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  • BaM/CLASS
  • ernoult/CLASS
  • Lea/CLASS
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.gitignore
View file @ baaa21f6
......@@ -42,8 +42,7 @@ BUILD
*.out
*.app
*.pcm
CLASS_R2D
CLASS_R2D_S
CLASS_R2*
# ROOT files
*.root
......@@ -52,6 +51,9 @@ CLASS_R2D_S
*Dict.h
*dict.h
# Google Tests
GTest/RunTest
# CLASS files
DATA_BASES/DECAY/ALL/Decay.idx
......@@ -64,7 +66,7 @@ source/include/Irradiation
# Makefile configuration folder:
config
# folder containing the GUI binary :
# folder containing the binaries :
bin
# Built doxygen :
......@@ -137,6 +139,9 @@ Temporary Items
build/
DerivedData/
# For VScode
.vscode
# Various settings
*.pbxuser
!default.pbxuser
......
.gitlab-ci.yml 0 → 100644
View file @ baaa21f6
image: rootproject/root
stages:
- build
job1:
stage: build
script:
- ./install.sh build
CMakeLists.txt
View file @ baaa21f6
......@@ -10,6 +10,8 @@ project(Class CXX)
CMAKE_MINIMUM_REQUIRED(VERSION 2.8 FATAL_ERROR)
set(CMAKE_CXX_FLAGS_DEBUG "${CMAKE_CXX_FLAGS_DEBUG} -Wall -g")
# ----------------------------------------------------------
# Test CXX compiler and C++11 comptability
# ----------------------------------------------------------
......@@ -17,7 +19,7 @@ CMAKE_MINIMUM_REQUIRED(VERSION 2.8 FATAL_ERROR)
INCLUDE(CheckCXXCompilerFlag)
CHECK_CXX_COMPILER_FLAG("-std=c++11" COMPILER_SUPPORTS_CXX11)
IF(COMPILER_SUPPORTS_CXX11)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11")
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11 -O3 -fPIC")
ELSE()
MESSAGE(STATUS "The compiler ${CMAKE_CXX_COMPILER} has no C++11 support. Please use a different C++ compiler.")
ENDIF()
......@@ -80,3 +82,10 @@ ADD_SUBDIRECTORY(source)
# Add gui
ADD_SUBDIRECTORY(gui)
################################
# GTest
################################
enable_testing()
add_subdirectory(GTest)
DATA_BASES/ADS/EFIT_400MW_PuMAFrac/FLM/ADS_PuMA_EFIT.nfo_NotUsed deleted 100644 → 0
View file @ 49db189c
To be used with : EQM_ADS_MLP_RatioPuMA.cxx
with constructor : EQM_ADS_MLP_RatioPuMA(string TMVAWeightPath, double KeffAtBOC):EquivalenceModel(new CLASSLogger("EQM_ADS_MLP_RatioPuAM.log")
k_reactor ADS
k_fuel PuMA
Specific Power (W/gHM) :
k_specpower 71.11
Maximal burnup (GWd/tHM) :
k_maxburnup 500
Maximal fissile content (molar proportion) :
k_maxfiscontent 1.00
Z A I Name (input MLP) :
k_zainame 93 237 0 MA_93_237
k_zainame 94 238 0 Pu_94_238
k_zainame 94 239 0 Pu_94_239
k_zainame 94 240 0 Pu_94_240
k_zainame 94 241 0 Pu_94_241
k_zainame 94 242 0 Pu_94_242
k_zainame 95 241 0 MA_95_241
k_zainame 95 242 1 MA_95_242
k_zainame 95 243 0 MA_95_243
k_zainame 96 244 0 MA_96_244
k_zainame 96 245 0 MA_96_245
k_zainame 96 246 0 MA_96_246
Pu Liste (Z A I Default Proportion) :
k_list Pu 94 238 0 1
k_list Pu 94 239 0 1
k_list Pu 94 240 0 1
k_list Pu 94 241 0 1
k_list Pu 94 242 0 1
MA Liste (Z A I Default Proportion) :
k_list MA 93 237 0 1
k_list MA 95 241 0 1
k_list MA 95 242 1 1
k_list MA 95 243 0 1
k_list MA 96 244 0 1
k_list MA 96 245 0 1
k_list MA 96 246 0 1
Starting Pu content in fuel for equivalence model calculation :
k_firstguesscontent Pu 0.0
k_firstguesscontent MA 1.0
Date : 2016
Author : NT
Mail address : thiollie@subatech.in2p3.fr
Depletion Code : MURE
NuclearData
XS : ENDF 7.1
FPY : ENDF 7.1
S(alpha,Beta) : NONE
Geometry : EFIT homogeneous
Material :
//*In free format , show temperatures, density , isotopic compositions
unit: K , g.cm-3 and % mol. */
Power Density : 71.11 /*in W/g of heavy metal */
Half-life cut : 3600
Multi group treatment : 17900
Time vector : 0 1.57788e+07 3.15576e+07 4.73364e+07 6.31152e+07 7.8894e+07 9.46728e+07
Others :
DATA_BASES/MODELS/FLM/EPR/README.txt 0 → 100644
View file @ baaa21f6
This folder gather all the models developped for EPR for CLASS. They have been developped during the PhD of Sarah Eveillard
Here are the possible lists :
____________________________________________________________________
Liste des modeles AP2 utilises pour les calculs CR2... mais dont on a fait des ANN classiques
____________________________________________________________________
TMVA_MLP_kinf_MOX.AP2.weights.xml (a utiliser avec TMVA_MLP_kinf_MOX.AP2.nfo)
-> Pas de trou central...
