Fuzzy Modeling of Salinity Effects on Pumpkin (Cucurbita Pepo) Development
Autor(a) principal: | |
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Data de Publicação: | 2022 |
Outros Autores: | , , , |
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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Repositório Institucional da UNESP |
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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 |