Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica

Detalhes bibliográficos
Ano de defesa: 2015
Autor(a) principal: Oliveira, Zanandra Boff de lattes
Orientador(a): Carlesso, Reimar lattes
Banca de defesa: Heldwein, Arno Bernardo lattes, Petry, Mirta Teresinha lattes, Martins, Juliano Dalcin lattes, Wolschick, Dolores lattes
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Santa Maria
Programa de Pós-Graduação: Programa de Pós-Graduação em Engenharia Agrícola
Departamento: Engenharia Agrícola
País: BR
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.ufsm.br/handle/1/3631
Resumo: The real time determination and future of evapotranspiration (ET) can contribute to more efficient management of irrigation. The objective of this study was: (i) to evaluate the accuracy of the estimate of the reference evapotranspiration (ETo) calculated on daily data of the weather forecast for seven future days (EToest), to different locations, growing seasons and periods with and without and rain; (Ii) evaluate the impact of using the EToest in the water balance of a soil cultivated with corn. The estimate ETo was performed to Santa Maria - RS and Crystalline and Morrinhos - GO. The collection of weather forecast data was carried out between June 26, 2011 to March 31 2014 was collected-daily (6:00 AM), the site: http://www.tempoagora.com.br/, the forecast data maximum temperature (Tmax) and minimum (Tmin) air, maximum relative humidity (RHmax) and minimum (RHmin) and wind speed (U2) for the next seven days. The EToest calculation was carried out by FAO-Penman-Monteith (FAO PM) and Hargreaves methods. The ETo observed day (EToday) was calculated by the FAO- PM method with data measured by automatic weather station of the National Institute of Meteorology (INMET). The values of EToest (est+1 the est+7) were compared with the values observed daily (ETodia). The accuracy of the estimated EToest was evaluated using statistical indicators (coefficient of determination - R2, slope - b, mean square error of the square root -RMSE and average error - ME). For the analysis of the water balance of a soil cultivated with corn, a field experiment was accomplished in the year 2011/12, in an area of UFSM. The experimental design was a completely randomized factorial design with four replications. The factor "A" consisted of two methods of calculation to estimate crop evapotranspiration (ETc): (i) using crop coefficient (Kc) and simple; (Ii) using dual Kc. The "D" factor consisted of four irrigation strategies: (i) 100% replacement of ETc; (ii) 75% replacement of ETc; (iii) 50% of ETc and replacement; (iv) 25% of replacement etc. The volumetric water content and available soil were simulated is compared with the measured (100% tartamento simple Kc). The results are an overestimation of EToest (>0,04 and <0,72 mm day-1) for the three sites, attributed to overestimation of Tmax by the weather forecast, a variable that showed high association with EToest (R2 0,60). This overestimation of EToest is reduced as the estimation approximates the observed daily. The differences between the ETodia and EToest, has small inlfuência the results of the soil water balance (RMSE less than 10 mm for the available water). Thus, EToest can be an alternative for determining the need for crop irrigation in future time, contributing to the management of irrigated activity and for the most efficient use of natural resources and other agricultural.
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spelling 2016-03-182016-03-182015-03-17OLIVEIRA, Zanandra Boff de. ESTIMATED EVAPOTRANSPIRATION FORECAST OF DAILY DATA FROM WEATHER. 2015. 95 f. Tese (Doutorado em Engenharia Agrícola) - Universidade Federal de Santa Maria, Santa Maria, 2015.http://repositorio.ufsm.br/handle/1/3631The real time determination and future of evapotranspiration (ET) can contribute to more efficient management of irrigation. The objective of this study was: (i) to evaluate the accuracy of the estimate of the reference evapotranspiration (ETo) calculated on daily data of the weather forecast for seven future days (EToest), to different locations, growing seasons and periods with and without and rain; (Ii) evaluate the impact of using the EToest in the water balance of a soil cultivated with corn. The estimate ETo was performed to Santa Maria - RS and Crystalline and Morrinhos - GO. The collection of weather forecast data was carried out between June 26, 2011 to March 31 2014 was collected-daily (6:00 AM), the site: http://www.tempoagora.com.br/, the forecast data maximum temperature (Tmax) and minimum (Tmin) air, maximum relative humidity (RHmax) and minimum (RHmin) and wind speed (U2) for the next seven days. The EToest calculation was carried out by FAO-Penman-Monteith (FAO PM) and Hargreaves methods. The ETo observed day (EToday) was calculated by the FAO- PM method with data measured by automatic weather station of the National Institute of Meteorology (INMET). The values of EToest (est+1 the est+7) were compared with the values observed daily (ETodia). The accuracy of the estimated EToest was evaluated using statistical indicators (coefficient of determination - R2, slope - b, mean square error of the square root -RMSE and average error - ME). For the analysis of the water balance of a soil cultivated with corn, a field experiment was accomplished in the year 2011/12, in an area of UFSM. The experimental design was a completely randomized factorial design with four replications. The factor "A" consisted of two methods of calculation to estimate crop evapotranspiration (ETc): (i) using crop coefficient (Kc) and simple; (Ii) using dual Kc. The "D" factor consisted of four irrigation strategies: (i) 100% replacement of ETc; (ii) 75% replacement of ETc; (iii) 50% of ETc and replacement; (iv) 25% of replacement etc. The volumetric water content and available soil were simulated is compared with the measured (100% tartamento simple Kc). The results are an overestimation of EToest (>0,04 and <0,72 mm day-1) for the three sites, attributed to overestimation of Tmax by the weather forecast, a variable that showed high association with EToest (R2 0,60). This overestimation of EToest is reduced as the estimation approximates the observed daily. The differences between the ETodia and EToest, has small inlfuência the results of the soil water balance (RMSE less than 10 mm for the available water). Thus, EToest can be an alternative for determining the need for crop irrigation in future time, contributing to the management of irrigated activity and for the most efficient use of natural resources and other agricultural.A determinação em tempo real e futuro da evapotranspiração (ET) pode contribuir para a maior eficiência no gerenciamento da irrigação. Assim, o objetivo do presente trabalho foi: (i) avaliar a precisão da estimativa da evapotranspiração de referência (ETo) calculada com dados diários da previsão meteorológica para sete dias futuros (EToest), para diferentes locais, anos agrícolas e períodos com e sem chuvas e; (ii) avaliar o impacto da utilização da EToest no balanço hídrico de um solo cultivado com milho. A estimativa da ETo foi realizada para Santa Maria - RS e para Cristalina e Morrinhos - GO. A coleta de dados da previsão meteorológica foi realizada entre 26 de junho de 2011 a 31 de março de 2014. Coletou-se, diariamente (6:00 AM), do site: http://www.tempoagora.com.br/, os dados de previsão de temperatura máxima (Tmax) e mínima (Tmin) do ar, umidade relativa máxima (RHmax) e mínima (RHmin) do ar e velocidade do vento (U2), para os próximos sete dias. O cálculo da EToest foi realizado pelos métodos FAO-Penman-Monteith (FAO PM) e Hargreaves. A ETo do dia observado (ETodia) foi calculada pelo método FAO PM, com dados medidos pela estação meteorológica automática do Instituto Nacional de Meteorologia (INMET). Os valores de EToest (est+1 a est+7) foram comparados com os valores do dia observado (ETodia). A precisão da estimativa da EToest foi avaliada a partir de indicadores estatísticos (coeficiente de determinação - R2, coeficiente angular - b, raiz quadrada do erro quadrático médio -RMSE e erro médio - ME). Para a análise do balanço hídrico de um solo cultivado com milho, um experimento de campo foi realizado no ano agrícola 2011/12, em área experimental da UFSM. O delineamento experimental utilizado foi o inteiramente casualizado, bifatorial, com quatro repetições. O fator A constituiu de duas metodologias de cálculo para a estimativa da evapotranspiração da cultura (ETc): (i) utilizando coeficiente de cultivo (Kc) simples e; (ii) utilizando Kc dual. O fator D foi constituído de quatro estratégias de irrigação: (i) 100% de reposição da ETc; (ii) 75% de reposição da ETc; (iii) 50% de reposição da ETc e; (iv) 25% de reposição da ETc. O conteúdo volumétrico e a água disponível no solo simulados foram comparados com os medidos (tratamento 100% com Kc simples). Os resultados são de uma superestimativa média da EToest (>0,04 e <0,72 mm dia-1) para os três locais, atribuída a