____________________________________________________________________
Liste des modeles AP2CR2 et leur carac : --> Issue de EPR-UK
____________________________________________________________________
EPR_UK 30% de MOX (Base UOX a 5%) - 1 plan de rereference
Modele LNat :
Calcul Pij - Iso - Homogene
-> TMVA_MLP_Lnat_FullCoreMOX30_HOM.CR2.weights.xml
Calcul REL - CR - Heterogene
-> TMVA_MLP_Lnat_FullCoreMOX30.CR2.weights.xml
Modele Facteur de puissance :
Calcul REL - CR - Heterogene
-> TMVA_MLP_F3D_FullCoreMOX30.CR2.weights.xml
-> TMVA_MLP_F2D_FullCoreMOX30.CR2.weights.xml
EPR_UK 40% de MOX (Base UOX a 5%) : 3 plans etudies
Modele LNat : (On prefere plan b3 ou plan 6)
Calcul Pij - Iso - Homogene
-> TMVA_MLP_Lnat_FullCoreMOX40_Plan6.CR2.weights.xml
-> TMVA_MLP_Lnat_FullCoreMOX40_Planb3.CR2.weights.xml
-> TMVA_MLP_Lnat_FullCoreMOX40.CR2.weights.xml
____________________________________________________________________
A utiliser avec les fichier nfo :
Pour les modeles LNat : EPRUK_Lnat.nfo
-> k_targetparameter = LnatTarget
-> SetModelparameter = LnatTarget
//Attention : la LnatTarget doit etre en accord avec le BU.
Pour les modeles Facteur de puissance : EPRUK_F.nfo
-> k_targetparameter = PowerFaactor
-> SetModelparameter = "Optimization" (=0 pour un mini ou 1 pour un maxi)
-> SetModelparameter = "Lnat"
DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_F_FullCore.CR2.nfo 0 → 100644
View file @ baaa21f6
************************
HOW TO USE IN CLASS
************************
To be used with : EQ_OneParameter_Generalized.cxx
With TargetParameterName = "LNat"
ANN predict de irradiation campain time as a function of the plutonium isotopic vecor for the EPR UK
Irradiation Campain target = 16.5 GWd/t which corresponds to 55.5 GWd/t
Each assembly remains "in average" 3.35 cycle
Data base trained on APOLLO2/CRONOS2 full core calculation
////////////////////////////////////////////////////////////////////////////////
**********************
REACTOR FEATURES
**********************
Reactor type
k_reactor PWR
Fuel type
k_fuel MOX
Maximal burnup (GWd/tHM) :
k_maxburnup 60
Specific Power (W/gHM) :
k_specpower 34.24 //To check
************************
MODEL FEATURES
************************
Parameter used in optimization algo
k_targetparameter PowerFactor
EquivalenceModel parameters name
k_modelparameter Optimization
k_modelparameter Lnat
//k modelparatmeter est une map de string et de double... Optimization = 1 -> maximum, Optimization = 0 -> minimum
//Lnat donnee en coherence avec le reseau, ici en MWj/t
EquivalenceModel parameters standard deviation
k_targetparameterstdev 0.01
//Sert pas ici
**********************
PREDICTOR
**********************
k_predictortype MLP
INPUT
Z A I Name (input MLP) :
k_zainame 92 235 0 U5
k_zainame 92 238 0 U8
k_zainame 94 238 0 Pu8
k_zainame 94 239 0 Pu9
k_zainame 94 240 0 Pu0
k_zainame 94 241 0 Pu1
k_zainame 94 242 0 Pu2
k_zainame 95 241 0 Am1
OUTPUT
k_output LnatTarget
**********************
FUEL INFOS
**********************
*******************************
Lists and IVs for FP separation
*******************************
Pu Liste (Z A I Default Proportion) :
k_list Fissile 94 238 0 1
k_list Fissile 94 239 0 1
k_list Fissile 94 240 0 1
k_list Fissile 94 241 0 1
k_list Fissile 94 242 0 1
Fertile Liste (Z A I Default Proportion) :
k_list Fertile 92 235 0 0.0025
k_list Fertile 92 238 0 0.9975
****************************
Buffer material for this fuel
****************************
k_buffer Fertile
**************************************
Min and Max fraction of lists in model
**************************************
Minimum Fraction of each list in the fuel (%mass) :
k_massfractionmin Fissile 0.053
Maximun Fraction of each list in the fuel (%mass) :
k_massfractionmax Fissile 0.12
**************************************
ZAI Limits in this model
**************************************
Z A I Min Max :
k_zail 92 235 0 2.20016739e-03 2.36733234e-03
