Analysis of the spatial structure of the trees of a tropical dry forest through point process theory
A marked point pattern of a tropical dry forest, obtained from the locations of each plant in a one-hectare plot located in the national natural park El Tuparro in the Colombian Orinoquia was analysed. We used two qualitative marks species and size, and a quantitative mark diameter at breast height-...
- Autores:
-
Parra Camacho, Luis Fernando
- Tipo de recurso:
- Fecha de publicación:
- 2019
- Institución:
- Universidad Nacional de Colombia
- Repositorio:
- Universidad Nacional de Colombia
- Idioma:
- spa
- OAI Identifier:
- oai:repositorio.unal.edu.co:unal/77014
- Acceso en línea:
- https://repositorio.unal.edu.co/handle/unal/77014
http://bdigital.unal.edu.co/74188/
- Palabra clave:
- Point process
Procesos puntuales
spatial distribution
distribución espacial
Tropical dry Forest
Bosque seco tropical
Procesos puntuales
Características de primer y segundo orden
Análisis funcional
Distribución espacial
Bosque seco tropical
- Rights
- openAccess
- License
- Atribución-NoComercial 4.0 Internacional
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Universidad Nacional de Colombia |
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|
dc.title.spa.fl_str_mv |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
title |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
spellingShingle |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory Point process Procesos puntuales spatial distribution distribución espacial Tropical dry Forest Bosque seco tropical Procesos puntuales Características de primer y segundo orden Análisis funcional Distribución espacial Bosque seco tropical |
title_short |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
title_full |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
title_fullStr |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
title_full_unstemmed |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
title_sort |
Analysis of the spatial structure of the trees of a tropical dry forest through point process theory |
dc.creator.fl_str_mv |
Parra Camacho, Luis Fernando |
dc.contributor.author.spa.fl_str_mv |
Parra Camacho, Luis Fernando |
dc.contributor.spa.fl_str_mv |
Bohorquez Castañeda, Martha Patricia |
dc.subject.proposal.spa.fl_str_mv |
Point process Procesos puntuales spatial distribution distribución espacial Tropical dry Forest Bosque seco tropical Procesos puntuales Características de primer y segundo orden Análisis funcional Distribución espacial Bosque seco tropical |
topic |
Point process Procesos puntuales spatial distribution distribución espacial Tropical dry Forest Bosque seco tropical Procesos puntuales Características de primer y segundo orden Análisis funcional Distribución espacial Bosque seco tropical |
description |
A marked point pattern of a tropical dry forest, obtained from the locations of each plant in a one-hectare plot located in the national natural park El Tuparro in the Colombian Orinoquia was analysed. We used two qualitative marks species and size, and a quantitative mark diameter at breast height-dbh. The objective of the present study was to evaluated at an ecological community level, the spatial distribution of the plants with the marked point pattern, to understand the processes of facilitation and competition that have an influence on the generated point pattern. We propose a methodology based on different tools of point process theory: first we estimated the intensities using a kernel and the incorporation of a covariate (distance to rocks); then we used different second order tools to analyse the inter and intra dependences of each of the marks; and finally we used three classification methods to group the species by their spatial behaviour, one based on dispersal indices and the other two on second order functions. The results show an influence of the rocky soil over the spatial distribution of the plants inside the study area; the second order functions indicate an inhibition pattern for all of the species, and for some a cluster pattern at close distances was identify; the size of the plants also influence the spatial distribution, large and medium trees tend to created small clusters pattern with a radius of 1.3 meters, while small plants aggregated more around big plants than around medium plants; the three types of information used for the classification analysis show similarities in the groups of species form, however, the second order functions displays better classification results. |
publishDate |
2019 |
dc.date.issued.spa.fl_str_mv |
2019-03-15 |
dc.date.accessioned.spa.fl_str_mv |
2020-03-30T06:35:49Z |
dc.date.available.spa.fl_str_mv |
2020-03-30T06:35:49Z |
dc.type.spa.fl_str_mv |
Trabajo de grado - Maestría |
dc.type.driver.spa.fl_str_mv |
info:eu-repo/semantics/masterThesis |
dc.type.version.spa.fl_str_mv |
info:eu-repo/semantics/acceptedVersion |
dc.type.content.spa.fl_str_mv |
Text |
dc.type.redcol.spa.fl_str_mv |
http://purl.org/redcol/resource_type/TM |
status_str |
acceptedVersion |
dc.identifier.uri.none.fl_str_mv |
https://repositorio.unal.edu.co/handle/unal/77014 |
dc.identifier.eprints.spa.fl_str_mv |
http://bdigital.unal.edu.co/74188/ |
url |
https://repositorio.unal.edu.co/handle/unal/77014 http://bdigital.unal.edu.co/74188/ |
dc.language.iso.spa.fl_str_mv |
spa |
language |
spa |
dc.relation.ispartof.spa.fl_str_mv |
Universidad Nacional de Colombia Sede Bogotá Facultad de Ciencias Departamento de Estadística Departamento de Estadística |
dc.relation.haspart.spa.fl_str_mv |
5 Ciencias naturales y matemáticas / Science 51 Matemáticas / Mathematics 58 Plantas / Plants |
dc.relation.references.spa.fl_str_mv |
Parra Camacho, Luis Fernando (2019) Analysis of the spatial structure of the trees of a tropical dry forest through point process theory. Maestría thesis, Universidad Nacional de Colombia – Sede Bogotá. |
dc.rights.spa.fl_str_mv |
Derechos reservados - Universidad Nacional de Colombia |
dc.rights.coar.fl_str_mv |
http://purl.org/coar/access_right/c_abf2 |
dc.rights.license.spa.fl_str_mv |
Atribución-NoComercial 4.0 Internacional |
dc.rights.uri.spa.fl_str_mv |
http://creativecommons.org/licenses/by-nc/4.0/ |
