Automatic differentiation strategy for the local sensitivity analysis of a one-dimensional hydraulic model

被引:1
作者
Souhar, O. [1 ]
Faure, J. -B. [1 ]
机构
[1] Cemagref Lyon, Hydrol Hydraul Res Unit, Quai Chauveau CP 220, Bis 3, F-69336 Lyon, France
关键词
automatic differentiation; divided differences; hydraulic models; sensitivity analysis;
D O I
10.1002/fld.2263
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, automatic differentiation (AD) techniques are introduced and applied in the local sensitivity analysis of the state function handled by the one-dimensional hydraulic model, Mage. We have proposed the different steps to easily compute automatic derivatives of a given numerical model. More specifically, Tapenade software, in the tangent linear mode (TLM), has been used to calculate derivatives of the model outputs (discharge and water level) with respect to the bottom friction expressed in terms of Strickler relation. We have shown the independent contribution of the main stream and floodplain Strickler coefficients on discharges and water levels. Furthermore, numerical comparison has shown that derivatives computed using the AD tool are more accurate than those using the forward divided differences scheme. Copyright (C) 2010 John Wiley & Sons, Ltd.
引用
收藏
页码:253 / 268
页数:16
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