Intelligent multi-agent system for water reduction in automotive irrigation processes

Detalhes bibliográficos
Autor(a) principal: González-Briones, Alfonso
Data de Publicação: 2019
Outros Autores: Mezquita, Yeray, Castellanos-Garzón, José A., Prieto, Javier, Corchado, Juan M.
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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spelling 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
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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
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collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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