Position paper: LoRa mesh networks for enabling distributed intelligence on tiny IoT nodes

LoRaWAN is a widely used solution in today’s Internet of Things (IoT) applications to connect remote sensor nodes to the Internet. At the same time, microcontroller-based sensor nodes with increased processing capacities are in- creasingly becoming smart nodes applied for performing machine learning...

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Detalles Bibliográficos
Autores: Freitag, Fèlix|||0000-0001-5438-479X, Miquel Solé, Joan|||0000-0003-3737-376X, Meseguer Pallarès, Roc|||0000-0002-9414-646X
Tipo de recurso: capítulo de libro
Fecha de publicación:2023
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/400225
Acceso en línea:https://hdl.handle.net/2117/400225
https://dx.doi.org/10.3233/AISE230026
Access Level:acceso abierto
Palabra clave:Internet of things
Machine learning
IoT
Embedded learning
LoRa
Mesh networks
Internet de les coses
Aprenentatge automàtic
Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
Àrees temàtiques de la UPC::Informàtica::Intel·ligència artificial::Aprenentatge automàtic
Descripción
Sumario:LoRaWAN is a widely used solution in today’s Internet of Things (IoT) applications to connect remote sensor nodes to the Internet. At the same time, microcontroller-based sensor nodes with increased processing capacities are in- creasingly becoming smart nodes applied for performing machine learning tasks. We argue that LoRaWAN has important connectivity limitations to truly unleash the potential of these smart tiny nodes. We position to apply LoRa mesh networks as a communication substrate to enable novel networking capacities for the new scenario of distributed smart IoT nodes.