k_zail 92 238 0 8.77866805e-01 9.44565654e-01
k_zail 94 238 0 4.15314134e-04 5.56016807e-03
k_zail 94 239 0 2.40342915e-02 6.58281371e-02
k_zail 94 240 0 2.97772698e-03 5.34489080e-02
k_zail 94 241 0 1.25099975e-03 1.35290185e-02
k_zail 94 242 0 2.44535250e-03 1.35157574e-02
k_zail 95 241 0 1.32463501e-05 3.37473792e-03
************************
AUTHOR
************************
*******************************
DEPLETION SIMULATION INFOS
*******************************
Depletion Code : AP2CR2
DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCore.CR2.nfo 0 → 100644
View file @ baaa21f6
************************
HOW TO USE IN CLASS
************************
To be used with : EQ_OneParameter_Generalized.cxx
With TargetParameterName = "LNatTarget"
ANN predict de irradiation campain time as a function of the plutonium isotopic vecor for the EPR UK
Irradiation Campain target = 16.5 GWd/t which corresponds to 55.5 GWd/t
Each assembly remains "in average" 3.35 cycle
Data base trained on APOLLO2/CRONOS2 full core calculation
////////////////////////////////////////////////////////////////////////////////
**********************
REACTOR FEATURES
**********************
Reactor type
k_reactor PWR
Fuel type
k_fuel MOX
Maximal burnup (GWd/tHM) :
k_maxburnup 60
Specific Power (W/gHM) :
k_specpower 34.24 //To check
************************
MODEL FEATURES
************************
Parameter used in optimization algo
k_targetparameter LnatTarget
EquivalenceModel parameters name
k_modelparameter LnatTarget
--> Attention, La LnatTarget est en MWj/t
EquivalenceModel parameters standard deviation
k_targetparameterstdev 0.01
**********************
PREDICTOR
**********************
k_predictortype MLP
INPUT
Z A I Name (input MLP) :
k_zainame 92 235 0 U5
k_zainame 92 238 0 U8
k_zainame 94 238 0 Pu8
k_zainame 94 239 0 Pu9
k_zainame 94 240 0 Pu0
k_zainame 94 241 0 Pu1
k_zainame 94 242 0 Pu2
k_zainame 95 241 0 Am1
OUTPUT
k_output LnatTarget
**********************
FUEL INFOS
**********************
*******************************
Lists and IVs for FP separation
*******************************
Pu Liste (Z A I Default Proportion) :
k_list Fissile 94 238 0 1
k_list Fissile 94 239 0 1
k_list Fissile 94 240 0 1
k_list Fissile 94 241 0 1
k_list Fissile 94 242 0 1
Fertile Liste (Z A I Default Proportion) :
k_list Fertile 92 235 0 0.0025
k_list Fertile 92 238 0 0.9975
****************************
Buffer material for this fuel
****************************
k_buffer Fertile
**************************************
Min and Max fraction of lists in model
**************************************
Minimum Fraction of each list in the fuel (%mass) :
k_massfractionmin Fissile 0.053
Maximun Fraction of each list in the fuel (%mass) :
k_massfractionmax Fissile 0.12
**************************************
ZAI Limits in this model
**************************************
Z A I Min Max :
k_zail 92 235 0 2.20016739e-03 2.36733234e-03
k_zail 92 238 0 8.77866805e-01 9.44565654e-01
k_zail 94 238 0 4.15314134e-04 5.56016807e-03
k_zail 94 239 0 2.40342915e-02 6.58281371e-02
k_zail 94 240 0 2.97772698e-03 5.34489080e-02
k_zail 94 241 0 1.25099975e-03 1.35290185e-02
k_zail 94 242 0 2.44535250e-03 1.35157574e-02
k_zail 95 241 0 1.32463501e-05 3.37473792e-03
************************
AUTHOR
************************
*******************************
DEPLETION SIMULATION INFOS
*******************************
Depletion Code : AP2CR2
DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCoreMOX30.CR2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
<MethodSetup Method="MLP::MLP_Lnat">
<GeneralInfo>
<Info name="TMVA Release" value="4.2.1 [262657]"/>
<Info name="ROOT Release" value="6.22/02 [398850]"/>
<Info name="Creator" value="doligez"/>
<Info name="Date" value="Thu Jul 11 18:03:20 2024"/>
<Info name="Host" value="Linux root-ubuntu-2004-2 5.4.0-33-generic #37-Ubuntu SMP Thu May 21 12:53:59 UTC 2020 x86_64 x86_64 x86_64 GNU/Linux"/>
