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Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation

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Resumo:This paper describes the design and development of an autonomous robotic manipulator with four degrees of freedom. The manipulator is named RACHIE - "Robotic Arm for Collaboration with Humans in Industrial Environment". The idea was to create a smaller version of the industrial manipulators available on the market. The mechanical and electronic components are presented as well as the software algorithms implemented on the robot. The manipulator has as its primary goal the detection and organization of cans by color and defects. The robot can detect a human operator so it can deliver defective cans by collaborating with him/her on an industrial environment. To be able to perform such task, the robot has implemented a machine learning algorithm, a Haar feature-based cascade classifier, on its vision system to detect cans and humans. On the handler motion, direct and inverse kinematics were calculated and implemented, and its equations are described in this paper. This robot presents high reliability and robustness in the task assigned. It is low-cost as it is a small version of commercial ones, making it optimized for smaller tasks.
Autores principais:Garcia, Inês
Outros Autores:Gonçalves, Fernando; Ribeiro, Tiago; Fernandes, Pedro; Rocha, César; Boucinha, Ricardo; Lopes, Gil; Ribeiro, A. Fernando
Assunto:Handler Robotic Manipulator 4 DOF Machine Learning Can detection Human cooperation Human detection Image processing Kinematics
Ano:2019
País:Portugal
Tipo de documento:comunicação em conferência
Tipo de acesso:acesso aberto
Instituição associada:Universidade do Minho
Idioma:inglês
Origem:RepositóriUM - Universidade do Minho
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author Garcia, Inês
author2 Gonçalves, Fernando
Ribeiro, Tiago
Fernandes, Pedro
Rocha, César
Boucinha, Ricardo
Lopes, Gil
Ribeiro, A. Fernando
author2_role author
author
author
author
author
author
author
author_facet Garcia, Inês
Gonçalves, Fernando
Ribeiro, Tiago
Fernandes, Pedro
Rocha, César
Boucinha, Ricardo
Lopes, Gil
Ribeiro, A. Fernando
author_role author
contributor_name_str_mv Universidade do Minho
country_str PT
creators_json_txt [{\"Person.name\":\"Garcia, Inês\"},{\"Person.name\":\"Gonçalves, Fernando\"},{\"Person.name\":\"Ribeiro, Tiago\"},{\"Person.name\":\"Fernandes, Pedro\"},{\"Person.name\":\"Rocha, César\"},{\"Person.name\":\"Boucinha, Ricardo\"},{\"Person.name\":\"Lopes, Gil\"},{\"Person.name\":\"Ribeiro, A. Fernando\"}]
datacite.contributors.contributor.contributorName.fl_str_mv Universidade do Minho
datacite.creators.creator.creatorName.fl_str_mv Garcia, Inês
Gonçalves, Fernando
Ribeiro, Tiago
Fernandes, Pedro
Rocha, César
Boucinha, Ricardo
Lopes, Gil
Ribeiro, A. Fernando
datacite.date.Accepted.fl_str_mv 2019-01-01T00:00:00Z
datacite.date.available.fl_str_mv 2021-02-17T10:25:16Z
datacite.date.embargoed.fl_str_mv 2021-02-17T10:25:16Z
datacite.rights.fl_str_mv http://purl.org/coar/access_right/c_abf2
datacite.subjects.subject.fl_str_mv Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
datacite.titles.title.fl_str_mv Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
dc.contributor.none.fl_str_mv Universidade do Minho
dc.creator.none.fl_str_mv Garcia, Inês
Gonçalves, Fernando
Ribeiro, Tiago
Fernandes, Pedro
Rocha, César
Boucinha, Ricardo
Lopes, Gil
Ribeiro, A. Fernando
dc.date.Accepted.fl_str_mv 2019-01-01T00:00:00Z
dc.date.available.fl_str_mv 2021-02-17T10:25:16Z
dc.date.embargoed.fl_str_mv 2021-02-17T10:25:16Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv https://hdl.handle.net/1822/70285
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv IEEE
dc.rights.none.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.subject.none.fl_str_mv Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
dc.title.fl_str_mv Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
dc.type.none.fl_str_mv http://purl.org/coar/resource_type/c_5794
description This paper describes the design and development of an autonomous robotic manipulator with four degrees of freedom. The manipulator is named RACHIE - "Robotic Arm for Collaboration with Humans in Industrial Environment". The idea was to create a smaller version of the industrial manipulators available on the market. The mechanical and electronic components are presented as well as the software algorithms implemented on the robot. The manipulator has as its primary goal the detection and organization of cans by color and defects. The robot can detect a human operator so it can deliver defective cans by collaborating with him/her on an industrial environment. To be able to perform such task, the robot has implemented a machine learning algorithm, a Haar feature-based cascade classifier, on its vision system to detect cans and humans. On the handler motion, direct and inverse kinematics were calculated and implemented, and its equations are described in this paper. This robot presents high reliability and robustness in the task assigned. It is low-cost as it is a small version of commercial ones, making it optimized for smaller tasks.
