Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack

Modelado de la cobertura 4G mediante Matlab y validación con mediciones reales obtenidas a través de G-NetTrack

Modelagem da cobertura 4G utilizando Matlab e validação com medidas reais obtidas através do G-NetTrack

Toapanta Piguave, Jordy Alexander - Córdova Almeida, Ricardo Gianpiere - Cárdenas Villacrés, David Humberto
Detalles Bibliográficos
2026
G-NetTrack Lite
RSRP
Drive test
Modelo de propagación
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Propagation model
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Modelo de propagação
COST-231 Hata
Español
Universidad de Montevideo
REDUM
https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984
https://hdl.handle.net/20.500.12806/3451
Acceso abierto
Atribución 4.0 Internacional
_version_ 1874489178267320320
author Toapanta Piguave, Jordy Alexander
author2 Córdova Almeida, Ricardo Gianpiere
Cárdenas Villacrés, David Humberto
author2_role author
author
author_facet Toapanta Piguave, Jordy Alexander
Córdova Almeida, Ricardo Gianpiere
Cárdenas Villacrés, David Humberto
author_role author
collection REDUM
dc.creator.none.fl_str_mv Toapanta Piguave, Jordy Alexander
Córdova Almeida, Ricardo Gianpiere
Cárdenas Villacrés, David Humberto
dc.date.accessioned.none.fl_str_mv 2026-08-18T15:51:51Z
dc.date.available.none.fl_str_mv 2026-08-18T15:51:51Z
dc.date.none.fl_str_mv 2026-06-16
dc.description.en-US.fl_txt_mv The purpose of this work is to model and validate 4G LTE coverage in "Las Villas," a residential area of Babahoyo, to determine the actual quality of service compared to theoretical propagation models. The method used was descriptive-comparative, non-experimental, and quantitative. It was based on the collection of real-world data obtained through Drive Tests and Walk Tests, using the G-NetTrack Lite app on Android devices. The acquired data were exported in .csv format and processed in MATLAB. In this software, the LTE Toolbox library and the COST-231 Hata propagation model were used to simulate the signal and create coverage maps. Consequently. The comparison between measured and simulated values showed acceptable agreement according to MAE and RMSE metrics. The findings allow us to conclude that the COST-231 Hata model provides an appropriate approximation of the actual 4G signal behavior in the studied area, thus validating its use for planning and analyzing LTE mobile networks.
dc.description.es-ES.fl_txt_mv El objetivo de este trabajo es modelar y validar la cobertura 4G LTE en "Las Villas", una zona residencial de Babahoyo, para determinar la calidad de servicio actual en comparación con modelos de propagación teóricos. El método empleado fue descriptivo-comparativo, no experimental y cuantitativo. Se basó en la recopilación de datos reales obtenidos mediante Drive Tests y Walk Tests, utilizando la aplicación G-NetTrack Lite en dispositivos Android. Los datos adquiridos se exportaron en formato .csv y se procesaron en MATLAB. En este software, se utilizó la biblioteca LTE Toolbox y el modelo de propagación COST-231 Hata para simular la señal y crear mapas de cobertura. La comparación entre los valores medidos y simulados mostró una concordancia aceptable según las métricas MAE y RMSE. Los resultados permiten concluir que el modelo COST-231 Hata proporciona una aproximación adecuada del comportamiento actual de la señal 4G en la zona estudiada, validando así su uso para la planificación y el análisis de redes móviles LTE.
dc.description.pt-BR.fl_txt_mv O objetivo deste trabalho é modelar e validar a cobertura 4G LTE em "Las Villas", uma área residencial de Babahoyo, para determinar a qualidade de serviço atual em comparação com modelos teóricos de propagação. O método utilizado foi descritivo-comparativo, não experimental e quantitativo. Baseou-se na coleta de dados reais obtidos por meio de testes de campo e testes de caminhada, utilizando o aplicativo G-NetTrack Lite em dispositivos Android. Os dados adquiridos foram exportados em formato .csv e processados no MATLAB. Neste software, a biblioteca LTE Toolbox e o modelo de propagação COST-231 Hata foram utilizados para simular o sinal e criar mapas de cobertura. A comparação entre os valores medidos e simulados mostrou concordância aceitável de acordo com as métricas MAE e RMSE. Os resultados permitem concluir que o modelo COST-231 Hata fornece uma aproximação adequada do comportamento atual do sinal 4G na área estudada, validando assim seu uso para o planejamento e análise de redes móveis LTE.
