Analysis of landslide triggering mechanisms in the Imbabura Province

Landslides are produced by mechanical and complex interactions between predisposing and triggering factors that lack understanding. Most landslides in the Imbabura Province, northern Ecuador, are recorded as geohazard events whose occurrence is assumed to be triggered by heavy rainfall. Few studies...

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Main Author: Rivera Añazco, Ariana Guiscelle (author)
Format: bachelorThesis
Language:eng
Published: 2021
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Online Access:http://repositorio.yachaytech.edu.ec/handle/123456789/387
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author Rivera Añazco, Ariana Guiscelle
author_facet Rivera Añazco, Ariana Guiscelle
author_role author
collection Repositorio Universidad Yachay Tech
dc.contributor.none.fl_str_mv Pineda Ordóñez, Luis Eduardo
dc.creator.none.fl_str_mv Rivera Añazco, Ariana Guiscelle
dc.date.none.fl_str_mv 2021-07-27T11:44:10Z
2021-07-27T11:44:10Z
2021-07
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://repositorio.yachaytech.edu.ec/handle/123456789/387
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv Universidad de Investigación de Tecnología Experimental Yachay
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:Repositorio Universidad Yachay Tech
instname:Universidad Yachay Tech
instacron:Yachay
dc.subject.none.fl_str_mv Ocurrencia de deslizamientos
Regresión logística
Modelo aditivo generalizado
Provincia de Imbabura
Landslide occurrence
Logistic regression
Generalized additive model
Imbabura province
dc.title.none.fl_str_mv Analysis of landslide triggering mechanisms in the Imbabura Province
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/bachelorThesis
description Landslides are produced by mechanical and complex interactions between predisposing and triggering factors that lack understanding. Most landslides in the Imbabura Province, northern Ecuador, are recorded as geohazard events whose occurrence is assumed to be triggered by heavy rainfall. Few studies have attempted to discriminate the influence of triggering factors on the landslide occurrence to verify such statement. This study investigates the cause-effect relationship that triggered landslides in the province of Imbabura. To do this, generalized linear models (GLM) and generalized additive models (GAM) were used in an explanatory modelling setting to analyse the relationship between mapped landslide initiation points and terrain, topographic, and climatic predisposing factors. Both statistical models showed high predictability performance, where precipitation had the highest influence on the occurrence of landslides with estimates of 6.35 and 6.78, respectively, followed by the factor elevation with estimates of 5.98 in GLM, and the factor slope aspect with an estimate of 1,72 in GAM, under a 5% significance level. This clearly shows the importance of climatic predisposing factors in landslide occurrence which is due to a stratiform type of precipitation that increase the soil moisture saturation in the study area. Furthermore, agricultural land use and livestock showed a negative influence, which calls for further research to determine the role that land use may play in contributing landslide occurrence. The present study may serve as a baseline to assess the effectiveness of statements on landslide triggering mechanisms in the country.
eu_rights_str_mv openAccess
format bachelorThesis
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network_name_str Repositorio Universidad Yachay Tech
oai_identifier_str oai:repositorio.yachaytech.edu.ec:123456789/387
publishDate 2021
publisher.none.fl_str_mv Universidad de Investigación de Tecnología Experimental Yachay
reponame_str Repositorio Universidad Yachay Tech
repository.mail.fl_str_mv .
