Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision
Descripción del Articulo
Agriculture is one of the most important economic activities in Peru. Furthermore, the Peruvian mango is the most important fruit as an export product on the European market due to its good quality. Three varieties of mango are cultivated in Peru: Haden, Kent and Tommy Atkins, each of them presents...
| Autores: | , , , , , |
|---|---|
| Formato: | tesis de grado |
| Fecha de Publicación: | 2023 |
| Institución: | Universidad Continental |
| Repositorio: | CONTINENTAL-Institucional |
| Lenguaje: | inglés |
| OAI Identifier: | oai:repositorio.continental.edu.pe:20.500.12394/14235 |
| Enlace del recurso: | https://hdl.handle.net/20.500.12394/14235 https://doi.org/10.1109/ICOIACT55506.2022.9972217 |
| Nivel de acceso: | acceso abierto |
| Materia: | Agricultura Automatización Exportación https://purl.org/pe-repo/ocde/ford#2.03.01 |
| id |
UCON_d168d6d676f6fae68fe69060c68b38d3 |
|---|---|
| oai_identifier_str |
oai:repositorio.continental.edu.pe:20.500.12394/14235 |
| network_acronym_str |
UCON |
| network_name_str |
CONTINENTAL-Institucional |
| repository_id_str |
4517 |
| dc.title.es_PE.fl_str_mv |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| title |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| spellingShingle |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision Rivera Rojas, Michael Cristhian Agricultura Automatización Exportación https://purl.org/pe-repo/ocde/ford#2.03.01 |
| title_short |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| title_full |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| title_fullStr |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| title_full_unstemmed |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| title_sort |
Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision |
| author |
Rivera Rojas, Michael Cristhian |
| author_facet |
Rivera Rojas, Michael Cristhian Yanarico Estrella, Maydelson Valentin Ortiz Zacarias, Jhon Rodrigo Quintanilla Mosquera, Iraiz Lucero Valenzuela Lino, Yadhira Samhira Coaquira Rojo, Carlos Alberto |
| author_role |
author |
| author2 |
Yanarico Estrella, Maydelson Valentin Ortiz Zacarias, Jhon Rodrigo Quintanilla Mosquera, Iraiz Lucero Valenzuela Lino, Yadhira Samhira Coaquira Rojo, Carlos Alberto |
| author2_role |
author author author author author |
| dc.contributor.advisor.fl_str_mv |
Coaquira Rojo, Carlos Alberto |
| dc.contributor.author.fl_str_mv |
Rivera Rojas, Michael Cristhian Yanarico Estrella, Maydelson Valentin Ortiz Zacarias, Jhon Rodrigo Quintanilla Mosquera, Iraiz Lucero Valenzuela Lino, Yadhira Samhira Coaquira Rojo, Carlos Alberto |
| dc.subject.es_PE.fl_str_mv |
Agricultura Automatización Exportación |
| topic |
Agricultura Automatización Exportación https://purl.org/pe-repo/ocde/ford#2.03.01 |
| dc.subject.ocde.es_PE.fl_str_mv |
https://purl.org/pe-repo/ocde/ford#2.03.01 |
| description |
Agriculture is one of the most important economic activities in Peru. Furthermore, the Peruvian mango is the most important fruit as an export product on the European market due to its good quality. Three varieties of mango are cultivated in Peru: Haden, Kent and Tommy Atkins, each of them presents different characteristics; however, the production of this fruit is affected because manual processes are still used for its production, which generates a delay in the process due to the inaccuracy of the labour. The present study aims to develop the simulation of an automated grading system for Peruvian mangoes based on computer vision. On the other hand, to establish the process development, the transfer learning principle was analysed and a flow diagram of the system was made. The simulation of the system environment was obtained through the Factory IO software, together with the image processing through the Matlab software, in which the characteristics of the three mango varieties were introduced; therefore, with this information, the system was able to carry out the mango selection. Finally, it was concluded that the presented design optimises the selection and storage time of the mangoes, as well as automating the labour in the process. |
| publishDate |
2023 |
| dc.date.accessioned.none.fl_str_mv |
2024-03-13T00:55:58Z |
| dc.date.available.none.fl_str_mv |
2024-03-13T00:55:58Z |
| dc.date.issued.fl_str_mv |
2023 |
| dc.type.es_PE.fl_str_mv |
info:eu-repo/semantics/bachelorThesis |
| dc.type.version.es_PE.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| format |
bachelorThesis |
| status_str |
publishedVersion |
| dc.identifier.citation.es_PE.fl_str_mv |