<Info name="Dir" value="/projet/pacsmure/doligez/AP2CR2/BASE_DONNEE_EPR/EPR_30"/>
<Info name="Training events" value="227"/>
<Info name="TrainingTime" value="9.24073195e+00"/>
<Info name="AnalysisType" value="Regression"/>
</GeneralInfo>
<Options>
<Option name="NCycles" modified="Yes">5000</Option>
<Option name="HiddenLayers" modified="Yes">8,8</Option>
<Option name="NeuronType" modified="Yes">tanh</Option>
<Option name="RandomSeed" modified="No">1</Option>
<Option name="EstimatorType" modified="No">MSE</Option>
<Option name="NeuronInputType" modified="No">sum</Option>
<Option name="V" modified="Yes">True</Option>
<Option name="VerbosityLevel" modified="No">Verbose</Option>
<Option name="VarTransform" modified="Yes">Norm</Option>
<Option name="H" modified="Yes">False</Option>
<Option name="CreateMVAPdfs" modified="No">False</Option>
<Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
<Option name="TrainingMethod" modified="Yes">BFGS</Option>
<Option name="LearningRate" modified="Yes">1.000000e-01</Option>
<Option name="DecayRate" modified="No">1.000000e-02</Option>
<Option name="TestRate" modified="Yes">6</Option>
<Option name="EpochMonitoring" modified="No">False</Option>
<Option name="Sampling" modified="Yes">1.000000e+00</Option>
<Option name="SamplingEpoch" modified="Yes">8.000000e-01</Option>
<Option name="SamplingImportance" modified="No">1.000000e+00</Option>
<Option name="SamplingTraining" modified="No">True</Option>
<Option name="SamplingTesting" modified="No">False</Option>
<Option name="ResetStep" modified="No">50</Option>
<Option name="Tau" modified="No">3.000000e+00</Option>
<Option name="BPMode" modified="No">sequential</Option>
<Option name="BatchSize" modified="No">-1</Option>
<Option name="ConvergenceImprove" modified="Yes">1.000000e-06</Option>
<Option name="ConvergenceTests" modified="Yes">15</Option>
<Option name="UseRegulator" modified="Yes">False</Option>
<Option name="UpdateLimit" modified="No">10000</Option>
<Option name="CalculateErrors" modified="No">False</Option>
<Option name="WeightRange" modified="No">1.000000e+00</Option>
</Options>
<Variables NVar="8">
<Variable VarIndex="0" Expression="U5" Label="U5" Title="U5" Unit="FractionIsotopic" Internal="U5" Type="F" Min="2.20016739e-03" Max="2.36733234e-03"/>
<Variable VarIndex="1" Expression="U8" Label="U8" Title="U8" Unit="FractionIsotopic" Internal="U8" Type="F" Min="8.77866805e-01" Max="9.44565654e-01"/>
<Variable VarIndex="2" Expression="Pu8" Label="Pu8" Title="Pu8" Unit="FractionIsotopic" Internal="Pu8" Type="F" Min="4.15314134e-04" Max="5.56016807e-03"/>
<Variable VarIndex="3" Expression="Pu9" Label="Pu9" Title="Pu9" Unit="FractionIsotopic" Internal="Pu9" Type="F" Min="2.40342915e-02" Max="6.58281371e-02"/>
<Variable VarIndex="4" Expression="Pu0" Label="Pu0" Title="Pu0" Unit="FractionIsotopic" Internal="Pu0" Type="F" Min="7.44333770e-03" Max="5.27582429e-02"/>
<Variable VarIndex="5" Expression="Pu1" Label="Pu1" Title="Pu1" Unit="FractionIsotopic" Internal="Pu1" Type="F" Min="1.25099975e-03" Max="1.35290185e-02"/>
<Variable VarIndex="6" Expression="Pu2" Label="Pu2" Title="Pu2" Unit="FractionIsotopic" Internal="Pu2" Type="F" Min="2.44535250e-03" Max="1.35157574e-02"/>
<Variable VarIndex="7" Expression="Am1" Label="Am1" Title="Am1" Unit="FractionIsotopic" Internal="Am1" Type="F" Min="1.32463501e-05" Max="3.37473792e-03"/>
</Variables>
<Spectators NSpec="0"/>
<Classes NClass="1">
<Class Name="Regression" Index="0"/>
</Classes>
<Targets NTrgt="1">
<Target TargetIndex="0" Expression="Lnat" Label="Lnat" Title="Lnat" Unit="" Internal="Lnat" Type="F" Min="1.31170000e+04" Max="1.70770000e+04"/>
</Targets>
<Transformations NTransformations="1">
<Transform Name="Normalize">
<Selection>
<Input NInputs="9">
<Input Type="Variable" Label="U5" Expression="U5"/>
<Input Type="Variable" Label="U8" Expression="U8"/>
<Input Type="Variable" Label="Pu8" Expression="Pu8"/>
<Input Type="Variable" Label="Pu9" Expression="Pu9"/>
