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: Barbosa, Lucas Andrade, Finzi, Rafael Resende, Ribeiro, Bruno Teixeira, Dias, Nildo da Silva
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFLA
Texto Completo: http://repositorio.ufla.br/jspui/handle/1/42456
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 evapotranspirationEvapotranspiration (ETo)HargreavesIrrigation managementWeather forecastThe 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.Universidade Federal de Uberlândia2020-08-17T19:18:08Z2020-08-17T19:18:08Z2020info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfSILVA, C. R. da et al. Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration. Bioscience Journal, Uberlândia, v. 36, n. 1, p. 17-22, Jan./Feb. 2020.http://repositorio.ufla.br/jspui/handle/1/42456Bioscience Journalreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLAAttribution 4.0 Internationalhttp://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessSilva, Claudio Ricardo daBarbosa, Lucas AndradeFinzi, Rafael ResendeRibeiro, Bruno TeixeiraDias, Nildo da Silvaeng2020-08-17T19:18:09Zoai:localhost:1/42456Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2020-08-17T19:18:09Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false
dc.title.none.fl_str_mv Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration
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
Evapotranspiration (ETo)
Hargreaves
Irrigation management
Weather forecast
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
Barbosa, Lucas Andrade
Finzi, Rafael Resende
Ribeiro, Bruno Teixeira
Dias, Nildo da Silva
author_role author
author2 Barbosa, Lucas Andrade
Finzi, Rafael Resende
Ribeiro, Bruno Teixeira
Dias, Nildo da Silva
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Silva, Claudio Ricardo da
Barbosa, Lucas Andrade
Finzi, Rafael Resende
Ribeiro, Bruno Teixeira
Dias, Nildo da Silva
dc.subject.por.fl_str_mv Evapotranspiration (ETo)
Hargreaves
Irrigation management
Weather forecast
topic Evapotranspiration (ETo)
Hargreaves
Irrigation management
Weather forecast
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 2020-08-17T19:18:08Z
2020-08-17T19:18:08Z
2020
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 SILVA, C. R. da et al. Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration. Bioscience Journal, Uberlândia, v. 36, n. 1, p. 17-22, Jan./Feb. 2020.
http://repositorio.ufla.br/jspui/handle/1/42456
identifier_str_mv SILVA, C. R. da et al. Accuracy of air temperature forecasts and its use for prediction of the reference evapotranspiration. Bioscience Journal, Uberlândia, v. 36, n. 1, p. 17-22, Jan./Feb. 2020.
url http://repositorio.ufla.br/jspui/handle/1/42456
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Uberlândia
publisher.none.fl_str_mv Universidade Federal de Uberlândia
dc.source.none.fl_str_mv Bioscience Journal
reponame:Repositório Institucional da UFLA
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str Repositório Institucional da UFLA
collection Repositório Institucional da UFLA
repository.name.fl_str_mv Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv nivaldo@ufla.br || repositorio.biblioteca@ufla.br
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