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Automatic sensitivity analysis of a finite volume model for two-dimensional shallow water flows
Authors:O. Souhar  J.-B. Faure  A. Paquier
Affiliation:(1) Hydrology-Hydraulic research unit, Cemagref de Lyon, 3 bis, quai Chauveau-CP 220, Lyon Cedex 09, 69336, France
Abstract:
Given a numerical model for solving two-dimensional shallow water equations, we are interested in the robustness of the simulation by identifying the rate of change of the water depths and discharges with respect to a change in the bottom friction coefficients. Such a sensitivity analysis can be carried out by computing the corresponding derivatives. Automatic differentiation (AD) is an efficient numerical method, free of approximation errors, to evaluate derivatives of the objective function specified by the computer program, Rubar20 for example. In this paper AD software tool Tapenade is used to compute forward derivatives. Numerical tests were done to show the robustness of the model and to demonstrate the efficiency of these AD-derivatives.
Keywords:Automatic differentiation  Hydraulic model  Sensitivity analysis  Uncertainty propagation  Steady flow
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