Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development

Detalhes bibliográficos
Autor(a) principal: Filho, Luís R. A. Gabriel [UNESP]
Data de Publicação: 2022
Outros Autores: Junior, Josué F. Silva, Cremasco, Camila P. [UNESP], de Souza, Angela V. [UNESP], Putti, Fernando F. [UNESP]
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022
http://hdl.handle.net/11449/223582
Resumo: The low quality of the water currently used for irrigation purposes harms the quality of the products and can lead to a reduction in production. Thus, the objective of this work was to verify the effect of saline water in irrigation water, on biometric variables of pumpkin crop using a system based on fuzzy rules. The agronomic experimental part of this work was carried out in a greenhouse. The experimental design was in randomized blocks, with 5 doses of salinity (0, 1.25, 2.5, 3.75, and 5 dS m-1) and with 5 repetitions. The salinity doses and evaluations carried out throughout the cycle (days after transplanting) were defined as input variables in the mathematical model. For the output variables, the collected biometric responses were defined: number of leaves, number of flowers, leaf fresh mass, leaf dry mass, stem fresh mass, stem length, root fresh mass, and root length. After evaluation, the mathematical model was developed and its validation was carried out using statistical methods and Receiver Operating Characteristic Curves (ROC). It was observed that salinity affects the bush pumpkin crop with a reduction in the evaluated parameters. The mathematical model proved to be efficient for this evaluation.
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spelling Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) DevelopmentAgronomyArtificial intelligenceIrrigationRoc curveThe low quality of the water currently used for irrigation purposes harms the quality of the products and can lead to a reduction in production. Thus, the objective of this work was to verify the effect of saline water in irrigation water, on biometric variables of pumpkin crop using a system based on fuzzy rules. The agronomic experimental part of this work was carried out in a greenhouse. The experimental design was in randomized blocks, with 5 doses of salinity (0, 1.25, 2.5, 3.75, and 5 dS m-1) and with 5 repetitions. The salinity doses and evaluations carried out throughout the cycle (days after transplanting) were defined as input variables in the mathematical model. For the output variables, the collected biometric responses were defined: number of leaves, number of flowers, leaf fresh mass, leaf dry mass, stem fresh mass, stem length, root fresh mass, and root length. After evaluation, the mathematical model was developed and its validation was carried out using statistical methods and Receiver Operating Characteristic Curves (ROC). It was observed that salinity affects the bush pumpkin crop with a reduction in the evaluated parameters. The mathematical model proved to be efficient for this evaluation.Sao Paulo State University (UNESP), SPFederal University of Triângulo Mineiro, MGSao Paulo State University (UNESP), SPUniversidade Estadual Paulista (UNESP)Federal University of Triângulo MineiroFilho, Luís R. A. Gabriel [UNESP]Junior, Josué F. SilvaCremasco, Camila P. [UNESP]de Souza, Angela V. [UNESP]Putti, Fernando F. [UNESP]2022-04-28T19:51:29Z2022-04-28T19:51:29Z2022-01-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022Engenharia Agricola, v. 42, n. 1, 2022.1808-43890100-6916http://hdl.handle.net/11449/22358210.1590/1809-4430-ENG.AGRIC.V42N1E20200150/20222-s2.0-85125868528Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengEngenharia Agricolainfo:eu-repo/semantics/openAccess2022-04-28T19:51:29Zoai:repositorio.unesp.br:11449/223582Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T20:06:41.377841Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
title Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
spellingShingle Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
Filho, Luís R. A. Gabriel [UNESP]
Agronomy
Artificial intelligence
Irrigation
Roc curve
title_short Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
title_full Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
title_fullStr Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
title_full_unstemmed Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
title_sort Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
author Filho, Luís R. A. Gabriel [UNESP]
author_facet Filho, Luís R. A. Gabriel [UNESP]
Junior, Josué F. Silva
Cremasco, Camila P. [UNESP]
de Souza, Angela V. [UNESP]
Putti, Fernando F. [UNESP]
author_role author
author2 Junior, Josué F. Silva
Cremasco, Camila P. [UNESP]
de Souza, Angela V. [UNESP]
Putti, Fernando F. [UNESP]
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Universidade Estadual Paulista (UNESP)
Federal University of Triângulo Mineiro
dc.contributor.author.fl_str_mv Filho, Luís R. A. Gabriel [UNESP]
Junior, Josué F. Silva
Cremasco, Camila P. [UNESP]
de Souza, Angela V. [UNESP]
Putti, Fernando F. [UNESP]
dc.subject.por.fl_str_mv Agronomy
Artificial intelligence
Irrigation
Roc curve
topic Agronomy
Artificial intelligence
Irrigation
Roc curve
description The low quality of the water currently used for irrigation purposes harms the quality of the products and can lead to a reduction in production. Thus, the objective of this work was to verify the effect of saline water in irrigation water, on biometric variables of pumpkin crop using a system based on fuzzy rules. The agronomic experimental part of this work was carried out in a greenhouse. The experimental design was in randomized blocks, with 5 doses of salinity (0, 1.25, 2.5, 3.75, and 5 dS m-1) and with 5 repetitions. The salinity doses and evaluations carried out throughout the cycle (days after transplanting) were defined as input variables in the mathematical model. For the output variables, the collected biometric responses were defined: number of leaves, number of flowers, leaf fresh mass, leaf dry mass, stem fresh mass, stem length, root fresh mass, and root length. After evaluation, the mathematical model was developed and its validation was carried out using statistical methods and Receiver Operating Characteristic Curves (ROC). It was observed that salinity affects the bush pumpkin crop with a reduction in the evaluated parameters. The mathematical model proved to be efficient for this evaluation.
publishDate 2022
dc.date.none.fl_str_mv 2022-04-28T19:51:29Z
2022-04-28T19:51:29Z
2022-01-01
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://dx.doi.org/10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022
Engenharia Agricola, v. 42, n. 1, 2022.
1808-4389
0100-6916
http://hdl.handle.net/11449/223582
10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022
2-s2.0-85125868528
url http://dx.doi.org/10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022
http://hdl.handle.net/11449/223582
identifier_str_mv Engenharia Agricola, v. 42, n. 1, 2022.
1808-4389
0100-6916
10.1590/1809-4430-ENG.AGRIC.V42N1E20200150/2022
2-s2.0-85125868528
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Engenharia Agricola
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
_version_ 1808129161393340416