Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango

Detalhes bibliográficos
Ano de defesa: 2022
Autor(a) principal: Da Cruz, Matheus Raimundo lattes
Orientador(a): Mafra Baraldi, Samuel lattes, Alberti Marcos, Ant??nio lattes
Banca de defesa: Mafra Baraldi , Samuel lattes, Alberti Marcos , Ant??nio lattes, Lolis Assump????o , Luis Henrique lattes
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Instituto Nacional de Telecomunica????es
Programa de Pós-Graduação: Mestrado em Engenharia de Telecomunica????es
Departamento: Instituto Nacional de Telecomunica????es
País: Brasil
Palavras-chave em Português:
Área do conhecimento CNPq:
Link de acesso: https://tede.inatel.br:8080/tede/handle/tede/240
Resumo: The increasing demand for food in terms of quality and quantity due to population growth has raised the need for the industrialization of agriculture. As a result, resear chers and companies have developed several solutions that seek to increase efficiency and productivity in the field. In recent years, the Internet of Things (IoT) has found a significant place in the process of agricultural and food industrialization. IoT is a promising technology and is offering many innovative solutions to modernize the agri cultural sector. This is thanks to technological advances in sensors, data processing, computing power, and artificial intelligence that are demonstrating enormous potential to monitor and control farms and crops. These enormous changes are shaping many existing farming methods and creating a wave of opportunities to implement and test new technologies. In the future, these technologies could be the key to improving productivity as well as taking care of the environment thanks to the efficient use and optimization of the inputs used in farming. The research developed in this dissertation seeks to unify several of the emerging technologies in order to maximize efficiency and productivity in strawberry farming through a Wireless Sensor Network and IoT approach. An IoT Platform has been developed to capture, process, store, and display data to the user in an autonomous and intelligent manner. In addition, the platform also features a Computer Vision application that locates, detects, and classifies seven dise ases pertinent to strawberries. The platform uses LoRa technology for communication and data transmission between devices, allowing for extensive coverage and low power consumption. All implemented tools do not require Internet connection as a prerequi site, thus allowing crops in more remote areas. Thus, all functionalities pertinent to the IoT Platform are performed at the edge.
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spelling Mafra Baraldi, Samuel056.666.329-57http://lattes.cnpq.br/9492423249629649Alberti Marcos, Ant??nio745.931.960-00http://lattes.cnpq.br/8623512462352869Mafra Baraldi , Samuel056.666.329-57http://lattes.cnpq.br/9492423249629649Alberti Marcos , Ant??nio745.931.960-00http://lattes.cnpq.br/8623512462352869Lolis Assump????o , Luis Henrique6020002287949740http://lattes.cnpq.br/6020002287949740123.495.926-77http://lattes.cnpq.br/5613080668124303Da Cruz, Matheus Raimundo2023-04-01T14:05:12Z2022-11-25Da Cruz, Matheus Raimundo. Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango. 2022. [124]. Tese( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca??] .https://tede.inatel.br:8080/tede/handle/tede/240The increasing demand for food in terms of quality and quantity due to population growth has raised the need for the industrialization of agriculture. As a result, resear chers and companies have developed several solutions that seek to increase efficiency and productivity in the field. In recent years, the Internet of Things (IoT) has found a significant place in the process of agricultural and food industrialization. IoT is a promising technology and is offering many innovative solutions to modernize the agri cultural sector. This is thanks to technological advances in sensors, data processing, computing power, and artificial intelligence that are demonstrating enormous potential to monitor and control farms and crops. These enormous changes are shaping many existing farming methods and creating a wave of opportunities to implement and test new technologies. In the future, these technologies could be the key to improving productivity as well as taking care of the environment thanks to the efficient use and optimization of the inputs used in farming. The research developed in this dissertation seeks to unify several of the emerging technologies in order to maximize efficiency and productivity in strawberry farming through a Wireless Sensor Network and IoT approach. An IoT Platform has been developed to capture, process, store, and display data to the user in an autonomous and intelligent manner. In addition, the platform also features a Computer Vision application that locates, detects, and classifies seven dise ases pertinent to strawberries. The platform uses LoRa technology for communication and data transmission between devices, allowing for extensive coverage and low power consumption. All implemented tools do not require Internet connection as a prerequi site, thus allowing crops in more remote areas. Thus, all functionalities pertinent to the IoT Platform are performed at the edge.A crescente demanda por alimentos em termos de qualidade e quantidade devido ao crescimento populacional elevou a necessidade de industrializa????o da agricultura. Sendo assim, pesquisadores e empresas tem desenvolvido diversas solu????es que buscam aumentar a efici??ncia e produtividade no campo. Nos ??ltimos anos, a Internet das Coisas (IoT) encontrou um lugar significativo no processo de industrializa????o agr??cola e aliment??cia. A IoT e uma tecnologia promissora e est?? oferecendo muitas solu????es inovadoras para modernizar o setor agr??cola. Isso gra??as aos avan??os tecnol??gicos em sensores, processamento de dados, poder computacional e intelig??ncia artificial que vem demonstrando um enorme potencial para monitorar e controlar as fazendas e planta????es. Estas enormes mudan??as est??o moldando muitos dos m??todos agr??colas existentes e criando uma onda de oportunidades para implementa????o e teste de novas tecnologias. No futuro, essas