碎形维度在无线网状网络性能中的作用
Marat Zaidyn1, Sayat Akhtanov1, Dana Turlykozhayeva2
1Nonlinear Information Processes Laboratory (NIPL), Department of Electronics and Astrophysics, Al-Farabi Kazakh National University, 050040, Almaty, Kazakhstan.
Scientific reports
|November 26, 2025
概括
本研究介绍了一种新的算法,用于设计使用碎形维度的无线网格网络 (WMNs). 与传统模型相比,分形拓增强了网络弹性和吞吐量.
科学领域:
- 计算机科学 计算机科学
- 网络工程 网络工程
- 应用数学 应用数学 应用数学
背景情况:
- 无线网格网络 (WMN) 的性能受到节点空间分布的严重影响.
- 现有的模型经常使用统一或随机的放置,无法捕捉复杂的现实世界WMN拓.
- 在实际的WMN部署中,等级和自我相似的空间模式是常见的.
研究的目的:
- 开发一种新的算法,用于构建具有可调节的碎形维度的WMN拓.
- 为了能够精确地控制空间自我相似性和网络复杂性.
- 探索碎形几何学对WMN性能的影响.
主要方法:
- 开发了一个基于分形的算法,以生成具有可控空间复杂性的WMN拓.
- 系统地改变了分形尺寸,以创建多样化的网络布局.
- 使用NS-3进行模拟,以评估网络性能指标.
主要成果:
- 碎形维度显著影响WMN的空间复杂性,从碎片化的集群到密集的结构.
- 高维分形拓在模拟中表现出卓越的弹性和吞吐量.
- 评估的性能指标包括吞吐量,延迟,动和数据包交付比率.
结论:
- 分形几何学为设计可扩展和高效的WMN架构提供了一个强大的范式.
- 可调整的碎形尺寸允许优化网络布局,根据特定的性能要求量身定制.
- 拟议的算法提供了一种超越传统模型生成高级WMN拓的方法.
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