Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration

Detalhes bibliográficos
Autor(a) principal: Silva, Claudio Ricardo da
Data de Publicação: 2020
Outros Autores: Lucas Andrade Barbosa, Finzi, Rafael Resende, Riberio, Bruno Teixeira, Dias, Nildo da Silva
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Bioscience journal (Online)
Texto Completo: https://seer.ufu.br/index.php/biosciencejournal/article/view/42188
Resumo: The objective of this study was to verify the quality of the short-term forecasts made by some web sites, as well as the potential of its use in estimating reference evapotranspiration (ETo). For the period 2012-2013, every 4-days, the maximum (Tmax) and minimum (Tmin) air temperature forecasts for horizons of 24, 48, 72 and 96 hours provided by public sites for Uberlandia-MG were collected and used for calculating the reference evapotranspiration (ETo) by the Hargreaves-Samani (HS) calibrated equation. The sites www.accuweather.com (WEATHER); www.cemig.com.br (CEMIG); jornaldotempo.uol.com.br; (JORNAL) and www.climatempo.com.br (CLIMA) were evaluated. For the same period, the meteorological data were taken at the National Institute of Meteorology (www.inmet.gov.br). The performance of the Tmax and Tmin forecasts as well as the ETo estimates were made by regression analysis, the mean bias error (MBE), root mean square error (RMSE) and t-test. For all sites, there was a better performance in the prediction of Tmin when compared to Tmax, especially by a reduction in errors (MBE and RMSE) and an increase in coefficients b and R2. For ETo, the site CLIMA had lowest MBE and RMSE (0.9 mm d-1) following by the WEATHER and JORNAL. On the other hand, the site CEMIG presented higher values for MBE (-1.3 mm d-1) and RMSE (1.6 mm d-1). There was no worsening with an increase of the forecast horizon in these indices, except for R² values. The site CLIMA was the only one that did not differ significantly from the ETo values observed.  The results of diagnostic verification procedures indicate the potential use of air temperature forecasts in irrigation management.
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spelling Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspirationAcurácia das previsões da temperatura do ar e uso na estimativa da evapotranspiração de referênciaEToHargreavesirrigation managementweather forecastAgricultural SciencesThe objective of this study was to verify the quality of the short-term forecasts made by some web sites, as well as the potential of its use in estimating reference evapotranspiration (ETo). For the period 2012-2013, every 4-days, the maximum (Tmax) and minimum (Tmin) air temperature forecasts for horizons of 24, 48, 72 and 96 hours provided by public sites for Uberlandia-MG were collected and used for calculating the reference evapotranspiration (ETo) by the Hargreaves-Samani (HS) calibrated equation. The sites www.accuweather.com (WEATHER); www.cemig.com.br (CEMIG); jornaldotempo.uol.com.br; (JORNAL) and www.climatempo.com.br (CLIMA) were evaluated. For the same period, the meteorological data were taken at the National Institute of Meteorology (www.inmet.gov.br). The performance of the Tmax and Tmin forecasts as well as the ETo estimates were made by regression analysis, the mean bias error (MBE), root mean square error (RMSE) and t-test. For all sites, there was a better performance in the prediction of Tmin when compared to Tmax, especially by a reduction in errors (MBE and RMSE) and an increase in coefficients b and R2. For ETo, the site CLIMA had lowest MBE and RMSE (0.9 mm d-1) following by the WEATHER and JORNAL. On the other hand, the site CEMIG presented higher values for MBE (-1.3 mm d-1) and RMSE (1.6 mm d-1). There was no worsening with an increase of the forecast horizon in these indices, except for R² values. The site CLIMA was the only one that did not differ significantly from the ETo values observed.  The results of diagnostic verification procedures indicate the potential use of air temperature forecasts in irrigation management.O objetivo deste trabalho foi verificar a qualidade das previsões de curto prazo feitas por alguns endereços eletrônicos da internet, bem como a potencialidade de seu uso na estimativa da evapotranspiração de referência (ETo). No período de 2012 a 2013, a cada quatro dias, foram coletadas as previsões de 24,48,72 e 96 de horizonte, da temperatura máxima (Tmax) e mínima (Tmin) do ar de quatro endereços eletrônicos para a cidade de Uberlândia, MG.  Os dados previstos de temperatura, foram utilizados na equação calibrada do modelo de Hargreaves-Samani (HS) para a obtenção da estimativa da ETo. Os endereços avaliados foram: www.accuweather.com (WEATHER); www.cemig.com.br (CEMIG); jornaldotempo.uol.com.br; (JORNAL) e www.climatempo.com.br (CLIMA). No mesmo período, dados meteorológicos da cidade foram obtidos junto ao Instituto Nacional de Meteorologia (www.inmet.gov.br). A performance das previsões da temperatura e estimativas de ETo foram feitas por meio da análise de regressão, erro médio (EM), raiz quadrada do quadrado médio do erro (RQME) e pelo teste-t. Para todos os endereços, houve uma melhor performance na previsão da Tmin em relação a Tmax, especialmente pela redução dos erros (ME e RQME) e aumento nos coeficientes b e R2. Para ETo, o endereço CLIMA obteve os menores valores de EM e RQME (0,9 mm d-1) seguido do endereço WEATHER e JORNAL. Por outro lado, o endereço CEMIG apresentou os maiores valores para EM (-1,3 mm d-1) e RQME (1,6 mm d-1). Não houve piora na estimativa com aumento