Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , , |
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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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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1797069079800971264 |