Please use this identifier to cite or link to this item:
http://www.alice.cnptia.embrapa.br/alice/handle/doc/1048254
Title: | Spatio-temporal modeling of data imputation for daily rainfall series in homogeneous zones. |
Authors: | CARVALHO, J. R. P. de![]() ![]() NAKAI, A. M. ![]() ![]() MONTEIRO, J. E. B. A. ![]() ![]() |
Affiliation: | JOSÉ RUY PORTO DE CARVALHO, CNPTIA; ALAN MASSARU NAKAI, CNPTIA; JOSE EDUARDO B DE ALMEIDA MONTEIRO, CNPTIA. |
Date Issued: | 2016 |
Citation: | Revista Brasileira de Meteorologia, São Paulo, v. 31, n. 2, p. 196-201, Apr./June 2016. |
Description: | Spatio-temporal modelling is an area of increasing importance in which models and methods have often been developed to deal with specific applications. In this study, a spatio-temporal model was used to estimate daily rainfall data. Rainfall records from several weather stations, obtained from the Agritempo system for two climatic homogeneous zones, were used. Rainfall values obtained for two fixed dates (January 1 and May 1, 2012) using the spatio-temporal model were compared with the geostatisticals techniques of ordinary kriging and ordinary cokriging with altitude as auxiliary variable. The spatio-temporal model was more than 17% better at producing estimates of daily precipitation compared to kriging and cokriging in the first zone and more than 18% in the second zone. The spatio-temporal model proved to be a versatile technique, adapting to different seasons and dates. |
NAL Thesaurus: | Models Meteorological data Kriging |
Keywords: | Modelos espaço-temporal Dados de precipitação Krigagem ordinária Cokrigagem ordinária Zonas homogêneas Sistema Agritempo Spatio-temporal model Rainfall data Ordinary kriging Ordinary cokriging Homogeneous zones |
DOI: | http://dx.doi.org/10.1590/0102-778631220150025 |
Type of Material: | Artigo de periódico |
Access: | openAccess |
Appears in Collections: | Artigo em periódico indexado (CNPTIA)![]() ![]() |
Files in This Item:
File | Description | Size | Format | |
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APSpatiotemporalCarvalho.pdf | 552.12 kB | Adobe PDF | ![]() View/Open |