Rivera, M., Yanarico, M., Ortiz, J., Quintanilla, I., Valenzuela, Y. y Coaquira, C. (2023). Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision. Tesis para optar el título profesional de Ingeniero Mecatrónico, Escuela Académico Profesional de Ingeniería Mecatrónica, Universidad Continental, Huancayo, Perú. |
| dc.identifier.uri.none.fl_str_mv |
https://hdl.handle.net/20.500.12394/14235 |
| dc.identifier.journal.es_PE.fl_str_mv |
IEEE |
| dc.identifier.doi.none.fl_str_mv |
https://doi.org/10.1109/ICOIACT55506.2022.9972217 |
| identifier_str_mv |
Rivera, M., Yanarico, M., Ortiz, J., Quintanilla, I., Valenzuela, Y. y Coaquira, C. (2023). Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision. Tesis para optar el título profesional de Ingeniero Mecatrónico, Escuela Académico Profesional de Ingeniería Mecatrónica, Universidad Continental, Huancayo, Perú. IEEE |
| url |
https://hdl.handle.net/20.500.12394/14235 https://doi.org/10.1109/ICOIACT55506.2022.9972217 |
| dc.language.iso.es_PE.fl_str_mv |
eng |
| language |
eng |
| dc.relation.es_PE.fl_str_mv |
https://ieeexplore.ieee.org/document/9972217 |
| dc.relation.ispartof.fl_str_mv |
SUNEDU |
| dc.rights.es_PE.fl_str_mv |
info:eu-repo/semantics/openAccess |
| dc.rights.uri.es_PE.fl_str_mv |
https://creativecommons.org/licenses/by/4.0/ |
| dc.rights.license.es_PE.fl_str_mv |
Attribution 4.0 International (CC BY 4.0) |
| dc.rights.accessRights.es_PE.fl_str_mv |
Acceso abierto |
| eu_rights_str_mv |
openAccess |
| rights_invalid_str_mv |
https://creativecommons.org/licenses/by/4.0/ Attribution 4.0 International (CC BY 4.0) Acceso abierto |
| dc.format.es_PE.fl_str_mv |
application/pdf |
| dc.format.extent.es_PE.fl_str_mv |
[16] páginas |
| dc.publisher.es_PE.fl_str_mv |
Universidad Continental |
| dc.publisher.country.es_PE.fl_str_mv |
PE |
| dc.source.es_PE.fl_str_mv |
Universidad Continental Repositorio Institucional - Continental |
| dc.source.none.fl_str_mv |
reponame:CONTINENTAL-Institucional instname:Universidad Continental instacron:CONTINENTAL |
| instname_str |
Universidad Continental |
| instacron_str |
CONTINENTAL |
| institution |
CONTINENTAL |
| reponame_str |
CONTINENTAL-Institucional |
| collection |
CONTINENTAL-Institucional |
| bitstream.url.fl_str_mv |
https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/11/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/2/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/3/Informe_Turnitin.pdf https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/4/license.txt https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/7/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf.txt https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/9/Informe_Turnitin.pdf.txt https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/12/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.txt https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/8/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf.jpg https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/10/Informe_Turnitin.pdf.jpg https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/13/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.jpg |
| bitstream.checksum.fl_str_mv |
5212f768010da2d65605aaf97476a292 3735f374558dc64975c3b2a3c5b86b8d 48d24dddb565b3d1ebf4698aa5b29df5 8a4605be74aa9ea9d79846c1fba20a33 0e8c814dba989ac382f6288fdd8d95b7 199881ea03476cf4eb22550a08541a44 5bef8c17be1d41b26b790b77cbea5ae3 68b4be9d42191ccbd5a0dfff9e384084 2617f8f9e2cb18d0ede6326c2645d1e0 c60fd58e027a2d0b6ea3a7c215d0b91c |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 MD5 MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Repositorio Continental |
| repository.mail.fl_str_mv |
dspaceconti@continental.edu.pe |
| _version_ |
1847603439740125184 |
| spelling |
Coaquira Rojo, Carlos AlbertoRivera Rojas, Michael CristhianYanarico Estrella, Maydelson ValentinOrtiz Zacarias, Jhon RodrigoQuintanilla Mosquera, Iraiz LuceroValenzuela Lino, Yadhira SamhiraCoaquira Rojo, Carlos Alberto2024-03-13T00:55:58Z2024-03-13T00:55:58Z2023Rivera, M., Yanarico, M., Ortiz, J., Quintanilla, I., Valenzuela, Y. y Coaquira, C. (2023). Simulation of an Automated Sorting System for Peruvian mangoes based on computer vision. Tesis para optar el título profesional de Ingeniero Mecatrónico, Escuela Académico Profesional de Ingeniería Mecatrónica, Universidad Continental, Huancayo, Perú.https://hdl.handle.net/20.500.12394/14235IEEEhttps://doi.org/10.1109/ICOIACT55506.2022.9972217Agriculture is one of the most important economic activities in Peru. Furthermore, the Peruvian mango is the most important fruit as an export product on the European market due to its good quality. Three varieties of mango are cultivated in Peru: Haden, Kent and Tommy Atkins, each of them presents different characteristics; however, the