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Revista Metropolitana de Ciencias Aplicadas
Article . 2025 . Peer-reviewed
License: CC BY NC SA
Data sources: Crossref
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Arquitecturas híbridas de redes inalámbricas para telecomunicaciones rurales: análisis de estrategias de inteligencia de borde

Authors: Iván Alexander Neira-Reyes; Leonardo García-Correa; Elizabeth del Rocío Loor-Quimíz; Diana Carolina Decimavilla-Alarcón; Margarita del Rocio Pillajo-Mila;

Arquitecturas híbridas de redes inalámbricas para telecomunicaciones rurales: análisis de estrategias de inteligencia de borde

Abstract

Rural telecommunications face unique challenges requiring technological solutions specifically adapted to low population density constraints, infrastructural limitations, and economic sustainability. This research developed a systematic characterization of hybrid wireless network architectures for rural contexts through documentary analysis of implementations in specialized literature. Descriptive-correlational methodology was applied integrating systematic content analysis with performance findings synthesis to identify patterns between technological components and effectiveness metrics. Results established four main configurations: cellular-cell-free with conjugate beamforming, 5G-LPWAN with virtual slicing for IoT, LiFi-WiFi with adaptive handover, and satellite-terrestrial with MEC. Edge intelligence strategies evaluation revealed five distinct approaches: MEET for cost distribution through connected vehicles, LEE for multi-objective energy-learning optimization, collaborative for distributed training, and multi-service for time-critical control. Theoretical implications establish that effective hybridization requires intelligent coordination specifically adapted to rural contexts, while practical implications provide specific guidance for system designers, telecommunications operators, and development organizations in implementing rural connectivity grounded in empirical evidence.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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