Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones

In this study, the dynamics of two vegetation indices, the normalized differential vegetative index (NDVI) and the variant of the NDVI that uses the green band (GNDVI) in a rice growing of the variety fedearroz 2000 in reproduction phase, are analyzed. These indices were calculated through the geopr...

Full description

Autores:
García Cárdenas, Diego Alejandro
Ramón Valencia, Jacipt Alexander
Alzate Velásquez, Diego Fernando
Palacios Gonzalez, Jordi Rafael
Tipo de recurso:
Part of book
Fecha de publicación:
2018
Institución:
Escuela Colombiana de Ingeniería Julio Garavito
Repositorio:
Repositorio Institucional ECI
Idioma:
eng
OAI Identifier:
oai:repositorio.escuelaing.edu.co:001/1734
Acceso en línea:
https://repositorio.escuelaing.edu.co/handle/001/1734
Palabra clave:
Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
Precision farming
Drones
Geoprocessing
Multi-spectral images
Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
Rights
closedAccess
License
http://purl.org/coar/access_right/c_14cb
id ESCUELAIG2_60f84b5405ff1e3b83275602e7bb758d
oai_identifier_str oai:repositorio.escuelaing.edu.co:001/1734
network_acronym_str ESCUELAIG2
network_name_str Repositorio Institucional ECI
repository_id_str
dc.title.eng.fl_str_mv Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
title Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
spellingShingle Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
Precision farming
Drones
Geoprocessing
Multi-spectral images
Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
title_short Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
title_full Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
title_fullStr Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
title_full_unstemmed Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
title_sort Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones
dc.creator.fl_str_mv García Cárdenas, Diego Alejandro
Ramón Valencia, Jacipt Alexander
Alzate Velásquez, Diego Fernando
Palacios Gonzalez, Jordi Rafael
dc.contributor.author.none.fl_str_mv García Cárdenas, Diego Alejandro
Ramón Valencia, Jacipt Alexander
Alzate Velásquez, Diego Fernando
Palacios Gonzalez, Jordi Rafael
dc.contributor.researchgroup.spa.fl_str_mv Centro de Estudios Hidráulicos
dc.subject.armarc.none.fl_str_mv Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
topic Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
Precision farming
Drones
Geoprocessing
Multi-spectral images
Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
dc.subject.proposal.eng.fl_str_mv Precision farming
Drones
Geoprocessing
Multi-spectral images
dc.subject.proposal.spa.fl_str_mv Agricultura de precisión
Drones Geoprocesamiento
Imágenes multiespectrales
description In this study, the dynamics of two vegetation indices, the normalized differential vegetative index (NDVI) and the variant of the NDVI that uses the green band (GNDVI) in a rice growing of the variety fedearroz 2000 in reproduction phase, are analyzed. These indices were calculated through the geoprocessing of multi-spectral aerial images taken by a drone or UAVs, with the aim of identifying which zones of the crops are under stress, healthy or dense. The rice growing had an area of approximately 4,1 hectares and its location corresponds to the farm El Faro in the footpath Campo Hermoso within the municipal district of San José de Cúcuta – Norte de Santander. For this research, two flights were carried out, one at the beginning of the reproduction phase dated September 4th 2016 and the second one at the end corresponding to October 8th 2016; these flights were performed with a Iris+ 3DR drone, a canon S100 camera was implemented as a catch images sensor converted into NDVI by using a NGB filter (Near infrared, Green and Blue). As a result, 4 mosaics are shown, one NDVI and one GNDVI on September 4th 2016 and one NDVI and one GNDVI on October 8th 2016, each one of them were classified according to the characteristics observed in field in zones under stress or with low development, healthy and dense zones. Finally, a NDVI dynamic analysis was completed.