production of this fruit is affected because manual processes are still used for its production, which generates a delay in the process due to the inaccuracy of the labour. The present study aims to develop the simulation of an automated grading system for Peruvian mangoes based on computer vision. On the other hand, to establish the process development, the transfer learning principle was analysed and a flow diagram of the system was made. The simulation of the system environment was obtained through the Factory IO software, together with the image processing through the Matlab software, in which the characteristics of the three mango varieties were introduced; therefore, with this information, the system was able to carry out the mango selection. Finally, it was concluded that the presented design optimises the selection and storage time of the mangoes, as well as automating the labour in the process.application/pdf[16] páginasengUniversidad ContinentalPEhttps://ieeexplore.ieee.org/document/9972217SUNEDUinfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/4.0/Attribution 4.0 International (CC BY 4.0)Acceso abiertoUniversidad ContinentalRepositorio Institucional - Continentalreponame:CONTINENTAL-Institucionalinstname:Universidad Continentalinstacron:CONTINENTALAgriculturaAutomatizaciónExportaciónhttps://purl.org/pe-repo/ocde/ford#2.03.01Simulation of an Automated Sorting System for Peruvian mangoes based on computer visioninfo:eu-repo/semantics/bachelorThesisinfo:eu-repo/semantics/publishedVersionIngeniero MecatrónicoUniversidad Continental. Facultad de IngenieríaIngeniería MecatrónicaPregrado presencial regular20049057https://orcid.org/0000-0003-1902-3731200490577168911070347500727233267310593272177264713096https://purl.org/pe-repo/renati/level#tituloProfesionalhttps://purl.org/pe-repo/renati/type#tesisORIGINALIV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdfIV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdfRivera Rojas, Michael Cristhian; Yanarico Estrella, Maydelson Valentin; Ortiz Zacarias, Jhon Rodrigo; Quintanilla Mosquera, Iraiz Lucero; Valenzuela Lino, Yadhira Samhira; Coaquira Rojo, Carlos Albertoapplication/pdf2155978https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/11/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf5212f768010da2d65605aaf97476a292MD511IV_FIN_112_Autorización_2023.pdfIV_FIN_112_Autorización_2023.pdfAutorizaciónapplication/pdf448314https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/2/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf3735f374558dc64975c3b2a3c5b86b8dMD52Informe_Turnitin.pdfInforme_Turnitin.pdfInforme de Turnitinapplication/pdf3357493https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/3/Informe_Turnitin.pdf48d24dddb565b3d1ebf4698aa5b29df5MD53LICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/4/license.txt8a4605be74aa9ea9d79846c1fba20a33MD54TEXTIV_FIN_112_Autorización_2023.pdf.txtIV_FIN_112_Autorización_2023.pdf.txtExtracted texttext/plain4321https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/7/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf.txt0e8c814dba989ac382f6288fdd8d95b7MD57Informe_Turnitin.pdf.txtInforme_Turnitin.pdf.txtExtracted texttext/plain3573https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/9/Informe_Turnitin.pdf.txt199881ea03476cf4eb22550a08541a44MD59IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.txtIV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.txtExtracted texttext/plain35519https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/12/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.txt5bef8c17be1d41b26b790b77cbea5ae3MD512THUMBNAILIV_FIN_112_Autorización_2023.pdf.jpgIV_FIN_112_Autorización_2023.pdf.jpgGenerated Thumbnailimage/jpeg4133https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/8/IV_FIN_112_Autorizaci%c3%b3n_2023.pdf.jpg68b4be9d42191ccbd5a0dfff9e384084MD58Informe_Turnitin.pdf.jpgInforme_Turnitin.pdf.jpgGenerated Thumbnailimage/jpeg2629https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/10/Informe_Turnitin.pdf.jpg2617f8f9e2cb18d0ede6326c2645d1e0MD510IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.jpgIV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.jpgGenerated Thumbnailimage/jpeg2711https://repositorio.continental.edu.pe/bitstream/20.500.12394/14235/13/IV_FIN_112_TE_Coaquira_Ortiz_Quintanilla_Rivera_Valenzuela_Yanarico_2023.pdf.jpgc60fd58e027a2d0b6ea3a7c215d0b91cMD51320.500.12394/14235oai:repositorio.continental.edu.pe:20.500.12394/142352024-05-31 12:55:34.297Repositorio Continentaldspaceconti@continental.edu.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 |
| score |
13.117649 |
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).