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Calibration of conceptual hydrological models revisited: 1. Overcoming numerical artefacts

Citation

Kavetski, D and Kuczera, G and Franks, SW, Calibration of conceptual hydrological models revisited: 1. Overcoming numerical artefacts, Journal of Hydrology, 320, (1-2) pp. 173-186. ISSN 0022-1694 (2006) [Refereed Article]

Copyright Statement

Copyright 2005 Elsevier Ltd.

DOI: doi:10.1016/j.jhydrol.2005.07.012

Abstract

Conceptual hydrological modelling has traditionally been plagued by calibration difficulties due to the roughness and complex shape of objective functions. These problems led to the abandonment of powerful classical analysis methods (Newton-type optimisation, derivative-based uncertainty analysis) and have motivated extensive research into nonsmooth optimisation and even new parameter estimation philosophies (e.g. GLUE). This paper shows that some of these complexities are not inherent features of hydrological models, but are numerical artefacts due to model thresholds and poorly selected time stepping schemes. We present a numerically robust methodology for implementing conceptual models, including rainfall-runoff and snow models, that ensures micro-scale smoothness of objective functions and guarantees macro-scale model stability. The methodology employs robust and unconditionally stable time integration of the models, complemented by careful threshold smoothing. A case study demonstrates the benefits of these techniques.

Item Details

Item Type:Refereed Article
Keywords:hydrology rainfall runoff modelling flood calibration uncertainty
Research Division:Engineering
Research Group:Environmental Engineering
Research Field:Environmental Technologies
Objective Division:Environment
Objective Group:Land and Water Management
Objective Field:Land and Water Management of environments not elsewhere classified
Author:Franks, SW (Professor Stewart Franks)
ID Code:93390
Year Published:2006
Web of Science® Times Cited:73
Deposited By:Office of the School of Engineering
Deposited On:2014-07-31
Last Modified:2014-08-04
Downloads:0

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