publishDate 2018
dc.date.issued.none.fl_str_mv 2018
dc.date.accessioned.none.fl_str_mv 2021-10-11T16:25:37Z
dc.date.available.none.fl_str_mv 2021-10-11T16:25:37Z
dc.type.spa.fl_str_mv Capítulo - Parte de Libro
dc.type.coarversion.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.version.spa.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_3248
dc.type.content.spa.fl_str_mv Text
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/bookPart
dc.type.redcol.spa.fl_str_mv https://purl.org/redcol/resource_type/LIB
format http://purl.org/coar/resource_type/c_3248
status_str publishedVersion
dc.identifier.isbn.none.fl_str_mv 9783030044473
dc.identifier.uri.none.fl_str_mv https://repositorio.escuelaing.edu.co/handle/001/1734
identifier_str_mv 9783030044473
url https://repositorio.escuelaing.edu.co/handle/001/1734
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.citationendpage.spa.fl_str_mv 119
dc.relation.citationstartpage.spa.fl_str_mv 106
dc.relation.indexed.spa.fl_str_mv N/A
dc.relation.ispartofbook.eng.fl_str_mv Advances in Information and Communication Technologies for Adapting Agriculture to Climate Change II
Advances in Information and Communication Technologies for Adapting Agriculture to Climate Change II
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_14cb
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/closedAccess
eu_rights_str_mv closedAccess
rights_invalid_str_mv http://purl.org/coar/access_right/c_14cb
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Ed. Springer Publishing Company, Inc
dc.publisher.place.spa.fl_str_mv Suiza,
dc.source.spa.fl_str_mv https://link.springer.com/chapter/10.1007/978-3-030-04447-3_7
institution Escuela Colombiana de Ingeniería Julio Garavito
bitstream.url.fl_str_mv https://repositorio.escuelaing.edu.co/bitstream/001/1734/4/Advances%20in%20Information%20and%20Communication%20Technologies%20for%20Adapting%20Agriculture%20to%20Climate%20Change%20II%20-%20Portada%20Libro.png
https://repositorio.escuelaing.edu.co/bitstream/001/1734/5/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdf.jpg
https://repositorio.escuelaing.edu.co/bitstream/001/1734/1/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdf
https://repositorio.escuelaing.edu.co/bitstream/001/1734/2/license.txt
https://repositorio.escuelaing.edu.co/bitstream/001/1734/3/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdf.txt
bitstream.checksum.fl_str_mv 3f956f1beaed08f77949fa017a2b735c
d7a935eec2ef79ab41dbd273840614ad
e07cae45a5bc8d1ec3d8b0a25a493528
5a7ca94c2e5326ee169f979d71d0f06e
010845330ff5c8439e0a9b24de156554
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Escuela Colombiana de Ingeniería Julio Garavito
repository.mail.fl_str_mv repositorio.eci@escuelaing.edu.co
_version_ 1814355581226450944
spelling García Cárdenas, Diego Alejandro931af9bdd1c5b54fef8907bcdc71ba69600Ramón Valencia, Jacipt Alexanderf52f649eb3bf125aac52c7629c340957600Alzate Velásquez, Diego Fernando6268c8067189c6c929deb22698d04e20600Palacios Gonzalez, Jordi Rafael20f251d74f301422e844439f7fe1e710600Centro de Estudios Hidráulicos2021-10-11T16:25:37Z2021-10-11T16:25:37Z20189783030044473https://repositorio.escuelaing.edu.co/handle/001/1734In this study, the dynamics of two vegetation indices, the normalized differential vegetative index (NDVI) and the variant of the NDVI that uses the green band (GNDVI) in a rice growing of the variety fedearroz 2000 in reproduction phase, are analyzed. These indices were calculated through the geoprocessing of multi-spectral aerial images taken by a drone or UAVs, with the aim of identifying which zones of the crops are under stress, healthy or dense. The rice growing had an area of approximately 4,1 hectares and its location corresponds to the farm El Faro in the footpath Campo Hermoso within the municipal district of San José de Cúcuta – Norte de Santander. For this research, two flights were carried out, one at the beginning of the reproduction phase dated September 4th 2016 and the second one at the end corresponding to October 8th 2016; these flights were performed with a Iris+ 3DR drone, a canon S100 camera was implemented as a catch images sensor converted into NDVI by using a NGB filter (Near infrared, Green and Blue). As a result, 4 mosaics are shown, one NDVI and one GNDVI on September 4th 2016 and one NDVI and one GNDVI on October 8th 2016, each one of them were classified according to the characteristics observed in field in zones under stress or with low