FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments

Detalhes bibliográficos
Autor(a) principal: Biazi-Neto, Vitorino
Data de Publicação: 2023
Outros Autores: Marques, Carlos A.F., Frizera-Neto, Anselmo, Leal-Junior, Arnaldo G.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/38039
Resumo: The emergence of Industry 4.0 has brought new concepts to the factories that optimize and improve conventional processes. These technologies have brought assignments to the industrial robots that allow them to perform tasks faster and more precisely. The improvement of the robot’s proprioception capacity and tactile sensitivity using sensors is a useful approach to achieve those goals. Optical fibers are a viable technology to be used as sensors in robotic devices because they are electrically passive and present electromagnetic immunity. This paper proposes a Fiber Bragg Grating (FBG) based sensing system to monitor robotic manipulators during their operation. It corresponds to smart textiles installed on the robot’s body to detect interactions with the environment. A mathematical model is proposed to find what should be the greatest distance between adjacent FBGs to detect contact at any point between them. From this, it is possible to obtain a minimum number of sensors to detect contact at any point and guarantee the highest spatial resolution of the system with lower costs. The tactile system is formed of a group of optical fibers with multiplexed FBGs embedded in silicone rubber. The optical fibers with the sensors are positioned between layers of polyethylene foam and cotton fabric. After the manufacturing process, temperature and force characterization were done on the sensors which make up the smart textiles. In the characterization results, almost all the FBG presented values of R² on the linear regression superior to 0.94. Individual analysis is performed for the sensors which present a low coefficient of determination. Finally, the system was tested in an experimental validation in which the robot was hit while executing a task. From the results, it can be observed that the system can provide the position on the robot’s body, the amplitude in terms of force and the instant of time in which an external impact occurred.
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spelling FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environmentsOptical fiber sensorsFBGRobotic manipulatorsThe emergence of Industry 4.0 has brought new concepts to the factories that optimize and improve conventional processes. These technologies have brought assignments to the industrial robots that allow them to perform tasks faster and more precisely. The improvement of the robot’s proprioception capacity and tactile sensitivity using sensors is a useful approach to achieve those goals. Optical fibers are a viable technology to be used as sensors in robotic devices because they are electrically passive and present electromagnetic immunity. This paper proposes a Fiber Bragg Grating (FBG) based sensing system to monitor robotic manipulators during their operation. It corresponds to smart textiles installed on the robot’s body to detect interactions with the environment. A mathematical model is proposed to find what should be the greatest distance between adjacent FBGs to detect contact at any point between them. From this, it is possible to obtain a minimum number of sensors to detect contact at any point and guarantee the highest spatial resolution of the system with lower costs. The tactile system is formed of a group of optical fibers with multiplexed FBGs embedded in silicone rubber. The optical fibers with the sensors are positioned between layers of polyethylene foam and cotton fabric. After the manufacturing process, temperature and force characterization were done on the sensors which make up the smart textiles. In the characterization results, almost all the FBG presented values of R² on the linear regression superior to 0.94. Individual analysis is performed for the sensors which present a low coefficient of determination. Finally, the system was tested in an experimental validation in which the robot was hit while executing a task. From the results, it can be observed that the system can provide the position on the robot’s body, the amplitude in terms of force and the instant of time in which an external impact occurred.Elsevier2023-06-15T08:42:02Z2023-09-01T00:00:00Z2023-09-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10773/38039eng0924-424710.1016/j.sna.2023.114473Biazi-Neto, VitorinoMarques, Carlos A.F.Frizera-Neto, AnselmoLeal-Junior, Arnaldo G.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-02-22T12:14:22Zoai:ria.ua.pt:10773/38039Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:08:38.220814Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
title FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
spellingShingle FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
Biazi-Neto, Vitorino
Optical fiber sensors
FBG
Robotic manipulators
title_short FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
title_full FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
title_fullStr FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
title_full_unstemmed FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
title_sort FBG-based sensing system to improve tactile sensitivity of robotic manipulators working in unstructured environments
author Biazi-Neto, Vitorino
author_facet Biazi-Neto, Vitorino
Marques, Carlos A.F.
Frizera-Neto, Anselmo
Leal-Junior, Arnaldo G.
author_role author
author2 Marques, Carlos A.F.
Frizera-Neto, Anselmo
Leal-Junior, Arnaldo G.
author2_role author
author
author
dc.contributor.author.fl_str_mv Biazi-Neto, Vitorino
Marques, Carlos A.F.
Frizera-Neto, Anselmo
Leal-Junior, Arnaldo G.
dc.subject.por.fl_str_mv Optical fiber sensors
FBG
Robotic manipulators
topic Optical fiber sensors
FBG
Robotic manipulators
description The emergence of Industry 4.0 has brought new concepts to the factories that optimize and improve conventional processes. These technologies have brought assignments to the industrial robots that allow them to perform tasks faster and more precisely. The improvement of the robot’s proprioception capacity and tactile sensitivity using sensors is a useful approach to achieve those goals. Optical fibers are a viable technology to be used as sensors in robotic devices because they are electrically passive and present electromagnetic immunity. This paper proposes a Fiber Bragg Grating (FBG) based sensing system to monitor robotic manipulators during their operation. It corresponds to smart textiles installed on the robot’s body to detect interactions with the environment. A mathematical model is proposed to find what should be the greatest distance between adjacent FBGs to detect contact at any point between them. From this, it is possible to obtain a minimum number of sensors to detect contact at any point and guarantee the highest spatial resolution of the system with lower costs. The tactile system is formed of a group of optical fibers with multiplexed FBGs embedded in silicone rubber. The optical fibers with the sensors are positioned between layers of polyethylene foam and cotton fabric. After the manufacturing process, temperature and force characterization were done on the sensors which make up the smart textiles. In the characterization results, almost all the FBG presented values of R² on the linear regression superior to 0.94. Individual analysis is performed for the sensors which present a low coefficient of determination. Finally, the system was tested in an experimental validation in which the robot was hit while executing a task. From the results, it can be observed that the system can provide the position on the robot’s body, the amplitude in terms of force and the instant of time in which an external impact occurred.
publishDate 2023
dc.date.none.fl_str_mv 2023-06-15T08:42:02Z
2023-09-01T00:00:00Z
2023-09-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10773/38039
url http://hdl.handle.net/10773/38039
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0924-4247
10.1016/j.sna.2023.114473
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 Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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instacron_str RCAAP
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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