<Input Type="Variable" Label="Pu0" Expression="Pu0"/>
<Input Type="Variable" Label="Pu1" Expression="Pu1"/>
<Input Type="Variable" Label="Pu2" Expression="Pu2"/>
<Input Type="Variable" Label="Am1" Expression="Am1"/>
<Input Type="Target" Label="Lnat" Expression="Lnat"/>
</Input>
<Output NOutputs="9">
<Output Type="Variable" Label="U5" Expression="U5"/>
<Output Type="Variable" Label="U8" Expression="U8"/>
<Output Type="Variable" Label="Pu8" Expression="Pu8"/>
<Output Type="Variable" Label="Pu9" Expression="Pu9"/>
<Output Type="Variable" Label="Pu0" Expression="Pu0"/>
<Output Type="Variable" Label="Pu1" Expression="Pu1"/>
<Output Type="Variable" Label="Pu2" Expression="Pu2"/>
<Output Type="Variable" Label="Am1" Expression="Am1"/>
<Output Type="Target" Label="Lnat" Expression="Lnat"/>
</Output>
</Selection>
<Class ClassIndex="0">
<Ranges>
<Range Index="0" Min="2.2001673933118582e-03" Max="2.3673323448747396e-03"/>
<Range Index="1" Min="8.7786680459976196e-01" Max="9.4456565380096436e-01"/>
<Range Index="2" Min="4.1531413444317877e-04" Max="5.5601680651307106e-03"/>
<Range Index="3" Min="2.4034291505813599e-02" Max="6.5828137099742889e-02"/>
<Range Index="4" Min="7.4433377012610435e-03" Max="5.2758242934942245e-02"/>
<Range Index="5" Min="1.2509997468441725e-03" Max="1.3529018498957157e-02"/>
<Range Index="6" Min="2.4453524965792894e-03" Max="1.3515757396817207e-02"/>
<Range Index="7" Min="1.3246350135887042e-05" Max="3.3747379202395678e-03"/>
<Range Index="8" Min="1.3117000000000000e+04" Max="1.7077000000000000e+04"/>
</Ranges>
</Class>
</Transform>
</Transformations>
<MVAPdfs/>
<Weights>
<Layout NLayers="4">
<Layer Index="0" NNeurons="9">
<Neuron NSynapses="8">
-3.1204308189421037e-01 1.8473548078315714e+00 1.6924014710404542e+00 1.5923511584536927e+00 -2.1636927708913776e+00 -1.2343414240671260e+00 -5.9860597179619068e-01 1.6723041188257419e+00
</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
</Layer>
<Layer Index="1" NNeurons="9">
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
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DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCoreMOX30_HOM.CR2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
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DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCoreMOX40.CR2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
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DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCoreMOX40_Plan6.CR2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
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DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_Lnat_FullCoreMOX40_Planb3.CR2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
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<Option name="DecayRate" modified="No">1.000000e-02</Option>
<Option name="TestRate" modified="Yes">6</Option>
<Option name="EpochMonitoring" modified="No">False</Option>
<Option name="Sampling" modified="Yes">1.000000e+00</Option>
<Option name="SamplingEpoch" modified="Yes">8.000000e-01</Option>
<Option name="SamplingImportance" modified="No">1.000000e+00</Option>
<Option name="SamplingTraining" modified="No">True</Option>
<Option name="SamplingTesting" modified="No">False</Option>
<Option name="ResetStep" modified="No">50</Option>
<Option name="Tau" modified="No">3.000000e+00</Option>
<Option name="BPMode" modified="No">sequential</Option>
<Option name="BatchSize" modified="No">-1</Option>
<Option name="ConvergenceImprove" modified="Yes">1.000000e-06</Option>
<Option name="ConvergenceTests" modified="Yes">15</Option>
<Option name="UseRegulator" modified="Yes">False</Option>
<Option name="UpdateLimit" modified="No">10000</Option>
<Option name="CalculateErrors" modified="No">False</Option>
<Option name="WeightRange" modified="No">1.000000e+00</Option>
</Options>
<Variables NVar="8">
