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LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios

Extended Range Wide Area Network (LoRaWAN) has recently gained a lot of attention from the industrial and research community for dynamic Internet of Things (IoT) applications. IoT devices broadcast messages for neighbor gateways that deliver the message to the application server through an IP networ...

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Detalles Bibliográficos
Autores principales: Matni, Nagib, Moraes, Jean, Oliveira, Helder, Rosário, Denis, Cerqueira, Eduardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435864/
https://www.ncbi.nlm.nih.gov/pubmed/32759657
http://dx.doi.org/10.3390/s20154336
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author Matni, Nagib
Moraes, Jean
Oliveira, Helder
Rosário, Denis
Cerqueira, Eduardo
author_facet Matni, Nagib
Moraes, Jean
Oliveira, Helder
Rosário, Denis
Cerqueira, Eduardo
author_sort Matni, Nagib
collection PubMed
description Extended Range Wide Area Network (LoRaWAN) has recently gained a lot of attention from the industrial and research community for dynamic Internet of Things (IoT) applications. IoT devices broadcast messages for neighbor gateways that deliver the message to the application server through an IP network. Hence, it is required to deploy LoRaWAN gateways, i.e., network planning, and optimization, in an environment while considering Operational Expenditure (OPEX) and Capital Expenditure (CAPEX) along with Quality of Service (QoS) requirements. In this article, we introduced a LoRaWAN gateway placement model for dynamic IoT applications called DPLACE. It divides the IoT devices into groups with some degree of similarity between them to allow for the placement of LoRaWAN gateways that can serve these devices in the best possible way. Specifically, DPLACE computes the number of LoRaWAN gateways based on the Gap statistics method. Afterward, DPLACE uses K-Means and Fuzzy C-means algorithms to calculate the LoRaWAN gateway placement. The simulations’ results proved the benefits of DPLACE compared to state-of-the-art LoRaWAN gateway placement models in terms of OPEX, CAPEX, and QoS.
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spelling pubmed-74358642020-08-25 LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios Matni, Nagib Moraes, Jean Oliveira, Helder Rosário, Denis Cerqueira, Eduardo Sensors (Basel) Article Extended Range Wide Area Network (LoRaWAN) has recently gained a lot of attention from the industrial and research community for dynamic Internet of Things (IoT) applications. IoT devices broadcast messages for neighbor gateways that deliver the message to the application server through an IP network. Hence, it is required to deploy LoRaWAN gateways, i.e., network planning, and optimization, in an environment while considering Operational Expenditure (OPEX) and Capital Expenditure (CAPEX) along with Quality of Service (QoS) requirements. In this article, we introduced a LoRaWAN gateway placement model for dynamic IoT applications called DPLACE. It divides the IoT devices into groups with some degree of similarity between them to allow for the placement of LoRaWAN gateways that can serve these devices in the best possible way. Specifically, DPLACE computes the number of LoRaWAN gateways based on the Gap statistics method. Afterward, DPLACE uses K-Means and Fuzzy C-means algorithms to calculate the LoRaWAN gateway placement. The simulations’ results proved the benefits of DPLACE compared to state-of-the-art LoRaWAN gateway placement models in terms of OPEX, CAPEX, and QoS. MDPI 2020-08-04 /pmc/articles/PMC7435864/ /pubmed/32759657 http://dx.doi.org/10.3390/s20154336 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Matni, Nagib
Moraes, Jean
Oliveira, Helder
Rosário, Denis
Cerqueira, Eduardo
LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title_full LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title_fullStr LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title_full_unstemmed LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title_short LoRaWAN Gateway Placement Model for Dynamic Internet of Things Scenarios
title_sort lorawan gateway placement model for dynamic internet of things scenarios
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435864/
https://www.ncbi.nlm.nih.gov/pubmed/32759657
http://dx.doi.org/10.3390/s20154336
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