development, healthy and dense zones. Finally, a NDVI dynamic analysis was completed.En este estudio se analiza la dinámica de dos índices de vegetación, el índice vegetativo diferencial normalizado (NDVI) y la variante del NDVI que utiliza la banda verde (GNDVI) en un cultivo de arroz de la variedad fedearroz 2000 en fase de reproducción. Estos índices se calcularon mediante el geoprocesamiento de imágenes aéreas multiespectrales tomadas por un dron o UAVs, con el objetivo de identificar qué zonas del cultivo están bajo estrés, sanas o densas. El cultivo de arroz tenía un área aproximada de 4,1 hectáreas y su ubicación corresponde a la finca El Faro en la vereda Campo Hermoso dentro del municipio de San José de Cúcuta - Norte de Santander. Para esta investigación se realizaron dos vuelos, uno al inicio de la fase de reproducción fechado el 4 de septiembre de 2016 y el segundo al final correspondiente al 8 de octubre de 2016; estos vuelos se realizaron con un dron Iris+ 3DR, se implementó una cámara canon S100 como sensor de captura de imágenes convertidas en NDVI mediante el uso de un filtro NGB (Near infrared, Green and Blue). Como resultado se muestran 4 mosaicos, uno de NDVI y otro de GNDVI el 4 de septiembre de 2016 y otro de NDVI y otro de GNDVI el 8 de octubre de 2016, cada uno de ellos fue clasificado según las características observadas en campo en zonas bajo estrés o con bajo desarrollo, zonas sanas y densas. Finalmente, se completó un análisis dinámico del NDVI.application/pdfengEd. Springer Publishing Company, IncSuiza,https://link.springer.com/chapter/10.1007/978-3-030-04447-3_7Dynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by DronesDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by DronesCapítulo - Parte de Libroinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_3248Textinfo:eu-repo/semantics/bookParthttps://purl.org/redcol/resource_type/LIBhttp://purl.org/coar/version/c_970fb48d4fbd8a85119106N/AAdvances in Information and Communication Technologies for Adapting Agriculture to Climate Change IIAdvances in Information and Communication Technologies for Adapting Agriculture to Climate Change IIinfo:eu-repo/semantics/closedAccesshttp://purl.org/coar/access_right/c_14cbAgricultura de precisiónDrones GeoprocesamientoImágenes multiespectralesPrecision farmingDronesGeoprocessingMulti-spectral imagesAgricultura de precisiónDrones GeoprocesamientoImágenes multiespectralesTHUMBNAILAdvances in Information and Communication Technologies for Adapting Agriculture to Climate Change II - Portada Libro.pngAdvances in Information and Communication Technologies for Adapting Agriculture to Climate Change II - Portada Libro.pngimage/png212891https://repositorio.escuelaing.edu.co/bitstream/001/1734/4/Advances%20in%20Information%20and%20Communication%20Technologies%20for%20Adapting%20Agriculture%20to%20Climate%20Change%20II%20-%20Portada%20Libro.png3f956f1beaed08f77949fa017a2b735cMD54open accessDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdf.jpgDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdf.jpgGenerated Thumbnailimage/jpeg5463https://repositorio.escuelaing.edu.co/bitstream/001/1734/5/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdf.jpgd7a935eec2ef79ab41dbd273840614adMD55open accessORIGINALDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdfDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdfapplication/pdf274829https://repositorio.escuelaing.edu.co/bitstream/001/1734/1/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdfe07cae45a5bc8d1ec3d8b0a25a493528MD51open accessLICENSElicense.txtlicense.txttext/plain; charset=utf-81881https://repositorio.escuelaing.edu.co/bitstream/001/1734/2/license.txt5a7ca94c2e5326ee169f979d71d0f06eMD52open accessTEXTDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdf.txtDynamics of the Indices NDVI and GNDVI in a Rice Growing in Its Reproduction Phase from Multi-spectral Aerial Images Taken by Drones.pdf.txtExtracted texttext/plain6https://repositorio.escuelaing.edu.co/bitstream/001/1734/3/Dynamics%20of%20the%20Indices%20NDVI%20and%20GNDVI%20in%20a%20Rice%20Growing%20in%20Its%20Reproduction%20Phase%20from%20Multi-spectral%20Aerial%20Images%20Taken%20by%20Drones.pdf.txt010845330ff5c8439e0a9b24de156554MD53open access001/1734oai:repositorio.escuelaing.edu.co:001/17342024-03-04 16:07:20.138open accessRepositorio Escuela Colombiana de Ingeniería Julio Garavitorepositorio.eci@escuelaing.edu.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