<Variable VarIndex="0" Expression="U5" Label="U5" Title="U5" Unit="FractionIsotopic" Internal="U5" Type="F" Min="2.20050244e-03" Max="2.36699753e-03"/>
<Variable VarIndex="1" Expression="U8" Label="U8" Title="U8" Unit="FractionIsotopic" Internal="U8" Type="F" Min="8.78000438e-01" Max="9.44432020e-01"/>
<Variable VarIndex="2" Expression="Pu8" Label="Pu8" Title="Pu8" Unit="FractionIsotopic" Internal="Pu8" Type="F" Min="4.15314134e-04" Max="5.41325472e-03"/>
<Variable VarIndex="3" Expression="Pu9" Label="Pu9" Title="Pu9" Unit="FractionIsotopic" Internal="Pu9" Type="F" Min="2.29238644e-02" Max="7.26085603e-02"/>
<Variable VarIndex="4" Expression="Pu0" Label="Pu0" Title="Pu0" Unit="FractionIsotopic" Internal="Pu0" Type="F" Min="2.97772698e-03" Max="5.34489080e-02"/>
<Variable VarIndex="5" Expression="Pu1" Label="Pu1" Title="Pu1" Unit="FractionIsotopic" Internal="Pu1" Type="F" Min="1.24343066e-03" Max="1.43994698e-02"/>
<Variable VarIndex="6" Expression="Pu2" Label="Pu2" Title="Pu2" Unit="FractionIsotopic" Internal="Pu2" Type="F" Min="2.40097335e-03" Max="1.35157574e-02"/>
<Variable VarIndex="7" Expression="Am1" Label="Am1" Title="Am1" Unit="FractionIsotopic" Internal="Am1" Type="F" Min="1.32463501e-05" Max="3.37473792e-03"/>
</Variables>
<Spectators NSpec="0"/>
<Classes NClass="1">
<Class Name="Regression" Index="0"/>
</Classes>
<Targets NTrgt="1">
<Target TargetIndex="0" Expression="Lnat" Label="Lnat" Title="Lnat" Unit="" Internal="Lnat" Type="F" Min="1.28440000e+04" Max="1.85330000e+04"/>
</Targets>
<Transformations NTransformations="1">
<Transform Name="Normalize">
<Selection>
<Input NInputs="9">
<Input Type="Variable" Label="U5" Expression="U5"/>
<Input Type="Variable" Label="U8" Expression="U8"/>
<Input Type="Variable" Label="Pu8" Expression="Pu8"/>
<Input Type="Variable" Label="Pu9" Expression="Pu9"/>
<Input Type="Variable" Label="Pu0" Expression="Pu0"/>
<Input Type="Variable" Label="Pu1" Expression="Pu1"/>
<Input Type="Variable" Label="Pu2" Expression="Pu2"/>
<Input Type="Variable" Label="Am1" Expression="Am1"/>
<Input Type="Target" Label="Lnat" Expression="Lnat"/>
</Input>
<Output NOutputs="9">
<Output Type="Variable" Label="U5" Expression="U5"/>
<Output Type="Variable" Label="U8" Expression="U8"/>
<Output Type="Variable" Label="Pu8" Expression="Pu8"/>
<Output Type="Variable" Label="Pu9" Expression="Pu9"/>
<Output Type="Variable" Label="Pu0" Expression="Pu0"/>
<Output Type="Variable" Label="Pu1" Expression="Pu1"/>
<Output Type="Variable" Label="Pu2" Expression="Pu2"/>
<Output Type="Variable" Label="Am1" Expression="Am1"/>
<Output Type="Target" Label="Lnat" Expression="Lnat"/>
</Output>
</Selection>
<Class ClassIndex="0">
<Ranges>
<Range Index="0" Min="2.2005024366080761e-03" Max="2.3669975344091654e-03"/>
<Range Index="1" Min="8.7800043821334839e-01" Max="9.4443202018737793e-01"/>
<Range Index="2" Min="4.1531413444317877e-04" Max="5.4132547229528427e-03"/>
<Range Index="3" Min="2.2923864424228668e-02" Max="7.2608560323715210e-02"/>
<Range Index="4" Min="2.9777269810438156e-03" Max="5.3448908030986786e-02"/>
<Range Index="5" Min="1.2434306554496288e-03" Max="1.4399469830095768e-02"/>
<Range Index="6" Min="2.4009733460843563e-03" Max="1.3515757396817207e-02"/>
<Range Index="7" Min="1.3246350135887042e-05" Max="3.3747379202395678e-03"/>
<Range Index="8" Min="1.2844000000000000e+04" Max="1.8533000000000000e+04"/>
</Ranges>
</Class>
</Transform>
</Transformations>
<MVAPdfs/>
<Weights>
<Layout NLayers="4">
<Layer Index="0" NNeurons="9">
<Neuron NSynapses="8">
-2.4548131605294185e-01 2.3345331986329354e+00 1.4826110348258179e+00 1.9725830217471039e+00 -2.1177093613561522e+00 -4.2251726295495790e-01 -6.2994640803599045e-01 1.5435530544232225e+00
</Neuron>
<Neuron NSynapses="8">
-1.3265492655368742e+00 -7.0985024494691518e-01 -1.0293549154129895e+00 -1.7131956238612647e-01 -1.3731236260798345e+00 6.1662724885228193e-01 -4.5714238637598054e-01 2.2636499355106801e-01
</Neuron>
<Neuron NSynapses="8">