do horizonte de previsão nesses índices, exceto para R2. O endereço CLIMA foi o único que não diferiu significativamente dos valores de ETo observados. Os resultados de verificação indicam potencial uso das previsões para o manejo da irrigação.EDUFU2020-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://seer.ufu.br/index.php/biosciencejournal/article/view/4218810.14393/BJ-v36n1a2020-42188Bioscience Journal ; Vol. 36 No. 1 (2020): Jan./Feb.; 17-22Bioscience Journal ; v. 36 n. 1 (2020): Jan./Feb.; 17-221981-3163reponame:Bioscience journal (Online)instname:Universidade Federal de Uberlândia (UFU)instacron:UFUenghttps://seer.ufu.br/index.php/biosciencejournal/article/view/42188/27504Brazil; Contemporary Copyright (c) 2020 Claudio Ricardo da Silva, Lucas Andrade Barbosa, Rafael Resende Finzi, Bruno Teixeira Riberio, Nildo da Silva Diashttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessSilva, Claudio Ricardo daLucas Andrade BarbosaFinzi, Rafael ResendeRiberio, Bruno TeixeiraDias, Nildo da Silva 2022-01-14T19:55:19Zoai:ojs.www.seer.ufu.br:article/42188Revistahttps://seer.ufu.br/index.php/biosciencejournalPUBhttps://seer.ufu.br/index.php/biosciencejournal/oaibiosciencej@ufu.br||1981-31631516-3725opendoar:2022-01-14T19:55:19Bioscience journal (Online) - Universidade Federal de Uberlândia (UFU)false
dc.title.none.fl_str_mv Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
Acurácia das previsões da temperatura do ar e uso na estimativa da evapotranspiração de referência
title Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
spellingShingle Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
Silva, Claudio Ricardo da
ETo
Hargreaves
irrigation management
weather forecast
Agricultural Sciences
title_short Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
title_full Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
title_fullStr Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
title_full_unstemmed Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
title_sort Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
author Silva, Claudio Ricardo da
author_facet Silva, Claudio Ricardo da
Lucas Andrade Barbosa
Finzi, Rafael Resende
Riberio, Bruno Teixeira
Dias, Nildo da Silva
author_role author
author2 Lucas Andrade Barbosa
Finzi, Rafael Resende
Riberio, Bruno Teixeira
Dias, Nildo da Silva
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Silva, Claudio Ricardo da
Lucas Andrade Barbosa
Finzi, Rafael Resende
Riberio, Bruno Teixeira
Dias, Nildo da Silva
dc.subject.por.fl_str_mv ETo
Hargreaves
irrigation management
weather forecast
Agricultural Sciences
topic ETo
Hargreaves
irrigation management
weather forecast
Agricultural Sciences
description The objective of this study was to verify the quality of the short-term forecasts made by some web sites, as well as the potential of its use in estimating reference evapotranspiration (ETo). For the period 2012-2013, every 4-days, the maximum (Tmax) and minimum (Tmin) air temperature forecasts for horizons of 24, 48, 72 and 96 hours provided by public sites for Uberlandia-MG were collected and used for calculating the reference evapotranspiration (ETo) by the Hargreaves-Samani (HS) calibrated equation. The sites www.accuweather.com (WEATHER); www.cemig.com.br (CEMIG); jornaldotempo.uol.com.br; (JORNAL) and www.climatempo.com.br (CLIMA) were evaluated. For the same period, the meteorological data were taken at the National Institute of Meteorology (www.inmet.gov.br). The performance of the Tmax and Tmin forecasts as well as the ETo estimates were made by regression analysis, the mean bias error (MBE), root mean square error (RMSE) and t-test. For all sites, there was a better performance in the prediction of Tmin when compared to Tmax, especially by a reduction in errors (MBE and RMSE) and an increase in coefficients b and R2. For ETo, the site CLIMA had lowest MBE and RMSE (0.9 mm d-1) following by the WEATHER and JORNAL. On the other hand, the site CEMIG presented higher values for MBE (-1.3 mm d-1) and RMSE (1.6 mm d-1). There was no worsening with an increase of the forecast horizon in these indices, except for R² values. The site CLIMA was the only one that did not differ significantly from the ETo values observed.  The results of diagnostic verification procedures indicate the potential use of air temperature forecasts in irrigation management.
publishDate 2020
dc.date.none.fl_str_mv 2020-01-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://seer.ufu.br/index.php/biosciencejournal/article/view/42188
10.14393/BJ-v36n1a2020-42188
url https://seer.ufu.br/index.php/biosciencejournal/article/view/42188
identifier_str_mv 10.14393/BJ-v36n1a2020-42188
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://seer.ufu.br/index.php/biosciencejournal/article/view/42188/27504
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.coverage.none.fl_str_mv Brazil; Contemporary
dc.publisher.none.fl_str_mv EDUFU
publisher.none.fl_str_mv EDUFU
dc.source.none.fl_str_mv Bioscience Journal ; Vol. 36 No. 1 (2020): Jan./Feb.; 17-22
Bioscience Journal ; v. 36 n. 1 (2020): Jan./Feb.; 17-22
1981-3163
reponame:Bioscience journal (Online)
instname:Universidade Federal de Uberlândia (UFU)
instacron:UFU
instname_str Universidade Federal de Uberlândia (UFU)
instacron_str UFU
institution UFU
reponame_str Bioscience journal (Online)
collection Bioscience journal (Online)
repository.name.fl_str_mv Bioscience journal (Online) - Universidade Federal de Uberlândia (UFU)
repository.mail.fl_str_mv biosciencej@ufu.br||
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