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A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept
Robotic competitions are an excellent way to promote innovative solutions for the current industries’ challenges and entrepreneurial spirit, acquire technical and transversal skills through active teaching, and promote this area to the public. In other words, since robotics is a multidisciplinary fi...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9705791/ https://www.ncbi.nlm.nih.gov/pubmed/36457737 http://dx.doi.org/10.3389/frobt.2022.1023590 |
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author | Braun, João Júnior, Alexandre O. Berger, Guido Pinto, Vítor H. Soares, Inês N. Pereira, Ana I. Lima, José Costa, Paulo |
author_facet | Braun, João Júnior, Alexandre O. Berger, Guido Pinto, Vítor H. Soares, Inês N. Pereira, Ana I. Lima, José Costa, Paulo |
author_sort | Braun, João |
collection | PubMed |
description | Robotic competitions are an excellent way to promote innovative solutions for the current industries’ challenges and entrepreneurial spirit, acquire technical and transversal skills through active teaching, and promote this area to the public. In other words, since robotics is a multidisciplinary field, its competitions address several knowledge topics, especially in the STEM (Science, Technology, Engineering, and Mathematics) category, that are shared among the students and researchers, driving further technology and science. A new competition encompassed in the Portuguese Robotics Open was created according to the Industry 4.0 concept in the production chain. In this competition, RobotAtFactory 4.0, a shop floor, is used to mimic a fully automated industrial logistics warehouse and the challenges it brings. Autonomous Mobile Robots (AMRs) must be used to operate without supervision and perform the tasks that the warehouse requests. There are different types of boxes which dictate their partial and definitive destinations. In this reasoning, AMRs should identify each and transport them to their destinations. This paper describes an approach to the indoor localization system for the competition based on the Extended Kalman Filter (EKF) and ArUco markers. Different innovation methods for the obtained observations were tested and compared in the EKF. A real robot was designed and assembled to act as a test bed for the localization system’s validation. Thus, the approach was validated in the real scenario using a factory floor with the official specifications provided by the competition organization. |
format | Online Article Text |
id | pubmed-9705791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97057912022-11-30 A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept Braun, João Júnior, Alexandre O. Berger, Guido Pinto, Vítor H. Soares, Inês N. Pereira, Ana I. Lima, José Costa, Paulo Front Robot AI Robotics and AI Robotic competitions are an excellent way to promote innovative solutions for the current industries’ challenges and entrepreneurial spirit, acquire technical and transversal skills through active teaching, and promote this area to the public. In other words, since robotics is a multidisciplinary field, its competitions address several knowledge topics, especially in the STEM (Science, Technology, Engineering, and Mathematics) category, that are shared among the students and researchers, driving further technology and science. A new competition encompassed in the Portuguese Robotics Open was created according to the Industry 4.0 concept in the production chain. In this competition, RobotAtFactory 4.0, a shop floor, is used to mimic a fully automated industrial logistics warehouse and the challenges it brings. Autonomous Mobile Robots (AMRs) must be used to operate without supervision and perform the tasks that the warehouse requests. There are different types of boxes which dictate their partial and definitive destinations. In this reasoning, AMRs should identify each and transport them to their destinations. This paper describes an approach to the indoor localization system for the competition based on the Extended Kalman Filter (EKF) and ArUco markers. Different innovation methods for the obtained observations were tested and compared in the EKF. A real robot was designed and assembled to act as a test bed for the localization system’s validation. Thus, the approach was validated in the real scenario using a factory floor with the official specifications provided by the competition organization. Frontiers Media S.A. 2022-11-15 /pmc/articles/PMC9705791/ /pubmed/36457737 http://dx.doi.org/10.3389/frobt.2022.1023590 Text en Copyright © 2022 Braun, Júnior, Berger, Pinto, Soares, Pereira, Lima and Costa. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Robotics and AI Braun, João Júnior, Alexandre O. Berger, Guido Pinto, Vítor H. Soares, Inês N. Pereira, Ana I. Lima, José Costa, Paulo A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title | A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title_full | A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title_fullStr | A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title_full_unstemmed | A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title_short | A robot localization proposal for the RobotAtFactory 4.0: A novel robotics competition within the Industry 4.0 concept |
title_sort | robot localization proposal for the robotatfactory 4.0: a novel robotics competition within the industry 4.0 concept |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9705791/ https://www.ncbi.nlm.nih.gov/pubmed/36457737 http://dx.doi.org/10.3389/frobt.2022.1023590 |
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