tIPLogRatioFunctional.hh - pism - [fork] customized build of PISM, the parallel ice sheet model (tillflux branch)
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tIPLogRatioFunctional.hh (2487B)
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1 // Copyright (C) 2013, 2014, 2015 David Maxwell and Constantine Khroulev
2 //
3 // This file is part of PISM.
4 //
5 // PISM is free software; you can redistribute it and/or modify it under the
6 // terms of the GNU General Public License as published by the Free Software
7 // Foundation; either version 3 of the License, or (at your option) any later
8 // version.
9 //
10 // PISM is distributed in the hope that it will be useful, but WITHOUT ANY
11 // WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS
12 // FOR A PARTICULAR PURPOSE. See the GNU General Public License for more
13 // details.
14 //
15 // You should have received a copy of the GNU General Public License
16 // along with PISM; if not, write to the Free Software
17 // Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
18
19 #ifndef IPLOGRATIOFUNCTIONAL_HH_HSEWI0Q8
20 #define IPLOGRATIOFUNCTIONAL_HH_HSEWI0Q8
21
22 #include "IPFunctional.hh"
23
24 namespace pism {
25 namespace inverse {
26
27 //! Implements a functional for log-ratio errors.
28 /*! This type of functional appears in [\ref Morlighemetal2010].
29 Specifically, given a reference function \f$u_{obs}=[U_i]\f$, and an
30 IceModelVec2V \f$x=[X_i]\f$,
31 \f[
32 J(x) = c_N \sum_i W_i\left[\log\left(\frac{|X_i+U_i|^2+\epsilon^2}{|U_{i}|^2+\epsilon^2}\right)\right]^2
33 \f]
34 where \f$\epsilon\f$ is a regularizing constant and \f$[W_i]\f$ is a vector of weights.
35 The term \f$X_i+U_i\f$ appears because the argument is expected to already be in the form
36 \f$V_i-U_i\f$, where \f$v=[V_i]\f$ is some approximation of \f$[U_i]\f$ and hence the
37 integrand has the form \f$\log(|V_i|/|U_i|)\f$.
38
39 The normalization constant \f$c_N\f$ is determined implicitly by normalize().
40 */
41 class IPLogRatioFunctional : public IPFunctional<IceModelVec2V> {
42 public:
43 IPLogRatioFunctional(IceGrid::ConstPtr grid, IceModelVec2V &u_observed, double eps,
44 IceModelVec2S *weights=NULL) :
45 IPFunctional<IceModelVec2V>(grid), m_u_observed(u_observed), m_weights(weights),
46 m_normalization(1.), m_eps(eps) {};
47 virtual ~IPLogRatioFunctional() {};
48
49 virtual void normalize(double scale);
50
51 virtual void valueAt(IceModelVec2V &x, double *OUTPUT);
52 virtual void gradientAt(IceModelVec2V &x, IceModelVec2V &gradient);
53
54 protected:
55 IceModelVec2V &m_u_observed;
56 IceModelVec2S *m_weights;
57 double m_normalization;
58 double m_eps;
59
60 };
61
62 } // end of namespace inverse
63 } // end of namespace pism
64
65 #endif /* end of include guard: IPLOGRATIOFUNCTIONAL_HH_HSEWI0Q8 */