Intelligent multi-agent system for water reduction in automotive irrigation processes
Autor(a) principal: | |
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Data de Publicação: | 2019 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10316/101593 https://doi.org/10.1016/j.procs.2019.04.136 |
Resumo: | This paper deals with a multi-agent system (MAS) to automate the gathering and managing of information from potato crops in order to provide a precision irrigation system. The proposal and development of a novel MAS is presented based on different agent subsystems with specific objectives to meet the main objective of the global MAS. The proposed MAS has been developed on the Cloud Computing paradigm and is able to gather data from wireless sensor networks (WSNs) located in potato crops for knowledge discovery and decision making. According to the collected information as historical data by the MAS, it can make decision on an actuator set that modify the irrigation system by updating the areas of the crop with most irrigation needs. The use of these intelligent technologies in rural areas provides a considerable saving of resources and improves the efficiency and effectiveness of agricultural production systems. The architecture has been tested in an agricultural environment in order to optimize irrigation in a potato crop. The results showed a significant reduction in comparison to traditional automotive irrigation. |
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Intelligent multi-agent system for water reduction in automotive irrigation processesMulti-agent systemsmart sprinklingCBR systemRFIDpivot irrigationThis paper deals with a multi-agent system (MAS) to automate the gathering and managing of information from potato crops in order to provide a precision irrigation system. The proposal and development of a novel MAS is presented based on different agent subsystems with specific objectives to meet the main objective of the global MAS. The proposed MAS has been developed on the Cloud Computing paradigm and is able to gather data from wireless sensor networks (WSNs) located in potato crops for knowledge discovery and decision making. According to the collected information as historical data by the MAS, it can make decision on an actuator set that modify the irrigation system by updating the areas of the crop with most irrigation needs. The use of these intelligent technologies in rural areas provides a considerable saving of resources and improves the efficiency and effectiveness of agricultural production systems. The architecture has been tested in an agricultural environment in order to optimize irrigation in a potato crop. The results showed a significant reduction in comparison to traditional automotive irrigation.This work was developed as part of “Virtual-Ledgers-Tecnologíıas DLT/Blockchainy Cripto-IOT sobre organizaciones virtuales de agentes ligeros y su aplicación en la eficiencia en el transporte de última milla”, IDSA267P18, project cofinanced by Junta Castilla y León, Consejería de Educación,and FEDER funds. The research of Yeray Mezquita is supported by the pre-doctoral fellowship from the University of Salamanca and Banco Santander.2019info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/101593http://hdl.handle.net/10316/101593https://doi.org/10.1016/j.procs.2019.04.136eng18770509González-Briones, AlfonsoMezquita, YerayCastellanos-Garzón, José A.Prieto, JavierCorchado, Juan M.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:RCAAP2022-10-21T11:56:11Zoai:estudogeral.uc.pt:10316/101593Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:18:45.171168Repositório 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 |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
title |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
spellingShingle |
Intelligent multi-agent system for water reduction in automotive irrigation processes González-Briones, Alfonso Multi-agent system smart sprinkling CBR system RFID pivot irrigation |
title_short |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
title_full |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
title_fullStr |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
title_full_unstemmed |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
title_sort |
Intelligent multi-agent system for water reduction in automotive irrigation processes |
author |
González-Briones, Alfonso |
author_facet |
González-Briones, Alfonso Mezquita, Yeray Castellanos-Garzón, José A. Prieto, Javier Corchado, Juan M. |
author_role |
author |
author2 |
Mezquita, Yeray Castellanos-Garzón, José A. Prieto, Javier Corchado, Juan M. |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
González-Briones, Alfonso Mezquita, Yeray Castellanos-Garzón, José A. Prieto, Javier Corchado, Juan M. |
dc.subject.por.fl_str_mv |
Multi-agent system smart sprinkling CBR system RFID pivot irrigation |
topic |
Multi-agent system smart sprinkling CBR system RFID pivot irrigation |
description |
This paper deals with a multi-agent system (MAS) to automate the gathering and managing of information from potato crops in order to provide a precision irrigation system. The proposal and development of a novel MAS is presented based on different agent subsystems with specific objectives to meet the main objective of the global MAS. The proposed MAS has been developed on the Cloud Computing paradigm and is able to gather data from wireless sensor networks (WSNs) located in potato crops for knowledge discovery and decision making. According to the collected information as historical data by the MAS, it can make decision on an actuator set that modify the irrigation system by updating the areas of the crop with most irrigation needs. The use of these intelligent technologies in rural areas provides a considerable saving of resources and improves the efficiency and effectiveness of agricultural production systems. The architecture has been tested in an agricultural environment in order to optimize irrigation in a potato crop. The results showed a significant reduction in comparison to traditional automotive irrigation. |
publishDate |
2019 |
dc.date.none.fl_str_mv |
2019 |
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/10316/101593 http://hdl.handle.net/10316/101593 https://doi.org/10.1016/j.procs.2019.04.136 |
url |
http://hdl.handle.net/10316/101593 https://doi.org/10.1016/j.procs.2019.04.136 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
18770509 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
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 instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
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1799134082199715840 |