用蒙特卡洛稳定性分析优先考虑5G网络部署的多标准模型:哥伦比亚马格达莱纳的一个案例研究
Ronald Martínez Abuabara1,2, Carlos Arturo Robles1,3, Luis Leonardo Camargo1,2
1Faculty of Engineering, Universidad del Magdalena, Santa Marta, Magdalena, Colombia.
PloS one
|October 17, 2025
概括
本研究提供了一个强大的框架,用于使用多标准决策来优先考虑5G网络部署区域. 技术和社会人口统计因素是关键因素,确保稳定,系统的优先级为最佳移动网络扩张.
科学领域:
- 电信工程 电信工程 电信工程
- 空间规划 空间规划 空间规划
- 社会经济分析 社会经济分析
背景情况:
- 全球5G移动网络的部署需要根据区域特点量身定制的战略规划.
- 优先级框架对于在新技术推广中有效分配资源至关重要.
- 现有的部署战略可能无法充分整合技术,人口,地理和经济因素.
研究的目的:
- 开发和验证一个参考框架,以优先考虑5G部署领域.
- 整合多个标准的决策技术进行客观评估.
- 将框架应用于特定地区 (哥伦比亚的马格达莱纳) 并评估其稳定性.
主要方法:
- 多标准决策 (MCDM) 技术,包括分析层次过程 (AHP),CRITIC,TOPSIS和简单的增量权重 (SAW).
- 该框架适用于哥伦比亚马格达莱纳省的市政当局.
- 使用蒙特卡洛方法测试模型稳定性的灵敏度分析.
主要成果:
- 在AHP分析中,技术标准 (34.3%) 和社会人口学标准 (33.6%) 被认为是最相关的.
- 根据TOPSIS和SAW,Ciénaga市在5G部署优先级方面排名第一,其次是Fundación和Plato,基于TOPSIS和SAW.
- 优先级模型表现出高稳定性,在敏感性分析中平均相关性高于0.90.
结论:
- 使用集成的MCDM技术,可以建立一个系统和稳定的框架来优先考虑5G网络部署区域.
- 拟议的框架有效地平衡了技术,社会人口统计,地理和经济因素,以实现战略部署.
- 该模型的稳定性确保可靠的优先级,即使在标准权重的变化,支持高效的5G扩展.
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