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1 /*
2 [begin_description]
3 Modification of the implicit Euler method, works with the MTL4 matrix library only.
4 [end_description]
5
6 Copyright 2012-2013 Andreas Angelopoulos
7 Copyright 2012-2013 Karsten Ahnert
8 Copyright 2012-2013 Mario Mulansky
9
10 Distributed under the Boost Software License, Version 1.0.
11 (See accompanying file LICENSE_1_0.txt or
12 copy at http://www.boost.org/LICENSE_1_0.txt)
13 */
14
15
16 #ifndef BOOST_NUMERIC_ODEINT_EXTERNAL_IMPLICIT_EULER_MTL4_HPP_INCLUDED
17 #define BOOST_NUMERIC_ODEINT_EXTERNAL_IMPLICIT_EULER_MTL4_HPP_INCLUDED
18
19
20 #include <utility>
21
22 #include <boost/numeric/odeint/util/bind.hpp>
23 #include <boost/numeric/odeint/util/unwrap_reference.hpp>
24 #include <boost/numeric/odeint/stepper/stepper_categories.hpp>
25
26 #include <boost/numeric/odeint/external/mtl4/mtl4_resize.hpp>
27
28 #include <boost/numeric/mtl/mtl.hpp>
29 #include <boost/numeric/itl/itl.hpp>
30
31
32
33
34 namespace boost {
35 namespace numeric {
36 namespace odeint {
37
38
39 template< class ValueType , class Resizer = initially_resizer >
40 class implicit_euler_mtl4
41 {
42
43 public:
44
45 typedef ValueType value_type;
46 typedef value_type time_type;
47 typedef mtl::dense_vector<value_type> state_type;
48
49 typedef state_wrapper< state_type > wrapped_state_type;
50 typedef state_type deriv_type;
51 typedef state_wrapper< deriv_type > wrapped_deriv_type;
52 typedef mtl::compressed2D< value_type > matrix_type;
53 typedef state_wrapper< matrix_type > wrapped_matrix_type;
54
55 typedef Resizer resizer_type;
56 typedef stepper_tag stepper_category;
57
58 typedef implicit_euler_mtl4< ValueType , Resizer > stepper_type;
59
60
61 implicit_euler_mtl4( const value_type epsilon = 1E-6 )
62 : m_epsilon( epsilon ) , m_resizer() ,
63 m_dxdt() , m_x() ,
64 m_identity() , m_jacobi()
65 { }
66
67
68 template< class System >
69 void do_step( System system , state_type &x , time_type t , time_type dt )
70 {
71 typedef typename odeint::unwrap_reference< System >::type system_type;
72 typedef typename odeint::unwrap_reference< typename system_type::first_type >::type deriv_func_type;
73 typedef typename odeint::unwrap_reference< typename system_type::second_type >::type jacobi_func_type;
74 system_type &sys = system;
75 deriv_func_type &deriv_func = sys.first;
76 jacobi_func_type &jacobi_func = sys.second;
77
78 m_resizer.adjust_size( x , detail::bind(
79 &stepper_type::template resize_impl< state_type > , detail::ref( *this ) , detail::_1 ) );
80
81 m_identity.m_v = 1;
82
83 t += dt;
84 m_x.m_v = x;
85
86 deriv_func( x , m_dxdt.m_v , t );
87 jacobi_func( x , m_jacobi.m_v , t );
88
89
90 m_dxdt.m_v *= -dt;
91
92 m_jacobi.m_v *= dt;
93 m_jacobi.m_v -= m_identity.m_v ;
94
95
96
97 // using ilu_0 preconditioning -incomplete LU factorisation
98 // itl::pc::diagonal<matrix_type,double> L(m_jacobi.m_v);
99 itl::pc::ilu_0<matrix_type> L( m_jacobi.m_v );
100
101 solve( m_jacobi.m_v , m_x.m_v , m_dxdt.m_v , L );
102 x+= m_x.m_v;
103
104
105 }
106
107
108 template< class StateType >
109 void adjust_size( const StateType &x )
110 {
111 resize_impl( x );
112 }
113
114
115 private:
116
117
118 /*
119 Applying approximate iterative linear solvers
120 default solver is Biconjugate gradient stabilized method
121 itl::bicgstab(A, x, b, L, iter);
122 */
123 template < class LinearOperator, class HilbertSpaceX, class HilbertSpaceB, class Preconditioner>
124 void solve(const LinearOperator& A, HilbertSpaceX& x, const HilbertSpaceB& b,
125 const Preconditioner& L, int max_iteractions =500)
126 {
127 // Termination criterion: r < 1e-6 * b or N iterations
128 itl::basic_iteration< double > iter( b , max_iteractions , 1e-6 );
129 itl::bicgstab( A , x , b , L , iter );
130
131 }
132
133
134 template< class StateIn >
135 bool resize_impl( const StateIn &x )
136 {
137 bool resized = false;
138 resized |= adjust_size_by_resizeability( m_dxdt , x , typename is_resizeable<deriv_type>::type() );
139 resized |= adjust_size_by_resizeability( m_x , x , typename is_resizeable<state_type>::type() );
140 resized |= adjust_size_by_resizeability( m_identity , x , typename is_resizeable<matrix_type>::type() );
141 resized |= adjust_size_by_resizeability( m_jacobi , x , typename is_resizeable<matrix_type>::type() );
142 return resized;
143 }
144
145
146 private:
147
148 value_type m_epsilon;
149 resizer_type m_resizer;
150 wrapped_deriv_type m_dxdt;
151 wrapped_state_type m_x;
152 wrapped_matrix_type m_identity;
153 wrapped_matrix_type m_jacobi;
154 };
155
156
157 } // odeint
158 } // numeric
159 } // boost
160
161
162 #endif // BOOST_NUMERIC_ODEINT_EXTERNAL_IMPLICIT_EULER_MTL4_HPP_INCLUDED