Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario

Detalhes bibliográficos
Autor(a) principal: Berger, Guido
Data de Publicação: 2023
Outros Autores: Teixeira, Marco, Cantieri, Álvaro R., Lima, José, Pereira, Ana I., Valente, António, Castro, Gabriel G.R., Pinto, Milena F.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10198/27111
Resumo: The recent advances in precision agriculture are due to the emergence of modern robotics systems. For instance, unmanned aerial systems (UASs) give new possibilities that advance the solution of existing problems in this area in many different aspects. The reason is due to these platforms’ ability to perform activities at varying levels of complexity. Therefore, this research presents a multiple-cooperative robot solution for UAS and unmanned ground vehicle (UGV) systems for their joint inspection of olive grove inspect traps. This work evaluated the UAS and UGV vision-based navigation based on a yellow fly trap fixed in the trees to provide visual position data using the You Only Look Once (YOLO) algorithms. The experimental setup evaluated the fuzzy control algorithm applied to the UAS to make it reach the trap efficiently. Experimental tests were conducted in a realistic simulation environment using a robot operating system (ROS) and CoppeliaSim platforms to verify the methodology’s performance, and all tests considered specific real-world environmental conditions. A search and landing algorithm based on augmented reality tag (AR-Tag) visual processing was evaluated to allow for the return and landing of the UAS to the UGV base. The outcomes obtained in this work demonstrate the robustness and feasibility of the multiple-cooperative robot architecture for UGVs and UASs applied in the olive inspection scenario.
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spelling Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenarioPrecision agricultureHeretogenous robotic systemsCooperative robotsThe recent advances in precision agriculture are due to the emergence of modern robotics systems. For instance, unmanned aerial systems (UASs) give new possibilities that advance the solution of existing problems in this area in many different aspects. The reason is due to these platforms’ ability to perform activities at varying levels of complexity. Therefore, this research presents a multiple-cooperative robot solution for UAS and unmanned ground vehicle (UGV) systems for their joint inspection of olive grove inspect traps. This work evaluated the UAS and UGV vision-based navigation based on a yellow fly trap fixed in the trees to provide visual position data using the You Only Look Once (YOLO) algorithms. The experimental setup evaluated the fuzzy control algorithm applied to the UAS to make it reach the trap efficiently. Experimental tests were conducted in a realistic simulation environment using a robot operating system (ROS) and CoppeliaSim platforms to verify the methodology’s performance, and all tests considered specific real-world environmental conditions. A search and landing algorithm based on augmented reality tag (AR-Tag) visual processing was evaluated to allow for the return and landing of the UAS to the UGV base. The outcomes obtained in this work demonstrate the robustness and feasibility of the multiple-cooperative robot architecture for UGVs and UASs applied in the olive inspection scenario.The authors would like to thank the Foundation for Science and Technology (FCT, Portugal) for financial support through national funds FCT/MCTES (PIDDAC) to CeDRI (UIDB/05757/2020 and UIDP/05757/2020) and SusTEC (LA/P/0007/2021). In addition, the authors would like to thank the following Brazilian Agencies CEFET-RJ, CAPES, CNPq, and FAPERJ. In addition, the authors also want to thank the Research Centre in Digitalization and Intelligent Robotics (CeDRI), Instituto Politécnico de Braganca (IPB) - Campus de Santa Apolonia, Portugal, Laboratório Associado para a Sustentabilidade e Tecnologia em Regiões de Montanha (SusTEC), Portugal, INESC Technology and Science - Porto, Portugal and Universidade de Trás-os-Montes e Alto Douro - Vila Real, Portugal. This work was carried out under the Project “OleaChain: Competências para a sustentabilidade e inovação da cadeia de valor do olival tradicional no Norte Interior de Portugal” (NORTE-06-3559-FSE-000188), an operation used to hire highly qualified human resources, funded by NORTE 2020 through the European Social Fund (ESF).MDPIBiblioteca Digital do IPBBerger, GuidoTeixeira, MarcoCantieri, Álvaro R.Lima, JoséPereira, Ana I.Valente, AntónioCastro, Gabriel G.R.Pinto, Milena F.2023-02-22T16:38:10Z20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10198/27111engBerger, Guido S.; Teixeira, Marco; Cantieri, Alvaro; Lima, José; Pereira, Ana I.; Valente, António; Castro, Gabriel G.R. de; Pinto, Milena F. (2023). Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario. Agriculture. 13:2, p. 1-2610.3390/agriculture13020239info: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:RCAAP2023-11-21T11:00:29Zoai:bibliotecadigital.ipb.pt:10198/27111Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T23:17:35.920095Repositório 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 Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
title Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
spellingShingle Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
Berger, Guido
Precision agriculture
Heretogenous robotic systems
Cooperative robots
title_short Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
title_full Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
title_fullStr Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
title_full_unstemmed Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
title_sort Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario
author Berger, Guido
author_facet Berger, Guido
Teixeira, Marco
Cantieri, Álvaro R.
Lima, José
Pereira, Ana I.
Valente, António
Castro, Gabriel G.R.
Pinto, Milena F.
author_role author
author2 Teixeira, Marco
Cantieri, Álvaro R.
Lima, José
Pereira, Ana I.
Valente, António
Castro, Gabriel G.R.
Pinto, Milena F.
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Berger, Guido
Teixeira, Marco
Cantieri, Álvaro R.
Lima, José
Pereira, Ana I.
Valente, António
Castro, Gabriel G.R.
Pinto, Milena F.
dc.subject.por.fl_str_mv Precision agriculture
Heretogenous robotic systems
Cooperative robots
topic Precision agriculture
Heretogenous robotic systems
Cooperative robots
description The recent advances in precision agriculture are due to the emergence of modern robotics systems. For instance, unmanned aerial systems (UASs) give new possibilities that advance the solution of existing problems in this area in many different aspects. The reason is due to these platforms’ ability to perform activities at varying levels of complexity. Therefore, this research presents a multiple-cooperative robot solution for UAS and unmanned ground vehicle (UGV) systems for their joint inspection of olive grove inspect traps. This work evaluated the UAS and UGV vision-based navigation based on a yellow fly trap fixed in the trees to provide visual position data using the You Only Look Once (YOLO) algorithms. The experimental setup evaluated the fuzzy control algorithm applied to the UAS to make it reach the trap efficiently. Experimental tests were conducted in a realistic simulation environment using a robot operating system (ROS) and CoppeliaSim platforms to verify the methodology’s performance, and all tests considered specific real-world environmental conditions. A search and landing algorithm based on augmented reality tag (AR-Tag) visual processing was evaluated to allow for the return and landing of the UAS to the UGV base. The outcomes obtained in this work demonstrate the robustness and feasibility of the multiple-cooperative robot architecture for UGVs and UASs applied in the olive inspection scenario.
publishDate 2023
dc.date.none.fl_str_mv 2023-02-22T16:38:10Z
2023
2023-01-01T00:00:00Z
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/10198/27111
url http://hdl.handle.net/10198/27111
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Berger, Guido S.; Teixeira, Marco; Cantieri, Alvaro; Lima, José; Pereira, Ana I.; Valente, António; Castro, Gabriel G.R. de; Pinto, Milena F. (2023). Cooperative heterogeneous robots for autonomous insects trap monitoring system in a precision agriculture scenario. Agriculture. 13:2, p. 1-26
10.3390/agriculture13020239
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 MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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