superestimativa da Tmax pela previsão meteorológica, variável que apresentou elevada associação com a EToest (R2 de 0,60). Essa superestimativa da EToest é reduzida à medida que a estimativa se aproxima do dia observado. As diferenças entre a ETodia e a EToest, tem pequena inlfuência nos resultados do balanço hídrico do solo (RMSE inferior a 10 mm para a água disponível). Assim, a EToest pode ser uma alternativa para a determinação da necessidade de irrigação das culturas em tempo futuro, contribuindo para o gerenciamento da atividade irrigada e para a maior eficiência na utilização dos recursos naturais e demais insumos agrícolas.Conselho Nacional de Desenvolvimento Científico e Tecnológicoapplication/pdfporUniversidade Federal de Santa MariaPrograma de Pós-Graduação em Engenharia AgrícolaUFSMBREngenharia AgrícolaPrevisão meteorológicaEvapotranspiraçãoBalanço hídricoWeather forecastEvapotranspirationWater balanceCNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLAEstimativa da evapotranspiração a partir de dados diários de previsão meteorológicaEstimated evapotranspiration forecast of daily data from weatherinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisCarlesso, Reimarhttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4787243P5Heldwein, Arno Bernardohttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4788078U3Petry, Mirta Teresinhahttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4795104P8Martins, Juliano Dalcinhttp://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4742426Y8Wolschick, Doloreshttp://lattes.cnpq.br/6258612196477091http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4143110Y6Oliveira, Zanandra Boff de5003000000084005003005005003003001a6ccd1d-16e8-4110-910c-7178d86e09441683d575-ed0e-4423-b54d-7fe218f26dd59a4eada9-2d44-42ce-8d75-16ec472d6005b7bf2d54-7096-40ac-84fd-152c0e8a93f992d5c753-f864-40df-99b4-eccbb399e466d5ffaae9-a7a6-4c77-b272-d81f7dc7745finfo:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações do UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMORIGINALOLIVEIRA, ZANANDRA BOFF DE.pdfTese de Doutoradoapplication/pdf5552613http://repositorio.ufsm.br/bitstream/1/3631/1/OLIVEIRA%2c%20ZANANDRA%20BOFF%20DE.pdf8ef4163d9dfed57429178b99379b21f7MD51TEXTOLIVEIRA, ZANANDRA BOFF DE.pdf.txtOLIVEIRA, ZANANDRA BOFF DE.pdf.txtExtracted texttext/plain192262http://repositorio.ufsm.br/bitstream/1/3631/2/OLIVEIRA%2c%20ZANANDRA%20BOFF%20DE.pdf.txt5b17d3a6eaf9f0c64cc799c5fc29703bMD52THUMBNAILOLIVEIRA, ZANANDRA BOFF DE.pdf.jpgOLIVEIRA, ZANANDRA BOFF DE.pdf.jpgIM Thumbnailimage/jpeg4475http://repositorio.ufsm.br/bitstream/1/3631/3/OLIVEIRA%2c%20ZANANDRA%20BOFF%20DE.pdf.jpgb6b4d9116147f61e66346c9dd1c390d7MD531/36312017-09-12 14:46:53.88oai:repositorio.ufsm.br:1/3631Biblioteca Digital de Teses e Dissertaçõeshttps://repositorio.ufsm.br/ONGhttps://repositorio.ufsm.br/oai/requestatendimento.sib@ufsm.br||tedebc@gmail.comopendoar:2017-09-12T17:46:53Biblioteca Digital de Teses e Dissertações do UFSM - Universidade Federal de Santa Maria (UFSM)false
dc.title.por.fl_str_mv Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
dc.title.alternative.eng.fl_str_mv Estimated evapotranspiration forecast of daily data from weather
title Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
spellingShingle Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
Oliveira, Zanandra Boff de
Previsão meteorológica
Evapotranspiração
Balanço hídrico
Weather forecast
Evapotranspiration
Water balance
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
title_short Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
title_full Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
title_fullStr Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
title_full_unstemmed Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
title_sort Estimativa da evapotranspiração a partir de dados diários de previsão meteorológica
author Oliveira, Zanandra Boff de
author_facet Oliveira, Zanandra Boff de
author_role author
dc.contributor.advisor1.fl_str_mv Carlesso, Reimar
dc.contributor.advisor1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4787243P5
dc.contributor.referee1.fl_str_mv Heldwein, Arno Bernardo
dc.contributor.referee1Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4788078U3
dc.contributor.referee2.fl_str_mv Petry, Mirta Teresinha
dc.contributor.referee2Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4795104P8
dc.contributor.referee3.fl_str_mv Martins, Juliano Dalcin
dc.contributor.referee3Lattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4742426Y8