repository.name.fl_str_mv Repositorio Universidad Yachay Tech - Universidad Yachay Tech
repository_id_str 10284
spelling Analysis of landslide triggering mechanisms in the Imbabura ProvinceRivera Añazco, Ariana GuiscelleOcurrencia de deslizamientosRegresión logísticaModelo aditivo generalizadoProvincia de ImbaburaLandslide occurrenceLogistic regressionGeneralized additive modelImbabura provinceLandslides are produced by mechanical and complex interactions between predisposing and triggering factors that lack understanding. Most landslides in the Imbabura Province, northern Ecuador, are recorded as geohazard events whose occurrence is assumed to be triggered by heavy rainfall. Few studies have attempted to discriminate the influence of triggering factors on the landslide occurrence to verify such statement. This study investigates the cause-effect relationship that triggered landslides in the province of Imbabura. To do this, generalized linear models (GLM) and generalized additive models (GAM) were used in an explanatory modelling setting to analyse the relationship between mapped landslide initiation points and terrain, topographic, and climatic predisposing factors. Both statistical models showed high predictability performance, where precipitation had the highest influence on the occurrence of landslides with estimates of 6.35 and 6.78, respectively, followed by the factor elevation with estimates of 5.98 in GLM, and the factor slope aspect with an estimate of 1,72 in GAM, under a 5% significance level. This clearly shows the importance of climatic predisposing factors in landslide occurrence which is due to a stratiform type of precipitation that increase the soil moisture saturation in the study area. Furthermore, agricultural land use and livestock showed a negative influence, which calls for further research to determine the role that land use may play in contributing landslide occurrence. The present study may serve as a baseline to assess the effectiveness of statements on landslide triggering mechanisms in the country.Los deslizamientos de tierra se producen por interacciones mecánicas y complejas entre factores predisponentes y desencadenantes que no se entienden en su totalidad. La mayoría de los deslizamientos de tierra en la provincia de Imbabura, en el norte de Ecuador, se registran como eventos de riesgo geológico cuya ocurrencia se asume que es provocada por fuertes lluvias. Pocos estudios han intentado discriminar la influencia de los factores desencadenantes en la ocurrencia de deslizamientos de tierra para verificar tal afirmación. Este estudio investiga la relación causa-efecto que desencadenó deslizamientos de tierra en la provincia de Imbabura. Para ello, se utilizaron modelos lineales generalizados (GLM) y modelos aditivos generalizados (GAM) en un entorno de modelado explicativo para analizar la relación entre los puntos de inicio de deslizamientos mapeados y los factores predisponentes de terreno, topográficos y climáticos. Ambos modelos estadísticos mostraron un desempeño de alta predictibilidad, donde la precipitación tuvo la mayor influencia en la ocurrencia de deslizamientos de tierra con estimaciones de 6.35 y 6.78, respectivamente, seguidas del factor elevación con una estimación de 5.98 en GLM, y el factor pendiente con un estimado de 1.72 en GAM, bajo un nivel de significancia del 5%. Esto muestra claramente la importancia de los factores predisponentes climáticos en la ocurrencia de deslizamientos de tierra debido a un tipo de precipitación estratiforme que aumenta la saturación de humedad del suelo en el área de estudio. Además, el uso de la tierra agrícola y la ganadería mostraron una influencia negativa, lo que requiere más investigación para determinar el papel que el uso de la tierra puede desempeñar en la contribución a la ocurrencia de deslizamientos de tierra. El presente estudio puede servir como base para evaluar la efectividad de las declaraciones sobre los mecanismos desencadenantes de deslizamientos de tierra en el país.Geólogo/aUniversidad de Investigación de Tecnología Experimental YachayPineda Ordóñez, Luis Eduardo2021-07-27T11:44:10Z2021-07-27T11:44:10Z2021-07info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/bachelorThesisapplication/pdfhttp://repositorio.yachaytech.edu.ec/handle/123456789/387enginfo:eu-repo/semantics/openAccessreponame:Repositorio Universidad Yachay Techinstname:Universidad Yachay Techinstacron:Yachay2025-07-08T17:50:49Zoai:repositorio.yachaytech.edu.ec:123456789/387Institucionalhttps://repositorio.yachaytech.edu.ec/Universidad públicahttps://www.yachaytech.edu.ec/https://repositorio.yachaytech.edu.ec/oaiEcuador...opendoar:102842025-07-08T17:50:49falseInstitucionalhttps://repositorio.yachaytech.edu.ec/Universidad públicahttps://www.yachaytech.edu.ec/https://repositorio.yachaytech.edu.ec/oai.Ecuador...opendoar:102842025-07-08T17:50:49Repositorio Universidad Yachay Tech - Universidad Yachay Techfalse
spellingShingle Analysis of landslide triggering mechanisms in the Imbabura Province
Rivera Añazco, Ariana Guiscelle
Ocurrencia de deslizamientos
Regresión logística
Modelo aditivo generalizado
Provincia de Imbabura
Landslide occurrence
Logistic regression
Generalized additive model
Imbabura province
status_str publishedVersion
title Analysis of landslide triggering mechanisms in the Imbabura Province
title_full Analysis of landslide triggering mechanisms in the Imbabura Province
title_fullStr Analysis of landslide triggering mechanisms in the Imbabura Province
title_full_unstemmed Analysis of landslide triggering mechanisms in the Imbabura Province
title_short Analysis of landslide triggering mechanisms in the Imbabura Province
title_sort Analysis of landslide triggering mechanisms in the Imbabura Province
topic Ocurrencia de deslizamientos
Regresión logística
Modelo aditivo generalizado
Provincia de Imbabura
Landslide occurrence
Logistic regression
Generalized additive model
Imbabura province
url http://repositorio.yachaytech.edu.ec/handle/123456789/387