3.4892348716334301e-02 1.5790276191467849e+00 1.1666207506027615e-01 9.0657079262897622e-02 -6.1643629310683634e-01 3.1035681420232919e-01 -9.9838230763519678e-02 -2.1157055388659553e-02
</Neuron>
<Neuron NSynapses="8">
2.9682059966501101e-01 -4.9904005747638247e-01 2.0871125544806697e+00 -2.8356174285423752e-01 -1.5785197415928378e+00 -9.3046236103728275e-01 -1.5081346052163771e-02 2.1594112295076804e+00
</Neuron>
<Neuron NSynapses="8">
-1.4107807365414968e+00 1.6711281037810449e-01 -1.5853338193414435e-01 -3.8751171218765967e-01 -2.4300997878759989e+00 1.8944934480156379e+00 -1.1670735155088769e+00 1.2854969324752747e+00
</Neuron>
<Neuron NSynapses="8">
5.6774182122199512e-01 8.3692134117556249e-01 7.2343548535809477e-01 3.0003506381557354e-01 -5.5155825925331314e-01 -1.1215199572355341e+00 4.8336656507622727e-02 3.3791218630513836e-01
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<Neuron NSynapses="8">
3.6742643545170245e-01 1.5102475000615441e+00 2.0658953086557283e-01 8.5305459726510746e-01 -8.9285284744455007e-01 2.5818785251796106e-01 -3.1460298136296655e-01 -4.9133840330721956e-01
</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
1.3667222045001473e+00 -1.8824507846061311e+00 -5.1307576579175718e-01 -2.4291679313895216e+00 2.3144136439002905e+00 -2.0732330495856144e+00 1.7194373301864938e-01 -1.8847159471243673e+00
</Neuron>
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<Layer Index="1" NNeurons="9">
<Neuron NSynapses="8">
8.4083958546321924e-01 4.5521453029222975e-01 1.3425248195748063e+00 -2.0658887955687574e-01 -1.3657631375566024e+00 -1.8365196767382130e+00 7.7205568972208094e-01 -1.2958393713663346e-01
</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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</Neuron>
<Neuron NSynapses="8">
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<Neuron NSynapses="8">
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<Layer Index="2" NNeurons="9">
<Neuron NSynapses="1">
-1.5849820600661544e+00
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<Neuron NSynapses="1">
6.8220173078459279e-01
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<Neuron NSynapses="1">
2.5738637565301614e-01
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<Neuron NSynapses="1">
7.1181121237055422e-01
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<Neuron NSynapses="1">
2.3896466303572297e-01
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<Neuron NSynapses="1">
-4.2370824211428154e-01
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<Neuron NSynapses="1">
-2.0303127739193003e-01
</Neuron>
<Neuron NSynapses="1">
4.9309368962849731e-01
</Neuron>
<Neuron NSynapses="1">
1.1256210837416087e+00
</Neuron>
</Layer>
<Layer Index="3" NNeurons="1">
<Neuron NSynapses="0"/>
</Layer>
</Layout>
</Weights>
</MethodSetup>
DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_kinf_MOX.AP2.nfo 0 → 100644
View file @ baaa21f6
************************
HOW TO USE IN CLASS
************************
To be used with : EquilavenceModel.cxx
**********************
REACTOR FEATURES
**********************
Reactor type
k_reactor PWR
Fuel type
k_fuel MOX
Maximal burnup (GWd/tHM) :
k_maxburnup 75
Specific Power (W/gHM) :
k_specpower 34.24
************************
MODEL FEATURES
************************
Parameter used in optimization algo
k_targetparameter BurnUpMax
EquivalenceModel parameters name
k_modelparameter kThreshold
k_modelparameter NumberOfBatch
EquivalenceModel parameters standard deviation
k_targetparameterstdev 0.01
**********************
PREDICTOR
**********************
k_predictortype MLP
INPUT
Z A I Name (input MLP) :
k_zainame 92 235 0 U5
k_zainame 92 238 0 U8
k_zainame 94 238 0 Pu8
k_zainame 94 239 0 Pu9
k_zainame 94 240 0 Pu10
k_zainame 94 241 0 Pu11
k_zainame 94 242 0 Pu12
k_zainame 95 241 0 Am1
OUTPUT
k_output kinf
**********************
FUEL INFOS
**********************
*******************************
Lists and IVs for FP separation