dc.format.none.fl_str_mv application/pdf
text/html
dc.identifier.none.fl_str_mv https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984
10.36561/ING.30.14
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12806/3451
dc.language.iso.none.fl_str_mv spa
dc.publisher.es-ES.fl_str_mv Universidad de Montevideo
dc.relation.none.fl_str_mv https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984/2160
https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984/2161
dc.rights.es-ES.fl_str_mv http://creativecommons.org/licenses/by/4.0
dc.rights.license.none.fl_str_mv Atribución 4.0 Internacional
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.en-US.fl_str_mv Memoria Investigaciones en Ingeniería; No. 30 (2026); 211-228
dc.source.es-ES.fl_str_mv Memoria Investigaciones en Ingeniería; Núm. 30 (2026); 211-228
dc.source.none.fl_str_mv 2301-1106
2301-1092
10.36561/ING.30
reponame:REDUM
instname:Universidad de Montevideo
instacron:Universidad de Montevideo
dc.source.pt-BR.fl_str_mv Memoria Investigaciones en Ingenieria; n. 30 (2026); 211-228
dc.subject.en-US.fl_str_mv G-NetTrack Lite
RSRP
Drive test
Propagation model
COST-231 Hata
dc.subject.es-ES.fl_str_mv G-NetTrack Lite
RSRP
Drive test
Modelo de propagación
COST-231 Hata
dc.subject.pt-BR.fl_str_mv G-NetTrack Lite
RSRP
Drive test
Modelo de propagação
COST-231 Hata
dc.title.none.fl_str_mv Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
Modelado de la cobertura 4G mediante Matlab y validación con mediciones reales obtenidas a través de G-NetTrack
Modelagem da cobertura 4G utilizando Matlab e validação com medidas reais obtidas através do G-NetTrack
dc.type.en-US.fl_str_mv Peer reviewed articles
dc.type.es-ES.fl_str_mv Artículos evaluados por pares
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
dc.type.pt-BR.fl_str_mv Artigos revistos por pares
dc.type.version.none.fl_str_mv publishedVersion
info:eu-repo/semantics/publishedVersion
description The purpose of this work is to model and validate 4G LTE coverage in "Las Villas," a residential area of Babahoyo, to determine the actual quality of service compared to theoretical propagation models. The method used was descriptive-comparative, non-experimental, and quantitative. It was based on the collection of real-world data obtained through Drive Tests and Walk Tests, using the G-NetTrack Lite app on Android devices. The acquired data were exported in .csv format and processed in MATLAB. In this software, the LTE Toolbox library and the COST-231 Hata propagation model were used to simulate the signal and create coverage maps. Consequently. The comparison between measured and simulated values showed acceptable agreement according to MAE and RMSE metrics. The findings allow us to conclude that the COST-231 Hata model provides an appropriate approximation of the actual 4G signal behavior in the studied area, thus validating its use for planning and analyzing LTE mobile networks.
eu_rights_str_mv openAccess
format article
id REDUM_8a85a97eb18199a1f2b917d75c8a7003
identifier_str_mv 10.36561/ING.30.14
instacron_str Universidad de Montevideo
institution Universidad de Montevideo
instname_str Universidad de Montevideo
language spa
network_acronym_str REDUM
network_name_str REDUM
oai_identifier_str oai:redum.um.edu.uy:20.500.12806/3451
publishDate 2026
reponame_str REDUM
repository.mail.fl_str_mv nolascoaga@um.edu.uy
repository.name.fl_str_mv REDUM - Universidad de Montevideo
repository_id_str 10501
rights_invalid_str_mv http://creativecommons.org/licenses/by/4.0
Atribución 4.0 Internacional
spelling Toapanta Piguave, Jordy AlexanderCórdova Almeida, Ricardo GianpiereCárdenas Villacrés, David Humberto2026-06-162026-08-18T15:51:51Z2026-08-18T15:51:51Zhttps://revistas.um.edu.uy/index.php/ingenieria/article/view/198410.36561/ING.30.14https://hdl.handle.net/20.500.12806/3451The purpose of this work is to model and validate 4G LTE coverage in "Las Villas," a residential area of Babahoyo, to determine the actual quality of service compared to theoretical propagation models. The method used was descriptive-comparative, non-experimental, and quantitative. It was based on the collection of real-world data obtained through Drive Tests and Walk Tests, using the G-NetTrack Lite app on Android devices. The acquired data were exported in .csv format and processed in MATLAB. In this software, the LTE Toolbox library and the COST-231 Hata propagation model were used to simulate the signal and create coverage maps. Consequently. The comparison between measured and simulated values showed acceptable agreement according to MAE and RMSE metrics. The findings allow us to conclude that the COST-231 Hata model provides an appropriate approximation of the actual 4G signal behavior in