2 Copyright (C) 2008-2024 EDF R&D
4 This file is part of SALOME ADAO module.
6 This library is free software; you can redistribute it and/or
7 modify it under the terms of the GNU Lesser General Public
8 License as published by the Free Software Foundation; either
9 version 2.1 of the License, or (at your option) any later version.
11 This library is distributed in the hope that it will be useful,
12 but WITHOUT ANY WARRANTY; without even the implied warranty of
13 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
14 Lesser General Public License for more details.
16 You should have received a copy of the GNU Lesser General Public
17 License along with this library; if not, write to the Free Software
18 Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
20 See http://www.salome-platform.org/ or email : webmaster.salome@opencascade.com
22 Author: Jean-Philippe Argaud, jean-philippe.argaud@edf.fr, EDF R&D
24 .. index:: single: EnsembleBlue
25 .. _section_ref_algorithm_EnsembleBlue:
27 Calculation algorithm "*EnsembleBlue*"
28 --------------------------------------
30 .. ------------------------------------ ..
31 .. include:: snippets/Header2Algo01.rst
33 This algorithm realizes a BLUE (Best Linear Unbiased Estimator, which is here an
34 Aitken estimator) type estimation of the state of a system by an ensemble
35 method. To work, one must give a set of backgrounds, their number determining
36 the size of the ensemble for the estimation.
38 It is theoretically reserved for observation operator cases which are linear,
39 but has to work also in "slightly" non-linear cases. One can verify the
40 linearity of the observation operator with the help of the
41 :ref:`section_ref_algorithm_LinearityTest`.
43 .. ------------------------------------ ..
44 .. include:: snippets/Header2Algo12.rst
46 .. include:: snippets/FeaturePropLocalOptimization.rst
48 .. include:: snippets/FeaturePropDerivativeNeeded.rst
50 .. include:: snippets/FeaturePropParallelDerivativesOnly.rst
52 .. ------------------------------------ ..
53 .. include:: snippets/Header2Algo02.rst
55 .. include:: snippets/Background.rst
57 .. include:: snippets/BackgroundError.rst
59 .. include:: snippets/Observation.rst
61 .. include:: snippets/ObservationError.rst
63 .. include:: snippets/ObservationOperator.rst
65 .. ------------------------------------ ..
66 .. include:: snippets/Header2Algo03AdOp.rst
68 .. include:: snippets/SetSeed.rst
70 StoreSupplementaryCalculations
71 .. index:: single: StoreSupplementaryCalculations
73 *List of names*. This list indicates the names of the supplementary
74 variables, that can be available during or at the end of the algorithm, if
75 they are initially required by the user. Their availability involves,
76 potentially, costly calculations or memory consumptions. The default is then
77 a void list, none of these variables being calculated and stored by default
78 (excepted the unconditional variables). The possible names are in the
79 following list (the detailed description of each named variable is given in
80 the following part of this specific algorithmic documentation, in the
81 sub-section "*Information and variables available at the end of the
87 "SimulatedObservationAtBackground",
88 "SimulatedObservationAtCurrentState",
89 "SimulatedObservationAtOptimum",
93 ``{"StoreSupplementaryCalculations":["CurrentState", "Residu"]}``
95 .. ------------------------------------ ..
96 .. include:: snippets/Header2Algo04.rst
98 .. include:: snippets/Analysis.rst
100 .. include:: snippets/CurrentState.rst
102 .. include:: snippets/Innovation.rst
104 .. ------------------------------------ ..
105 .. include:: snippets/Header2Algo05.rst
107 .. include:: snippets/Analysis.rst
109 .. include:: snippets/CurrentOptimum.rst
111 .. include:: snippets/CurrentState.rst
113 .. include:: snippets/Innovation.rst
115 .. include:: snippets/SimulatedObservationAtBackground.rst
117 .. include:: snippets/SimulatedObservationAtCurrentState.rst
119 .. include:: snippets/SimulatedObservationAtOptimum.rst
121 .. ------------------------------------ ..
122 .. _section_ref_algorithm_EnsembleBlue_examples:
124 .. include:: snippets/Header2Algo06.rst
126 - :ref:`section_ref_algorithm_Blue`
127 - :ref:`section_ref_algorithm_EnsembleKalmanFilter`