Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial

Detalhes bibliográficos
Autor(a) principal: Heraki, Leonardo
Data de Publicação: 2020
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Biblioteca Digital de Teses e Dissertações do UNICENTRO
Texto Completo: http://tede.unicentro.br:8080/jspui/handle/jspui/1331
Resumo: The volumetric estimation of stacked logs can be made using RPA with cameras that capture high quality images to build 3D Models on photogrammetry software. This study aimed to quantify the volume of stacked logs in a storage yard through high spatial resolution aerial images obtained by remotely piloted aircraft (RPA). The volumetric estimation were tested using Structure from Motion-Multi View Stereo (SfM-MVS) in relation the convencional method of measurement. The scientific study was carried out in the storage yard of the company Agrosepac Serrados Ltda, located in the city of Mallet. The yard area is 0.55 hectares, where It was allocated ten ground points (GPC’s) georeferenced by GEOMAX RTK Zennith 25 receiver, with GPS constellation L1 / L2 / L2C and GLONASS L1 / L2. The aerial images of the storage yard were captured by a remotely piloted aircraft (RPA) DJI PHANTOM 4 Advanced with camera FC6310. It was tested three different flight altitude (60, 80 and 100m). The survey of aerial images with remotely piloted aircraft (RPA) combined with photogrammetry softwares to build digital surface models (DSM), makes it possible to carry out volumetric measurements of stacked logs. The volumetric measurements using the SfM-MVS, from images obtained on 60, 80 and 100m flight altitude, but there is no significant difference in relation to conventional method of measurement. The treatment 4 (control), that is the conventional method, the averages of the volumetric estimates tested in treatments 1, 2 and 3, using the SfM-MVS technique, using images obtained at 60, 80 and 100m flight altitude, their showed variations of 17, 50%, 14.93% and 8.31%, respectively. It showed results within 10% tolerance by the forest industry, therefore the best models for obtaining volumetric estimates were considered, when it used aerial images by RPA flying 100m altitude.
id UCEN_9824ab8648bc725ba8e182e9d810249e
oai_identifier_str oai:localhost:jspui/1331
network_acronym_str UCEN
network_name_str Biblioteca Digital de Teses e Dissertações do UNICENTRO
repository_id_str
spelling Lopes, Eduardo da Silvahttp://lattes.cnpq.br/1280835655867163Koehler, Henrique Soareshttp://lattes.cnpq.br/6197351546393048Oliveira Filho, Paulo Costa dehttp://lattes.cnpq.br/0477181220059240056.202.159-03http://lattes.cnpq.br/0002247437259528Heraki, Leonardo2021-02-18T12:23:23Z2020-12-07Heraki, Leonardo. Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial. 2020. 52 f. Dissertação (Programa de Pós-Graduação em Ciências Florestais - Mestrado) - Universidade Estadual do Centro-Oeste, Irati-PR.http://tede.unicentro.br:8080/jspui/handle/jspui/1331The volumetric estimation of stacked logs can be made using RPA with cameras that capture high quality images to build 3D Models on photogrammetry software. This study aimed to quantify the volume of stacked logs in a storage yard through high spatial resolution aerial images obtained by remotely piloted aircraft (RPA). The volumetric estimation were tested using Structure from Motion-Multi View Stereo (SfM-MVS) in relation the convencional method of measurement. The scientific study was carried out in the storage yard of the company Agrosepac Serrados Ltda, located in the city of Mallet. The yard area is 0.55 hectares, where It was allocated ten ground points (GPC’s) georeferenced by GEOMAX RTK Zennith 25 receiver, with GPS constellation L1 / L2 / L2C and GLONASS L1 / L2. The aerial images of the storage yard were captured by a remotely piloted aircraft (RPA) DJI PHANTOM 4 Advanced with camera FC6310. It was tested three different flight altitude (60, 80 and 100m). The survey of aerial images with remotely piloted aircraft (RPA) combined with photogrammetry softwares to build digital surface models (DSM), makes it possible to carry out volumetric measurements of stacked logs. The volumetric measurements using the SfM-MVS, from images obtained on 60, 80 and 100m flight altitude, but there is no significant difference in relation to conventional method of measurement. The treatment 4 (control), that is the conventional method, the averages of the volumetric estimates tested in treatments 1, 2 and 3, using the SfM-MVS technique, using images obtained at 60, 80 and 100m flight altitude, their showed variations of 17, 50%, 14.93% and 8.31%, respectively. It showed results within 10% tolerance by the forest industry, therefore the best models for obtaining volumetric estimates were considered, when it used aerial images by RPA flying 100m altitude.Para a obtenção de dados volumétricos de toras de madeira empilhadas, uma opção viável pode ser a utilização de ferramentas como ARP com câmera