the studied area, thus validating its use for planning and analyzing LTE mobile networks.El objetivo de este trabajo es modelar y validar la cobertura 4G LTE en "Las Villas", una zona residencial de Babahoyo, para determinar la calidad de servicio actual en comparación con modelos de propagación teóricos. El método empleado fue descriptivo-comparativo, no experimental y cuantitativo. Se basó en la recopilación de datos reales obtenidos mediante Drive Tests y Walk Tests, utilizando la aplicación G-NetTrack Lite en dispositivos Android. Los datos adquiridos se exportaron en formato .csv y se procesaron en MATLAB. En este software, se utilizó la biblioteca LTE Toolbox y el modelo de propagación COST-231 Hata para simular la señal y crear mapas de cobertura. La comparación entre los valores medidos y simulados mostró una concordancia aceptable según las métricas MAE y RMSE. Los resultados permiten concluir que el modelo COST-231 Hata proporciona una aproximación adecuada del comportamiento actual de la señal 4G en la zona estudiada, validando así su uso para la planificación y el análisis de redes móviles LTE.O objetivo deste trabalho é modelar e validar a cobertura 4G LTE em "Las Villas", uma área residencial de Babahoyo, para determinar a qualidade de serviço atual em comparação com modelos teóricos de propagação. O método utilizado foi descritivo-comparativo, não experimental e quantitativo. Baseou-se na coleta de dados reais obtidos por meio de testes de campo e testes de caminhada, utilizando o aplicativo G-NetTrack Lite em dispositivos Android. Os dados adquiridos foram exportados em formato .csv e processados no MATLAB. Neste software, a biblioteca LTE Toolbox e o modelo de propagação COST-231 Hata foram utilizados para simular o sinal e criar mapas de cobertura. A comparação entre os valores medidos e simulados mostrou concordância aceitável de acordo com as métricas MAE e RMSE. Os resultados permitem concluir que o modelo COST-231 Hata fornece uma aproximação adequada do comportamento atual do sinal 4G na área estudada, validando assim seu uso para o planejamento e análise de redes móveis LTE.application/pdftext/htmlspaUniversidad de Montevideohttps://revistas.um.edu.uy/index.php/ingenieria/article/view/1984/2160https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984/2161http://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessAtribución 4.0 InternacionalMemoria Investigaciones en Ingeniería; No. 30 (2026); 211-228Memoria Investigaciones en Ingeniería; Núm. 30 (2026); 211-228Memoria Investigaciones en Ingenieria; n. 30 (2026); 211-2282301-11062301-109210.36561/ING.30reponame:REDUMinstname:Universidad de Montevideoinstacron:Universidad de MontevideoG-NetTrack LiteRSRPDrive testModelo de propagaciónCOST-231 HataG-NetTrack LiteRSRPDrive testPropagation modelCOST-231 HataG-NetTrack LiteRSRPDrive testModelo de propagaçãoCOST-231 HataModeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrackModelado de la cobertura 4G mediante Matlab y validación con mediciones reales obtenidas a través de G-NetTrackModelagem da cobertura 4G utilizando Matlab e validação com medidas reais obtidas através do G-NetTrackinfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionPeer reviewed articlesArtículos evaluados por paresArtigos revistos por parespublishedVersioninfo:eu-repo/semantics/publishedVersion20.500.12806/34512026-08-18 12:51:51.712oai:redum.um.edu.uy:20.500.12806/3451Institucionalhttps://redum.um.edu.uy/Universidadhttps://um.edu.uy/https://redum.um.edu.uy/oai/requestnolascoaga@um.edu.uyUruguayopendoar:105012026-08-18T15:51:51REDUM - Universidad de Montevideofalse
spellingShingle Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
Toapanta Piguave, Jordy Alexander
G-NetTrack Lite
RSRP
Drive test
Modelo de propagación
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Propagation model
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Modelo de propagação
COST-231 Hata
status_str publishedVersion
title Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
title_full Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
title_fullStr Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
title_full_unstemmed Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
title_short Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
title_sort Modeling of 4G coverage using Matlab and validation with real measurements obtained through G-NetTrack
topic G-NetTrack Lite
RSRP
Drive test
Modelo de propagación
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Propagation model
COST-231 Hata
G-NetTrack Lite
RSRP
Drive test
Modelo de propagação
COST-231 Hata
url https://revistas.um.edu.uy/index.php/ingenieria/article/view/1984
https://hdl.handle.net/20.500.12806/3451