Enhancing Reliability in Rural Networks Using a Software-Defined Wide Area Network

被引:1
|
作者
Borgianni, Luca [1 ]
Adami, Davide [2 ]
Giordano, Stefano [1 ]
Pagano, Michele [1 ]
机构
[1] Univ Pisa, Dept Informat Engn, Via G Caruso 16, I-56122 Pisa, Italy
[2] Univ Pisa, CNIT Dept Informat Engn, Via G Caruso 16, I-56122 Pisa, Italy
关键词
SD-WAN; reinforcementlearning; network reliability; smart agriculture; rural connectivity;
D O I
10.3390/computers13050113
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Due to limited infrastructure and remote locations, rural areas often need help providing reliable and high-quality network connectivity. We propose an innovative approach that leverages Software-Defined Wide Area Network (SD-WAN) architecture to enhance reliability in such challenging rural scenarios. Our study focuses on cases in which network resources are limited to network solutions such as Long-Term Evolution (LTE) and a Low-Earth-Orbit satellite connection. The SD-WAN implementation compares three tunnel selection algorithms that leverage real-time network performance monitoring: Deterministic, Random, and Deep Q-learning. The results offer valuable insights into the practical implementation of SD-WAN for rural connectivity scenarios, showing its potential to bridge the digital divide in underserved areas.
引用
收藏
页数:21
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