que permita capturar imagens com qualidade suficiente para gerar Modelos Digitais 3D em software de fotogrametria digital. Diante disso, este estudo teve como objetivo quantificar o volume de toras de madeira empilhadas em um pátio industrial, a partir de imagens aéreas com altíssima resolução espacial obtidas por aeronave remotamente pilotada (ARP). As aferições volumétricas foram testadas utilizando a técnica fotogramétrica Structure from Motion-Multi View Stereo (SfM-MVS) comparando com o método convencional de medição manual. O estudo foi realizado no pátio industrial da empresa Agrosepac Serrados Ltda, localizada no município de Mallet, Paraná, numa área de 0,55 hectares. Foram distribuídos 10 pontos de controle geodésicos, georreferenciados com uso de um receptor GEOMAX RTK Zennith 25, com rastreio de constelação GPS L1/L2/L2C e GLONASS nas portadoras L1/L2. Asimagens aéreas do pátio de estocagem de toras de madeira foram obtidas por uma aeronave remotamente pilotada (ARP) DJI PHANTOM 4 Advanced com câmera modelo FC6310, testando três alturas de voo diferentes (60, 80 e 100m). O levantamento de imagens aéreas com aeronave remotamente pilotada (ARP) combinados com programas de fotogrametria digital, para gerar modelos digitais de superfície (MDS), possibilita realizar aferições volumétricas de madeira empilhada. As aferições volumétricas utilizando a técnica fotogramétrica SfM-MVS, a partir de imagens obtidas a 60, 80 e 100m de altura, não apresentaram diferenças significativas em relação ao método convencional de medição manual. Em relação ao tratamento 4 (testemunha), representado pelo método convencional, as médias das estimativas volumétricas testadas nos tratamentos 1, 2 e 3, pela técnica SfM-MVS, utilizando imagens obtidas a 60, 80 e 100m de altura, apresentaram variações de 17,50%, 14,93% e 8,31%, respectivamente. Os modelos 3D gerados a partir de imagens coletadas com altura de voo de 100m, apresentaram uma variação de 8,31% em relação a sua respectiva verdade, sendo a única altura de voo testada que apresentou resultado dentro da tolerância de até 10% estabelecida pela indústria florestal. Portanto, foram considerados os melhores modelos para obtenção de estimativas volumétricas, aqueles gerados a partir de imagens obtidas com altura de voo de 100m.Submitted by Fabiano Jucá (fjuca@unicentro.br) on 2021-02-18T12:23:23Z No. of bitstreams: 1 Leonardo Heraki.pdf: 2763845 bytes, checksum: 671177c5a8cfcd3d0d30da50e1c4c2ca (MD5)Made available in DSpace on 2021-02-18T12:23:23Z (GMT). No. of bitstreams: 1 Leonardo Heraki.pdf: 2763845 bytes, checksum: 671177c5a8cfcd3d0d30da50e1c4c2ca (MD5) Previous issue date: 2020-02-07Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESapplication/pdfhttp://tede.unicentro.br:8080/jspui/retrieve/4812/Leonardo%20Heraki.pdf.jpghttp://tede.unicentro.br:8080/jspui/retrieve/6587/Disserta%c3%a7%c3%a3o%20-%20Leonardo%20Heraki.pdf.jpghttp://tede.unicentro.br:8080/jspui/retrieve/6588/Disserta%c3%a7%c3%a3o%20-%20Leonardo%20Heraki.pdf.jpgporUniversidade Estadual do Centro-OestePrograma de Pós-Graduação em Ciências Florestais (Mestrado)UNICENTROBrasilUnicentro::Departamento de Ciências FlorestaisARPSfM-MVSToras empilhadasRPASfM-MVSstacked logsCIENCIAS AGRARIAS::RECURSOS FLORESTAIS E ENGENHARIA FLORESTALRECURSOS FLORESTAIS E ENGENHARIA FLORESTAL::MANEJO FLORESTALUso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrialThe use of captured images by remotely piloted aircraft (RPA) to measure the volume of stacked logs in a storage yardinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis6065515305966967648600600600600600-5938256993918186975-604049389552879283-76664982548871839512075167498588264571info:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações do UNICENTROinstname:Universidade Estadual do Centro-Oeste (UNICENTRO)instacron:UNICENTROTHUMBNAILLeonardo Heraki.pdf.jpgLeonardo Heraki.pdf.jpgimage/jpeg3342http://localhost:8080/tede/bitstream/jspui/1331/4/Leonardo+Heraki.pdf.jpg224e9505e1275004d04ae795a01bf7d8MD54Dissertação - Leonardo Heraki.pdf.jpgDissertação - Leonardo Heraki.pdf.jpgimage/jpeg1947http://localhost:8080/tede/bitstream/jspui/1331/7/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.jpg45c343269ee947f1cb98fb5009544805MD57Dissertação - Leonardo Heraki.pdf.jpgDissertação - Leonardo Heraki.pdf.jpgimage/jpeg1947http://localhost:8080/tede/bitstream/jspui/1331/7/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.jpg45c343269ee947f1cb98fb5009544805MD57TEXTLeonardo Heraki.pdf.txtLeonardo Heraki.pdf.txttext/plain84329http://localhost:8080/tede/bitstream/jspui/1331/3/Leonardo+Heraki.pdf.txtbd84b2685ec0ad7925170b761663d479MD53Dissertação - Leonardo Heraki.pdf.txtDissertação - Leonardo Heraki.pdf.txttext/plain84806http://localhost:8080/tede/bitstream/jspui/1331/6/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.txt55e8c699d43011bffc409afe2fd3994bMD56Dissertação - Leonardo Heraki.pdf.txtDissertação - Leonardo