dirty 0
eu_rights_str_mv openAccess
format conferencePaper
fulltext.url.fl_str_mv https://prod-dspace.uminho.pt/bitstreams/987c0edc-8cfd-4f39-8517-898723d6a599/download
id rum_6ba9b86e00dc3cf981afdc45e2bbe07c
identifier.url.fl_str_mv https://hdl.handle.net/1822/70285
instacron_str repositorium
institution Universidade do Minho
instname_str Universidade do Minho
language eng
network_acronym_str rum
network_name_str RepositóriUM - Universidade do Minho
oai_identifier_str oai:repositorium.uminho.pt:1822/70285
organization_str_mv urn:organizationAcronym:repositorium
person_str_mv Garcia, Inês
Gonçalves, Fernando
Ribeiro, Tiago
Fernandes, Pedro
Rocha, César
Boucinha, Ricardo
Lopes, Gil
Ribeiro, A. Fernando
publishDate 2019
publisher.none.fl_str_mv IEEE
reponame_str RepositóriUM - Universidade do Minho
repository_id_str urn:repositoryAcronym:rum
service_str_mv urn:repositoryAcronym:rum
spelling engIEEEporThis paper describes the design and development of an autonomous robotic manipulator with four degrees of freedom. The manipulator is named RACHIE - "Robotic Arm for Collaboration with Humans in Industrial Environment". The idea was to create a smaller version of the industrial manipulators available on the market. The mechanical and electronic components are presented as well as the software algorithms implemented on the robot. The manipulator has as its primary goal the detection and organization of cans by color and defects. The robot can detect a human operator so it can deliver defective cans by collaborating with him/her on an industrial environment. To be able to perform such task, the robot has implemented a machine learning algorithm, a Haar feature-based cascade classifier, on its vision system to detect cans and humans. On the handler motion, direct and inverse kinematics were calculated and implemented, and its equations are described in this paper. This robot presents high reliability and robustness in the task assigned. It is low-cost as it is a small version of commercial ones, making it optimized for smaller tasks.application/pdfporAutonomous 4DOF robotic manipulator prototype for industrial environment and human cooperationGarcia, InêsGonçalves, FernandoRibeiro, TiagoFernandes, PedroRocha, CésarBoucinha, RicardoLopes, GilRibeiro, A. FernandoHostingInstitutionOrganizationalUniversidade do Minhoe-mailmailto:repositorium@usdb.uminho.ptrepositorium@usdb.uminho.ptISBNIsPartOf978-1-7281-3558-8ISSNIsPartOf2573-9360DOIIsPartOf10.1109/ICARSC.2019.87336392021-02-17T10:25:16Z2019-01-012021-02-16T18:34:42Z2019-01-01T00:00:00ZHandlehttps://hdl.handle.net/1822/70285http://purl.org/coar/access_right/c_abf2open accessHandlerRobotic Manipulator4 DOFMachine LearningCan detectionHuman cooperationHuman detectionImage processingKinematics687966 bytesother research producthttp://purl.org/coar/resource_type/c_5794conference paperhttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://prod-dspace.uminho.pt/bitstreams/987c0edc-8cfd-4f39-8517-898723d6a599/download
spellingShingle Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
Garcia, Inês
Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
status SINGLETON
subject.fl_str_mv Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
title Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
title_full Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
title_fullStr Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
title_full_unstemmed Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
title_short Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
title_sort Autonomous 4DOF robotic manipulator prototype for industrial environment and human cooperation
topic Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
topic_facet Handler
Robotic Manipulator
4 DOF
Machine Learning
Can detection
Human cooperation
Human detection
Image processing
Kinematics
url https://hdl.handle.net/1822/70285
visible 1