络
- 网络 能源效率 网络 能源效率
- 随机几何学的随机几何学
背景情况:
- 随着数据需求的增加和设备的扩散,需要在多层异质网络 (HetNets) 中提供节能 (EE) 解决方案.
- 现有的战略往往缺乏全面性,以实现在HetNets中实质性的EE.
- 网络元件的空间分布和用户基站关系对于EE分析至关重要.
研究的目的:
- 开发和评估一个系统的方法来提高多层 HetNets 的能源效率.
- 为提供服务质量 (QoS) 和网络性能评估引入一个新的分析框架.
- 为了制定一个优化问题,平衡覆盖范围,能量最大化和延迟最小化.
主要方法:
- 使用包含空间分布分析的系统方法.
- 采用波桑点过程 (PPP) 来实现网络元件部署的现实建模.
- 应用基于距离的动态卸载策略 (D-DOSS) 用于QoS提供和性能指标.
- 制定一个优化问题,对覆盖范围,能量和延迟有限制.
主要成果:
- 拟议的D-DOSS方法与最先进的技术相比,显示出更高的性能.
- 实现的能源效率改进范围在67%至98%之间.
- 该方法提供了考虑空间动态的网络性能的现实评估.
结论:
- 开发的系统方法和D-DOSS框架在设计和分析节能HetNets方面取得了重大进展.
- 这项研究为节能无线网络的未来发展提供了坚实的基础.
- 这些发现有利于网络运营商和最终用户,通过有效地解决高速数据需求和设备扩散问题.
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