Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/20998
Título: | Predicting seasonal and hydro-meteorological impact in environmental variables modelling via Kalman filtering |
Autor(es): | Gonçalves, A. Manuela Costa, Marco |
Palavras-chave: | Hydrological basin Water quality State-space modelling Kalman filter Distribution-free estimation |
Data: | 2013 |
Editora: | Springer |
Revista: | Stochastic Environmental Research and Risk Assessment (SERRA) |
Resumo(s): | This study focuses on the potential improvement of environmental variables modelling by using linear state-space models, as an improvement of the linear regression model, and by incorporating a constructed hydro-meteorological covariate. The Kalman filter predictors allow to obtain accurate predictions of calibration factors for both seasonal and hydro-meteorological components. This methodology can be used to analyze the water quality behaviour by minimizing the effect of the hydrological conditions. This idea is illustrated based on a rather extended data set relative to the River Ave basin (Portugal) that consists mainly of monthly measurements of dissolved oxygen concentration in a network of water quality monitoring sites. The hydro-meteorological factor is constructed for each monitoring site based on monthly precipitation estimates obtained by means of a rain gauge network associated with stochastic interpolation (kriging). A linear state-space model is fitted for each homogeneous group (obtained by clustering techniques) of water monitoring sites. The adjustment of linear state-space models is performed by using distribution-free estimators developed in a separate section. |
Tipo: | Artigo |
URI: | https://hdl.handle.net/1822/20998 |
DOI: | 10.1007/s00477-012-0640-7 |
ISSN: | 1436-3240 |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
Aparece nas coleções: | CMAT - Artigos em revistas com arbitragem / Papers in peer review journals |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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GoncalvesCosta2012_04_10.pdf Acesso restrito! | Artigo SERRA | 1,1 MB | Adobe PDF | Ver/Abrir |