一个多设备和多运营商数据集来自Android设备上的移动网络覆盖范围
Vandermi Silva1,2, Gabriel Tavares1,2, Carlos Freitas1,2
1Institute of Computing, Federal University of Amazonas, Av. Gen. Rodrigo Octávio, 6200 Setor Norte do Campus Universitário - Coroado, Manaus, AM, Brazil.
Data in brief
|December 17, 2024
概括
本研究介绍了关于移动网络性能的综合数据集,这对于了解不同环境中的信号质量至关重要. 这些数据有助于评估移动电话指标,特别是随着5G网络的发展.
科学领域:
- 电信工程 电信工程 电信工程
- 数据科学数据科学数据科学
- 移动网络分析 移动网络分析
背景情况:
- 越来越多的人对移动覆盖和信号质量的需求.
- 随着5G的部署,移动网络环境的复杂性越来越大.
- 需要可靠的数据来评估移动网络的性能.
研究的目的:
- 开发一个全面的数据集来评估移动网络行为.
- 为了捕获无线电参数和信号质量指标.
- 分析亚马逊地区移动网络性能.
主要方法:
- 使用Kotlin开发一个Android应用程序,用于实时数据收集.
- 收集了33个无线电参数,产生了超过73.6万个记录.
- 使用数据科学技术对数据进行后处理,并将其存储在Mendeley.
- 数据按地理区域划分 (马纳乌斯,索利蒙斯,亚马逊河).
主要成果:
- 创建一个具有详细移动网络指标的大型数据集.
- 从亚马逊的城市和河流地区收集的数据.
- 为改进实验性能和分析而结构化的数据集.
结论:
- 开发的数据集为移动网络性能提供了有价值的见解.
- 对于信号质量和移动电话指标研究至关重要.
- 支持在复杂环境中评估网络行为.
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