The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley

ABSTRACT : This study took a quantitative approach to understanding how rainfall affects soil moisture, which is a common trigger for landslides. The research focused on a local area (the Aburrá Valley), due to its high susceptibility to landslides. Landslides pose a significant threat to the local...

Full description

Autores:
Furió Urbina, Manuel Andrés
Tipo de recurso:
Trabajo de grado de pregrado
Fecha de publicación:
2025
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/45117
Acceso en línea:
https://hdl.handle.net/10495/45117
Palabra clave:
Soil moisture
Humedad del suelo
Precipitation
Precipitación
Climatic data
Datos climáticos
Disaster risk reduction
Reducción del riesgo de desastres
Landslides
Desprendimiento de tierra
Rainfall
Risk assessment
http://vocabularies.unesco.org/thesaurus/concept12055
http://vocabularies.unesco.org/thesaurus/concept1217
http://vocabularies.unesco.org/thesaurus/concept5437
http://vocabularies.unesco.org/thesaurus/concept8139
Rights
embargoedAccess
License
http://creativecommons.org/licenses/by-nc-sa/2.5/co/
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dc.title.spa.fl_str_mv The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
title The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
spellingShingle The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
Soil moisture
Humedad del suelo
Precipitation
Precipitación
Climatic data
Datos climáticos
Disaster risk reduction
Reducción del riesgo de desastres
Landslides
Desprendimiento de tierra
Rainfall
Risk assessment
http://vocabularies.unesco.org/thesaurus/concept12055
http://vocabularies.unesco.org/thesaurus/concept1217
http://vocabularies.unesco.org/thesaurus/concept5437
http://vocabularies.unesco.org/thesaurus/concept8139
title_short The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
title_full The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
title_fullStr The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
title_full_unstemmed The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
title_sort The Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá Valley
dc.creator.fl_str_mv Furió Urbina, Manuel Andrés
dc.contributor.advisor.none.fl_str_mv Gómez García, Derly Estefanny
García Aristizábal, Edwin Fabián
dc.contributor.author.none.fl_str_mv Furió Urbina, Manuel Andrés
dc.contributor.researchgroup.spa.fl_str_mv Grupo de Investigación en Infraestructura (GII)
dc.subject.unesco.none.fl_str_mv Soil moisture
Humedad del suelo
Precipitation
Precipitación
Climatic data
Datos climáticos
Disaster risk reduction
Reducción del riesgo de desastres
topic Soil moisture
Humedad del suelo
Precipitation
Precipitación
Climatic data
Datos climáticos
Disaster risk reduction
Reducción del riesgo de desastres
Landslides
Desprendimiento de tierra
Rainfall
Risk assessment
http://vocabularies.unesco.org/thesaurus/concept12055
http://vocabularies.unesco.org/thesaurus/concept1217
http://vocabularies.unesco.org/thesaurus/concept5437
http://vocabularies.unesco.org/thesaurus/concept8139
dc.subject.lemb.none.fl_str_mv Landslides
Desprendimiento de tierra
dc.subject.proposal.spa.fl_str_mv Rainfall
Risk assessment
dc.subject.unescouri.none.fl_str_mv http://vocabularies.unesco.org/thesaurus/concept12055
http://vocabularies.unesco.org/thesaurus/concept1217
http://vocabularies.unesco.org/thesaurus/concept5437
http://vocabularies.unesco.org/thesaurus/concept8139
description ABSTRACT : This study took a quantitative approach to understanding how rainfall affects soil moisture, which is a common trigger for landslides. The research focused on a local area (the Aburrá Valley), due to its high susceptibility to landslides. Landslides pose a significant threat to the local population due to the region's steep, landslide-prone terrain and frequent tropical rainfall. This threat impacts the region twofold: it exacerbates poverty and leads to significant loss of life. Many other studies have used empirical, physical, and satellite-based approaches to predict landslides. However, the fluctuating state of soil moisture had not been a focus of previous research. To address this gap, this study placed strong emphasis on soil moisture fluctuations following rainfall events. Our goal was to develop an empirical model that links rainfall and soil moisture measurements. To achieve this, pluviograph data and soil moisture sensor measurements were processed and analyzed to define the variables and parameters for an empirical model capable of predicting soil moisture levels based on rainfall data. Ultimately, we developed empirical equations to fulfill this purpose while leaving room for further research. The results and applications of this model could contribute to future studies on rainfall events that trigger landslides, including the development of early warning systems that, when properly implemented, could help protect populations living in high-risk areas.
publishDate 2025