Heraki.pdf.txttext/plain84806http://localhost:8080/tede/bitstream/jspui/1331/6/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.txt55e8c699d43011bffc409afe2fd3994bMD56ORIGINALDissertação - Leonardo Heraki.pdfDissertação - Leonardo Heraki.pdfapplication/pdf2147362http://localhost:8080/tede/bitstream/jspui/1331/5/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf5d32bd63f100d432348fbe494828511dMD55LICENSElicense.txtlicense.txttext/plain; charset=utf-82003http://localhost:8080/tede/bitstream/jspui/1331/1/license.txt6544a715df32d52b08aa3def94c4dddeMD51jspui/13312021-05-05 01:00:08.081oai:localhost: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Biblioteca Digital de Teses e Dissertaçõeshttp://tede.unicentro.br:8080/jspui/PUBhttp://tede.unicentro.br/tde_oai/oai3.phprepositorio@unicentro.br||fabianoqueiroz@yahoo.com.bropendoar:2021-05-05T04:00:08Biblioteca Digital de Teses e Dissertações do UNICENTRO - Universidade Estadual do Centro-Oeste (UNICENTRO)false
dc.title.por.fl_str_mv Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
dc.title.alternative.eng.fl_str_mv The use of captured images by remotely piloted aircraft (RPA) to measure the volume of stacked logs in a storage yard
title Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
spellingShingle Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
Heraki, Leonardo
ARP
SfM-MVS
Toras empilhadas
RPA
SfM-MVS
stacked logs
CIENCIAS AGRARIAS::RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL
RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL::MANEJO FLORESTAL
title_short Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
title_full Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
title_fullStr Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
title_full_unstemmed Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
title_sort Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial
author Heraki, Leonardo
author_facet Heraki, Leonardo
author_role author
dc.contributor.advisor1.fl_str_mv Lopes, Eduardo da Silva
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/1280835655867163
dc.contributor.advisor-co1.fl_str_mv Koehler, Henrique Soares
dc.contributor.advisor-co1Lattes.fl_str_mv http://lattes.cnpq.br/6197351546393048
dc.contributor.advisor-co2.fl_str_mv Oliveira Filho, Paulo Costa de
dc.contributor.advisor-co2Lattes.fl_str_mv http://lattes.cnpq.br/0477181220059240
dc.contributor.authorID.fl_str_mv 056.202.159-03
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/0002247437259528
dc.contributor.author.fl_str_mv Heraki, Leonardo
contributor_str_mv Lopes, Eduardo da Silva
Koehler, Henrique Soares
Oliveira Filho, Paulo Costa de
dc.subject.por.fl_str_mv ARP
SfM-MVS
Toras empilhadas
topic ARP
SfM-MVS
Toras empilhadas
RPA
SfM-MVS
stacked logs
CIENCIAS AGRARIAS::RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL
RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL::MANEJO FLORESTAL
dc.subject.eng.fl_str_mv RPA
SfM-MVS
stacked logs
dc.subject.cnpq.fl_str_mv CIENCIAS AGRARIAS::RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL
RECURSOS FLORESTAIS E ENGENHARIA FLORESTAL::MANEJO FLORESTAL
description The volumetric estimation of stacked logs can be made using RPA with cameras that capture high quality images to build 3D Models on photogrammetry software. This study aimed to quantify the volume of stacked logs in a storage yard through high spatial resolution aerial images obtained by remotely piloted aircraft (RPA). The volumetric estimation were tested using Structure from Motion-Multi View Stereo (SfM-MVS) in relation the convencional method of measurement. The scientific study was carried out in the storage yard of the company Agrosepac Serrados Ltda, located in the city of Mallet. The yard area is 0.55 hectares, where It was allocated ten ground points (GPC’s) georeferenced by GEOMAX RTK Zennith 25 receiver, with GPS constellation L1 / L2 / L2C and GLONASS L1 / L2. The aerial images of the storage yard were captured by a remotely piloted aircraft (RPA) DJI PHANTOM 4 Advanced with camera FC6310. It was tested three different flight altitude (60, 80 and 100m). The survey of aerial images with remotely piloted aircraft (RPA) combined with photogrammetry softwares to build digital surface models (DSM), makes it possible to carry out volumetric measurements of stacked logs. The volumetric measurements using the SfM-MVS, from images obtained on 60, 80 and 100m flight altitude, but there is no significant difference in relation to conventional method of measurement. The treatment 4 (control), that is the conventional method, the averages of the volumetric estimates tested in treatments 1, 2 and 3, using the SfM-MVS technique, using images obtained at 60, 80 and 100m flight altitude, their showed variations of 17, 50%, 14.93% and 8.31%, respectively. It showed results within 10% tolerance by the forest industry, therefore the best models for obtaining volumetric estimates were considered, when it used aerial images by RPA flying 100m altitude.
