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RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN

LoRaWAN is renowned and a mostly supported technology for the Internet of Things, using an energy-efficient Adaptive Data Rate (ADR) to allocate resources (e.g., Spreading Factor (SF)) and Transmit Power (TP) to a large number of End Devices (EDs). When these EDs are mobile, the fixed SF allocation...

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Detalles Bibliográficos
Autores principales: Anwar, Khola, Rahman, Taj, Zeb, Asim, Khan, Inayat, Zareei, Mahdi, Vargas-Rosales, Cesar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659466/
https://www.ncbi.nlm.nih.gov/pubmed/34883985
http://dx.doi.org/10.3390/s21237980
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author Anwar, Khola
Rahman, Taj
Zeb, Asim
Khan, Inayat
Zareei, Mahdi
Vargas-Rosales, Cesar
author_facet Anwar, Khola
Rahman, Taj
Zeb, Asim
Khan, Inayat
Zareei, Mahdi
Vargas-Rosales, Cesar
author_sort Anwar, Khola
collection PubMed
description LoRaWAN is renowned and a mostly supported technology for the Internet of Things, using an energy-efficient Adaptive Data Rate (ADR) to allocate resources (e.g., Spreading Factor (SF)) and Transmit Power (TP) to a large number of End Devices (EDs). When these EDs are mobile, the fixed SF allocation is not efficient owing to the sudden changes caused in the link conditions between the ED and the gateway. As a result of this situation, significant packet loss occurs, increasing the retransmissions from EDs. Therefore, we propose a Resource Management ADR (RM-ADR) at both ED and Network Sides (NS) by considering the packet transmission information and received power to address this issue. Through simulation results, RM-ADR showed improved performance compared to the state-of-the-art ADR techniques. The findings indicate a faster convergence time by minimizing packet loss ratio and retransmission in a mobile LoRaWAN network environment.
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spelling pubmed-86594662021-12-10 RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN Anwar, Khola Rahman, Taj Zeb, Asim Khan, Inayat Zareei, Mahdi Vargas-Rosales, Cesar Sensors (Basel) Article LoRaWAN is renowned and a mostly supported technology for the Internet of Things, using an energy-efficient Adaptive Data Rate (ADR) to allocate resources (e.g., Spreading Factor (SF)) and Transmit Power (TP) to a large number of End Devices (EDs). When these EDs are mobile, the fixed SF allocation is not efficient owing to the sudden changes caused in the link conditions between the ED and the gateway. As a result of this situation, significant packet loss occurs, increasing the retransmissions from EDs. Therefore, we propose a Resource Management ADR (RM-ADR) at both ED and Network Sides (NS) by considering the packet transmission information and received power to address this issue. Through simulation results, RM-ADR showed improved performance compared to the state-of-the-art ADR techniques. The findings indicate a faster convergence time by minimizing packet loss ratio and retransmission in a mobile LoRaWAN network environment. MDPI 2021-11-30 /pmc/articles/PMC8659466/ /pubmed/34883985 http://dx.doi.org/10.3390/s21237980 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Anwar, Khola
Rahman, Taj
Zeb, Asim
Khan, Inayat
Zareei, Mahdi
Vargas-Rosales, Cesar
RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title_full RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title_fullStr RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title_full_unstemmed RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title_short RM-ADR: Resource Management Adaptive Data Rate for Mobile Application in LoRaWAN
title_sort rm-adr: resource management adaptive data rate for mobile application in lorawan
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659466/
https://www.ncbi.nlm.nih.gov/pubmed/34883985
http://dx.doi.org/10.3390/s21237980
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