dc.date.accessioned.none.fl_str_mv 2025-02-21T16:22:22Z
dc.date.available.none.fl_str_mv 2025-02-21T16:22:22Z
dc.date.issued.none.fl_str_mv 2025
dc.type.spa.fl_str_mv Tesis/Trabajo de grado - Monografía - Pregrado
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dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/45117
url https://hdl.handle.net/10495/45117
dc.language.iso.spa.fl_str_mv eng
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dc.format.extent.spa.fl_str_mv 48 páginas
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dc.publisher.spa.fl_str_mv Universidad de Antioquia
dc.publisher.place.spa.fl_str_mv Medellín, Colombia
dc.publisher.faculty.spa.fl_str_mv Facultad de Ingeniería. Ingeniería Civil
institution Universidad de Antioquia
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spelling Gómez García, Derly EstefannyGarcía Aristizábal, Edwin FabiánFurió Urbina, Manuel AndrésGrupo de Investigación en Infraestructura (GII)2025-02-21T16:22:22Z2025-02-21T16:22:22Z2025https://hdl.handle.net/10495/45117ABSTRACT : This study took a quantitative approach to understanding how rainfall affects soil moisture, which is a common trigger for landslides. The research focused on a local area (the Aburrá Valley), due to its high susceptibility to landslides. Landslides pose a significant threat to the local population due to the region's steep, landslide-prone terrain and frequent tropical rainfall. This threat impacts the region twofold: it exacerbates poverty and leads to significant loss of life. Many other studies have used empirical, physical, and satellite-based approaches to predict landslides. However, the fluctuating state of soil moisture had not been a focus of previous research. To address this gap, this study placed strong emphasis on soil moisture fluctuations following rainfall events. Our goal was to develop an empirical model that links rainfall and soil moisture measurements. To achieve this, pluviograph data and soil moisture sensor measurements were processed and analyzed to define the variables and parameters for an empirical model capable of predicting soil moisture levels based on rainfall data. Ultimately, we developed empirical equations to fulfill this purpose while leaving room for further research. The results and applications of this model could contribute to future studies on rainfall events that trigger landslides, including the development of early warning systems that, when properly implemented, could help protect populations living in high-risk areas.PregradoIngeniero Civil48 páginasapplication/pdfengUniversidad de AntioquiaMedellín, ColombiaFacultad de Ingeniería. Ingeniería Civilhttp://creativecommons.org/licenses/by-nc-sa/2.5/co/https://creativecommons.org/licenses/by-nc-sa/4.0/info:eu-repo/semantics/embargoedAccesshttp://purl.org/coar/access_right/c_f1cfThe Fundamental Role of Rainfall on Soil Moisture: A data-driven statistical study on the Aburrá ValleyTesis/Trabajo de grado - Monografía - Pregradohttp://purl.org/coar/resource_type/c_7a1fhttps://purl.org/redcol/resource_type/TPhttp://purl.org/coar/version/c_b1a7d7d4d402bcceinfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/draftSoil moistureHumedad del sueloPrecipitationPrecipitaciónClimatic dataDatos climáticosDisaster risk reductionReducción del riesgo de desastresLandslidesDesprendimiento de tierraRainfallRisk assessmenthttp://vocabularies.unesco.org/thesaurus/concept12055http://vocabularies.unesco.org/thesaurus/concept1217http://vocabularies.unesco.org/thesaurus/concept5437http://vocabularies.unesco.org/thesaurus/concept8139PublicationCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81051https://bibliotecadigital.udea.edu.co/bitstreams/3ab4ac65-74b4-4f09-9f98-c51e1c63f468/downloade2060682c9c70d4d30c83c51448f4eedMD56falseAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/19faaa22-f53c-4c93-8436-e987c5ba1d9e/download8a4605be74aa9ea9d79846c1fba20a33MD57falseAnonymousREADORIGINALFurioManuel_2025_RainfallSoilMoisture.pdfFurioManuel_2025_RainfallSoilMoisture.pdfTrabajo de grado de pregradoapplication/pdf1908786https://bibliotecadigital.udea.edu.co/bitstreams/99db3531-95fc-49e3-948f-b156c525d760/download48aa2c6d388a7b413e83395d38be1e97MD58trueAnonymousREADTEXTFurioManuel_2025_RainfallSoilMoisture.pdf.txtFurioManuel_2025_RainfallSoilMoisture.pdf.txtExtracted texttext/plain75263https://bibliotecadigital.udea.edu.co/bitstreams/768816d0-b12e-43e5-9a8e-f70f0b615de8/download950a80c3fc30c60f7c7c2fe0fcf82a9cMD59falseAnonymousREADTHUMBNAILFurioManuel_2025_RainfallSoilMoisture.pdf.jpgFurioManuel_2025_RainfallSoilMoisture.pdf.jpgGenerated Thumbnailimage/jpeg6774https://bibliotecadigital.udea.edu.co/bitstreams/1cc571a2-be36-4caa-b4ea-43521f1b5558/downloadff2587355fd8854e73fcddf440202a10MD510falseAnonymousREAD10495/45117oai:bibliotecadigital.udea.edu.co:10495/451172025-03-27 00:15:13.546http://creativecommons.org/licenses/by-nc-sa/2.5/co/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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