Gradient-based estimation of Manning's friction coefficient from noisy data

We study the numerical recovery of Manning's roughness coefficient for the diffusive wave approximation of the shallow water equation. We describe a conjugate gradient method for the numerical inversion. Numerical results for one-dimensional models are presented to illustrate the feasibility of the approach. Also we provide a proof of the differentiability of the weak form with respect to the coefficient as well as the continuity and boundedness of the linearized operator under reasonable assumptions using the maximal parabolic regularity theory.

[1]  Fred J. Molz,et al.  A 2-D, diffusion-based, wetland flow model , 1997 .

[2]  Bangti Jin,et al.  Numerical estimation of the Robin coefficient in a stationary diffusion equation , 2010 .

[3]  Victor M. Calo,et al.  Di_usive Wave Approximation to the Shallow Water Equations: Computational Approach , 2011, ICCS.

[4]  Kazufumi Ito,et al.  A Regularization Parameter for Nonsmooth Tikhonov Regularization , 2011, SIAM J. Sci. Comput..

[5]  Ben Chie Yen,et al.  Channel Flow Resistance: Centennial of Manning's Formula , 1992 .

[6]  Yan Ding,et al.  Identification of Manning's roughness coefficients in channel network using adjoint analysis , 2005 .

[7]  A. N. Tikhonov,et al.  Solutions of ill-posed problems , 1977 .

[8]  G. L. Guymon,et al.  A two-dimensional dam-break flood plain model , 1985 .

[9]  O. Alifanov Inverse heat transfer problems , 1994 .

[10]  G. Hulbert,et al.  A generalized-α method for integrating the filtered Navier–Stokes equations with a stabilized finite element method , 2000 .

[11]  Konrad Gröger W 1,p -estimates of solutions to evolution equations corresponding to nonsmooth second order elliptic differential operators , 1992 .

[12]  Bangti Jin,et al.  Iterative parameter choice by discrepancy principle , 2012 .

[13]  Th. Xanthopoulos,et al.  NUMERICAL SIMULATION OF A TWO DIMENSIONAL FLOOD WAVE PROPAGATION DUE TO DAM FAILURE , 1976 .

[14]  M. Santillana,et al.  On the diffusive wave approximation of the shallow water equations† , 2008, European Journal of Applied Mathematics.

[15]  M. Santillana,et al.  A numerical approach to study the properties of solutions of the diffusive wave approximation of the shallow water equations , 2010 .

[16]  V. R. Schneider,et al.  GUIDE FOR SELECTING MANNING'S ROUGHNESS COEFFICIENTS FOR NATURAL CHANNELS AND FLOOD PLAINS , 1989 .

[17]  T. Sturm,et al.  Open Channel Hydraulics , 2001 .

[18]  Yafei Jia,et al.  Identification of Manning's Roughness Coefficients in Shallow Water Flows , 2004 .

[19]  W. Hager,et al.  A SURVEY OF NONLINEAR CONJUGATE GRADIENT METHODS , 2005 .