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research article

Hydrological model performance and parameter estimation in the wavelet-domain

Schaefli, Bettina  
•
Zehe, E.
2009
Hydrology And Earth System Sciences

This paper proposes a method for rainfall-runoff model calibration and performance analysis in the wavelet-domain by fitting the estimated wavelet-power spectrum (a representation of the time-varying frequency content of a time series) of a simulated discharge series to the one of the corresponding observed time series. As discussed in this paper, calibrating hydrological models so as to reproduce the time-varying frequency content of the observed signal can lead to different results than parameter estimation in the time-domain. Therefore, wavelet-domain parameter estimation has the potential to give new insights into model performance and to reveal model structural deficiencies. We apply the proposed method to synthetic case studies and a real-world discharge modeling case study and discuss how model diagnosis can benefit from an analysis in the wavelet-domain. The results show that for the real-world case study of precipitation - runoff modeling for a high alpine catchment, the calibrated discharge simulation captures the dynamics of the observed time series better than the results obtained through calibration in the time-domain. In addition, the wavelet-domain performance assessment of this case study highlights the frequencies that are not well reproduced by the model, which gives specific indications about how to improve the model structure.

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Type
research article
DOI
10.5194/hess-13-1921-2009
Author(s)
Schaefli, Bettina  
Zehe, E.
Date Issued

2009

Publisher

European Geosciences Union

Published in
Hydrology And Earth System Sciences
Volume

13

Start page

1921

End page

1936

Subjects

Time-Series

•

Uncertainty

•

Catchments

•

Likelihood

•

Events

•

Trends

•

model calibration

•

uncertainty estimation

•

hydrological modeling

•

rainfall-runoff modeling

Editorial or Peer reviewed

REVIEWED

Written at

OTHER

EPFL units
ECHO  
Available on Infoscience
January 21, 2011
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/63224
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