dc.contributor.referee4.fl_str_mv Wolschick, Dolores
dc.contributor.referee4Lattes.fl_str_mv http://lattes.cnpq.br/6258612196477091
dc.contributor.authorLattes.fl_str_mv http://buscatextual.cnpq.br/buscatextual/visualizacv.do?id=K4143110Y6
dc.contributor.author.fl_str_mv Oliveira, Zanandra Boff de
contributor_str_mv Carlesso, Reimar
Heldwein, Arno Bernardo
Petry, Mirta Teresinha
Martins, Juliano Dalcin
Wolschick, Dolores
dc.subject.por.fl_str_mv Previsão meteorológica
Evapotranspiração
Balanço hídrico
topic Previsão meteorológica
Evapotranspiração
Balanço hídrico
Weather forecast
Evapotranspiration
Water balance
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
dc.subject.eng.fl_str_mv Weather forecast
Evapotranspiration
Water balance
dc.subject.cnpq.fl_str_mv CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
description The real time determination and future of evapotranspiration (ET) can contribute to more efficient management of irrigation. The objective of this study was: (i) to evaluate the accuracy of the estimate of the reference evapotranspiration (ETo) calculated on daily data of the weather forecast for seven future days (EToest), to different locations, growing seasons and periods with and without and rain; (Ii) evaluate the impact of using the EToest in the water balance of a soil cultivated with corn. The estimate ETo was performed to Santa Maria - RS and Crystalline and Morrinhos - GO. The collection of weather forecast data was carried out between June 26, 2011 to March 31 2014 was collected-daily (6:00 AM), the site: http://www.tempoagora.com.br/, the forecast data maximum temperature (Tmax) and minimum (Tmin) air, maximum relative humidity (RHmax) and minimum (RHmin) and wind speed (U2) for the next seven days. The EToest calculation was carried out by FAO-Penman-Monteith (FAO PM) and Hargreaves methods. The ETo observed day (EToday) was calculated by the FAO- PM method with data measured by automatic weather station of the National Institute of Meteorology (INMET). The values of EToest (est+1 the est+7) were compared with the values observed daily (ETodia). The accuracy of the estimated EToest was evaluated using statistical indicators (coefficient of determination - R2, slope - b, mean square error of the square root -RMSE and average error - ME). For the analysis of the water balance of a soil cultivated with corn, a field experiment was accomplished in the year 2011/12, in an area of UFSM. The experimental design was a completely randomized factorial design with four replications. The factor "A" consisted of two methods of calculation to estimate crop evapotranspiration (ETc): (i) using crop coefficient (Kc) and simple; (Ii) using dual Kc. The "D" factor consisted of four irrigation strategies: (i) 100% replacement of ETc; (ii) 75% replacement of ETc; (iii) 50% of ETc and replacement; (iv) 25% of replacement etc. The volumetric water content and available soil were simulated is compared with the measured (100% tartamento simple Kc). The results are an overestimation of EToest (>0,04 and <0,72 mm day-1) for the three sites, attributed to overestimation of Tmax by the weather forecast, a variable that showed high association with EToest (R2 0,60). This overestimation of EToest is reduced as the estimation approximates the observed daily. The differences between the ETodia and EToest, has small inlfuência the results of the soil water balance (RMSE less than 10 mm for the available water). Thus, EToest can be an alternative for determining the need for crop irrigation in future time, contributing to the management of irrigated activity and for the most efficient use of natural resources and other agricultural.
publishDate 2015
dc.date.issued.fl_str_mv 2015-03-17
dc.date.accessioned.fl_str_mv 2016-03-18
dc.date.available.fl_str_mv 2016-03-18
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dc.identifier.citation.fl_str_mv OLIVEIRA, Zanandra Boff de. ESTIMATED EVAPOTRANSPIRATION FORECAST OF DAILY DATA FROM WEATHER. 2015. 95 f. Tese (Doutorado em Engenharia Agrícola) - Universidade Federal de Santa Maria, Santa Maria, 2015.
dc.identifier.uri.fl_str_mv http://repositorio.ufsm.br/handle/1/3631
identifier_str_mv OLIVEIRA, Zanandra Boff de. ESTIMATED EVAPOTRANSPIRATION FORECAST OF DAILY DATA FROM WEATHER. 2015. 95 f. Tese (Doutorado em Engenharia Agrícola) - Universidade Federal de Santa Maria, Santa Maria, 2015.
url http://repositorio.ufsm.br/handle/1/3631
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