publishDate 2020
dc.date.issued.fl_str_mv 2020-12-07
dc.date.accessioned.fl_str_mv 2021-02-18T12:23:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.citation.fl_str_mv Heraki, Leonardo. Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial. 2020. 52 f. Dissertação (Programa de Pós-Graduação em Ciências Florestais - Mestrado) - Universidade Estadual do Centro-Oeste, Irati-PR.
dc.identifier.uri.fl_str_mv http://tede.unicentro.br:8080/jspui/handle/jspui/1331
identifier_str_mv Heraki, Leonardo. Uso de imagens obtidas por aeronave remotamente pilotada (ARP) para mensuração do volume de toras de madeira empilhadas em pátio industrial. 2020. 52 f. Dissertação (Programa de Pós-Graduação em Ciências Florestais - Mestrado) - Universidade Estadual do Centro-Oeste, Irati-PR.
url http://tede.unicentro.br:8080/jspui/handle/jspui/1331
dc.language.iso.fl_str_mv por
language por
dc.relation.program.fl_str_mv 6065515305966967648
dc.relation.confidence.fl_str_mv 600
600
600
600
600
dc.relation.department.fl_str_mv -5938256993918186975
dc.relation.cnpq.fl_str_mv -604049389552879283
-7666498254887183951
dc.relation.sponsorship.fl_str_mv 2075167498588264571
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Estadual do Centro-Oeste
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Ciências Florestais (Mestrado)
dc.publisher.initials.fl_str_mv UNICENTRO
dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Unicentro::Departamento de Ciências Florestais
publisher.none.fl_str_mv Universidade Estadual do Centro-Oeste
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações do UNICENTRO
instname:Universidade Estadual do Centro-Oeste (UNICENTRO)
instacron:UNICENTRO
instname_str Universidade Estadual do Centro-Oeste (UNICENTRO)
instacron_str UNICENTRO
institution UNICENTRO
reponame_str Biblioteca Digital de Teses e Dissertações do UNICENTRO
collection Biblioteca Digital de Teses e Dissertações do UNICENTRO
bitstream.url.fl_str_mv http://localhost:8080/tede/bitstream/jspui/1331/4/Leonardo+Heraki.pdf.jpg
http://localhost:8080/tede/bitstream/jspui/1331/7/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.jpg
http://localhost:8080/tede/bitstream/jspui/1331/7/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.jpg
http://localhost:8080/tede/bitstream/jspui/1331/3/Leonardo+Heraki.pdf.txt
http://localhost:8080/tede/bitstream/jspui/1331/6/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.txt
http://localhost:8080/tede/bitstream/jspui/1331/6/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf.txt
http://localhost:8080/tede/bitstream/jspui/1331/5/Disserta%C3%A7%C3%A3o+-+Leonardo+Heraki.pdf
http://localhost:8080/tede/bitstream/jspui/1331/1/license.txt
bitstream.checksum.fl_str_mv 224e9505e1275004d04ae795a01bf7d8
45c343269ee947f1cb98fb5009544805
45c343269ee947f1cb98fb5009544805
bd84b2685ec0ad7925170b761663d479
55e8c699d43011bffc409afe2fd3994b
55e8c699d43011bffc409afe2fd3994b
5d32bd63f100d432348fbe494828511d
6544a715df32d52b08aa3def94c4ddde
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações do UNICENTRO - Universidade Estadual do Centro-Oeste (UNICENTRO)
repository.mail.fl_str_mv repositorio@unicentro.br||fabianoqueiroz@yahoo.com.br
_version_ 1811733819332493312