tecnologias poder??o ser a chave para melhorar a produtividade, bem como cuidar do meio ambiente gra??as ao uso eficiente e a otimiza????o dos insumos utilizados nas planta????es. A pesquisa desenvolvida nesta disserta????o busca unificar varias das tecnologias emergentes a fim de maximizar a efici??ncia e a produtividade na cultura do morango, atrav??s de uma abordagem de Redes de Sensores Sem Fio e IoT. Uma Plataforma IoT foi desenvolvida para captura, processamento, armazenamento e exibi????o dos dados ao usu??rio de forma aut??noma e inteligente. Ademais, a plataforma tamb??m apresenta uma aplica????o de Vis??o Computacional que localiza, detecta e classifica sete doen??as pertinentes aos morangos. A plataforma utiliza a tecnologia LoRa para comunica????o e transmiss??o de dados entre dispositivos, permitindo uma extensa cobertura e baixo consumo de energia. Todas as ferramentas implementadas n??o requerem a conex??o a Internet como um pr??-requisito, permitindo assim que as culturas em ??reas mais remotas. Deste modo, todas as funcionalidades pertinentes a Plataforma IoT s??o executadas na borda.Submitted by Tede Dspace (tede@inatel.br) on 2023-04-01T14:05:12Z No. of bitstreams: 2 license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Disserta????o V.Final Mateus Raimundo.pdf: 23625692 bytes, checksum: c78abd8814d5d83176fecc91623cf3c8 (MD5)Made available in DSpace on 2023-04-01T14:05:12Z (GMT). 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dc.title.por.fl_str_mv Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
title Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
spellingShingle Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
Da Cruz, Matheus Raimundo
Internet das Coisas; Intelig??ncia Artificial; Redes de Sensores sem Fio; Aprendizado de M??quina; LoRa
Engenharia - Telecomunica????es
title_short Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
title_full Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
title_fullStr Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
title_full_unstemmed Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
title_sort Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango
author Da Cruz, Matheus Raimundo
author_facet Da Cruz, Matheus Raimundo
author_role author
dc.contributor.advisor2ID.por.fl_str_mv 745.931.960-00
dc.contributor.advisor1.fl_str_mv Mafra Baraldi, Samuel
dc.contributor.advisor1ID.fl_str_mv 056.666.329-57
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/9492423249629649
dc.contributor.advisor2.fl_str_mv Alberti Marcos, Ant??nio
dc.contributor.advisor2Lattes.fl_str_mv http://lattes.cnpq.br/8623512462352869
dc.contributor.referee1.fl_str_mv Mafra Baraldi , Samuel
dc.contributor.referee1ID.fl_str_mv 056.666.329-57
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/9492423249629649
dc.contributor.referee2.fl_str_mv Alberti Marcos , Ant??nio
dc.contributor.referee2ID.fl_str_mv 745.931.960-00
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/8623512462352869
dc.contributor.referee3.fl_str_mv Lolis Assump????o , Luis Henrique
dc.contributor.referee3ID.fl_str_mv 6020002287949740
dc.contributor.referee3Lattes.fl_str_mv http://lattes.cnpq.br/6020002287949740
dc.contributor.authorID.fl_str_mv 123.495.926-77
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/5613080668124303
dc.contributor.author.fl_str_mv Da Cruz, Matheus Raimundo
contributor_str_mv Mafra Baraldi, Samuel
Alberti Marcos, Ant??nio
Mafra Baraldi , Samuel
Alberti Marcos , Ant??nio
Lolis Assump????o , Luis Henrique
dc.subject.por.fl_str_mv Internet das Coisas; Intelig??ncia Artificial; Redes de Sensores sem Fio; Aprendizado de M??quina; LoRa
topic Internet das Coisas; Intelig??ncia Artificial; Redes de Sensores sem Fio; Aprendizado de M??quina; LoRa
Engenharia - Telecomunica????es
dc.subject.cnpq.fl_str_mv Engenharia - Telecomunica????es
description The increasing demand for food in terms of quality and quantity due to population growth has raised the need for the industrialization of agriculture. As a result, resear chers and companies have developed several solutions that seek to increase efficiency and productivity in the field. In recent years, the Internet of Things (IoT) has found a significant place in the process of agricultural and food industrialization. IoT is a promising technology and is offering many innovative solutions to modernize the agri cultural sector. This is thanks to technological advances in sensors, data processing, computing power, and artificial intelligence that are demonstrating enormous potential to monitor and control farms and crops. These enormous changes are shaping many existing farming methods and creating a wave of opportunities to implement and test new technologies. In the future, these technologies could be the key to improving productivity as well as taking care of the environment thanks to the efficient use and optimization of the inputs used in farming. The research developed in this dissertation seeks to unify several of the emerging technologies in order to maximize efficiency and productivity in strawberry farming through a Wireless Sensor Network and IoT approach. An IoT Platform has been developed to capture, process, store, and display data to the user in an autonomous and intelligent manner. In addition, the platform also features a Computer Vision application that locates, detects, and classifies seven dise ases pertinent to strawberries. The platform uses LoRa technology for communication and data transmission between devices, allowing for extensive coverage and low power consumption. All implemented tools do not require Internet connection as a prerequi site, thus allowing crops in more remote areas. Thus, all functionalities pertinent to the IoT Platform are performed at the edge.
publishDate 2022
dc.date.issued.fl_str_mv 2022-11-25
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dc.identifier.uri.fl_str_mv https://tede.inatel.br:8080/tede/handle/tede/240
identifier_str_mv Da Cruz, Matheus Raimundo. Plataforma IoT Inteligente Usando Computa????o na Borda para Planta????es de Morango. 2022. [124]. Tese( Mestrado em Engenharia de Telecomunica????es) - Instituto Nacional de Telecomunica????es, [Santa Rita do Sapuca??] .
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