dc.rights.accessrights.spa.fl_str_mv |
info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Atribución-NoComercial 4.0 Internacional Derechos reservados - Universidad Nacional de Colombia http://creativecommons.org/licenses/by-nc/4.0/ http://purl.org/coar/access_right/c_abf2 |
eu_rights_str_mv |
openAccess |
dc.format.mimetype.spa.fl_str_mv |
application/pdf |
institution |
Universidad Nacional de Colombia |
bitstream.url.fl_str_mv |
https://repositorio.unal.edu.co/bitstream/unal/77014/1/10141870642019.pdf https://repositorio.unal.edu.co/bitstream/unal/77014/2/10141870642019.pdf.jpg |
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repository.name.fl_str_mv |
Repositorio Institucional Universidad Nacional de Colombia |
repository.mail.fl_str_mv |
repositorio_nal@unal.edu.co |
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1814090039012884480 |
spelling |
Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Bohorquez Castañeda, Martha PatriciaParra Camacho, Luis Fernandoaebd0f3c-564b-4801-9cb2-11917330b2ca3002020-03-30T06:35:49Z2020-03-30T06:35:49Z2019-03-15https://repositorio.unal.edu.co/handle/unal/77014http://bdigital.unal.edu.co/74188/A marked point pattern of a tropical dry forest, obtained from the locations of each plant in a one-hectare plot located in the national natural park El Tuparro in the Colombian Orinoquia was analysed. We used two qualitative marks species and size, and a quantitative mark diameter at breast height-dbh. The objective of the present study was to evaluated at an ecological community level, the spatial distribution of the plants with the marked point pattern, to understand the processes of facilitation and competition that have an influence on the generated point pattern. We propose a methodology based on different tools of point process theory: first we estimated the intensities using a kernel and the incorporation of a covariate (distance to rocks); then we used different second order tools to analyse the inter and intra dependences of each of the marks; and finally we used three classification methods to group the species by their spatial behaviour, one based on dispersal indices and the other two on second order functions. The results show an influence of the rocky soil over the spatial distribution of the plants inside the study area; the second order functions indicate an inhibition pattern for all of the species, and for some a cluster pattern at close distances was identify; the size of the plants also influence the spatial distribution, large and medium trees tend to created small clusters pattern with a radius of 1.3 meters, while small plants aggregated more around big plants than around medium plants; the three types of information used for the classification analysis show similarities in the groups of species form, however, the second order functions displays better classification results.Resumen: Se analiza un patrón puntual marcado de un bosque seco tropical, el cual es generado a partir de la localización de los árboles dentro de una parcela de una hectárea ubicada en el parque nacional natural El Tuparro en la Orinoquia Colombiana. Utilizamos dos marcas cualitativas la especie y tamaño, y una marca cuantitativa el diámetro a la altura del pecho - dap. El objetivo del estudio fue analizar a un nivel de comunidad ecológica, la distribución espacial de las plantas mediante el patrón puntual marcado, para entender los procesos de competencia y facilitación que tienen una influencia en el patrón generado. Proponemos una metodología basada en diferentes herramientas provenientes de la teoría de procesos puntuales: primero estimamos la intensidad utilizando un kernel e incorporando la covariable distancia a las rocas; después utilizamos diferentes herramientas de segundo orden para analizar las intra e inter dependencias de cada una de las marcas; y finalmente usamos tres métodos para clasificar a las especies por su comportamiento espacial, uno basado en índices de dispersión y los otros dos en funciones de segundo orden. Los resultados muestran una influencia del suelo rocoso sobre la distribución espacial de las plantas dentro del área de estudio; las funciones de segundo orden indican un patrón de inhibición para todas las especies, y para algunas se identificó un patrón de agrupación a distancias cercanas; el tamaño de las plantas también influye en la distribución espacial, los árboles grandes y medianos tienden a formar pequeños patrones agregados con radios de 1.3 metros, mientras que las plantas pequeñas se agrupan más alrededor de plantas grandes que medianas; los tres tipos de información utilizados para el análisis de clasificación muestran similitudes en los grupos de especies formados, sin embargo, las funciones de segundo orden muestran mejores resultados de clasificaciónMaestríaapplication/pdfspaUniversidad Nacional de Colombia Sede Bogotá Facultad de Ciencias Departamento de EstadísticaDepartamento de Estadística5 Ciencias naturales y matemáticas / Science51 Matemáticas / Mathematics58 Plantas / PlantsParra Camacho, Luis Fernando (2019) Analysis of the spatial structure of the trees of a tropical dry forest through point process theory. Maestría thesis, Universidad Nacional de Colombia – Sede Bogotá.Analysis of the spatial structure of the trees of a tropical dry forest through point process theoryTrabajo de grado - Maestríainfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/acceptedVersionTexthttp://purl.org/redcol/resource_type/TMPoint processProcesos puntualesspatial distributiondistribución espacialTropical dry ForestBosque seco tropicalProcesos puntualesCaracterísticas de primer y segundo ordenAnálisis funcionalDistribución espacialBosque seco tropicalORIGINAL10141870642019.pdfapplication/pdf3648243https://repositorio.unal.edu.co/bitstream/unal/77014/1/10141870642019.pdf46ffb7758345b5ee2c20db693f410888MD51THUMBNAIL10141870642019.pdf.jpg10141870642019.pdf.jpgGenerated Thumbnailimage/jpeg4057https://repositorio.unal.edu.co/bitstream/unal/77014/2/10141870642019.pdf.jpg5e14e58ebb2da837e82c6e2f2e8e0d1cMD52unal/77014oai:repositorio.unal.edu.co:unal/770142024-07-15 23:09:55.756Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co |