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: | 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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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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1815439275831853056 |