*******************************
Fissile Liste (Z A I Default Proportion) :
k_list Fissile 94 238 0 1
k_list Fissile 94 239 0 1
k_list Fissile 94 240 0 1
k_list Fissile 94 241 0 1
k_list Fissile 94 242 0 1
Fertile Liste (Z A I Default Proportion) :
k_list Fertile 92 235 0 0.0025
k_list Fertile 92 238 0 0.9975
*************************
Buffer material for this fuel
*************************
k_buffer Fertile
**************************************
Min and Max fraction of lists in model
**************************************
Minimum Fraction of each list in the fuel (%mass) :
k_massfractionmin Fissile 0.053
Maximun Fraction of each list in the fuel (%mass) :
k_massfractionmax Fissile 0.12
**************************************
ZAI Limits in this model
**************************************
Z A I Min Max :
k_zail 92 235 0 2.2001673933118582e-03 2.3673325777053833e-03
k_zail 92 238 0 8.7786680459976196e-01 9.4456565380096436e-01
k_zail 94 238 0 4.0685379644855857e-04 5.7324371300637722e-03
k_zail 94 239 0 2.2360699251294136e-02 7.3972873389720917e-02
k_zail 94 240 0 2.9777283780276775e-03 5.3448904305696487e-02
k_zail 94 241 0 1.2434306554496288e-03 1.6623862087726593e-02
k_zail 94 242 0 2.3056960199028254e-03 1.3745104894042015e-02
k_zail 95 241 0 3.3085500490415143e-06 3.3747379202395678e-03
************************
AUTHOR
************************
Date : 2014
Author : BaL
Mail address : thiollie@subatech.in2p3.fr
*******************************
DEPLETION SIMULATION INFOS
*******************************
Depletion Code : APOLLO2
NuclearData
XS : JEFF 3.1.1
FPY : JEFF 3.1.1
S(alpha,Beta) : JEFF 3.1.1
Geometry : Cubic Assembly (mirror boundary)
Material :
/*In free format , show temperatures, density , isotopic compositions
unit: K , g.cm-3 and % mol. */
Power Density : 34.24/*in W/g of heavy metal */
Half-life cut : 36000
Multi group treatment : 17900
Time vector : 0 23657 47313 94626 189252 283879 378505 599299 820093 1040888 1261682 1577103 1892523 2207944 2523364 3154206 3785047 4415888 5046729 5677570 6308411 6939252 7570093 8200935 8831776 9462617 10093458 10724299 11355140 11985981 12616822 13247664 13878505 14509346 15140187 15771028 16401869 17032710 17663551 18294393 18925234 19556075 20186916 20817757 21448598 22079439 22710280 23341121 23971963 24602804 25233645 25864486 26495327 27126168 27757009 28387850 29018692 29649533 30280374 30911215 31542056 32172897 32803738 33434579 34065421 34696262 35327103 35957944 36588785 37219626 37850467 38481308 39112150 39742991 40373832 41004673 41635514 42266355 42897196 43528037 44158879 44789720 45420561 46051402 46682243 47313084 47943925 48574766 49205607 49836449 50467290 51728972 52990654 54252336 55514019 56775701 58037383 60560748 63084112 65607477 68130841 70654206 73177570 75700935 80747664 85794393 90841121 95887850 100934579 105981056 111027785 116074514 121121243 126167972 131214701 136261430 141308159 146354888 151401617 156448346 161494822 166541551 171588280 176635009 181681738 186728467 191775196 196821925 201868654 206915383 211962112 217008589 222055318 227102804 232149533 237196262 242242991 247289720 252336196 257383178 262429907 267476636 272523364 277570093
Others :
DATA_BASES/MODELS/FLM/EPR/TMVA_MLP_kinf_MOX.AP2.weights.xml 0 → 100644
View file @ baaa21f6
<?xml version="1.0"?>
<MethodSetup Method="MLP::MLP">
<GeneralInfo>
<Info name="TMVA Release" value="4.2.1 [262657]"/>
<Info name="ROOT Release" value="6.32/02 [401410]"/>
<Info name="Creator" value="courtin"/>
<Info name="Date" value="Thu Aug 22 08:40:48 2024"/>
<Info name="Host" value="Darwin nanpc727.in2p3.fr 23.5.0 Darwin Kernel Version 23.5.0: Wed May 1 20:13:18 PDT 2024; root:xnu-10063.121.3~5/RELEASE_ARM64_T6030 arm64"/>
<Info name="Dir" value="/Users/courtin/Documents/WORK/CPJ/ENCADREMENT/THESE-SARAH/GLOBAL"/>
<Info name="Training events" value="32400"/>
<Info name="TrainingTime" value="8.47103305e+02"/>
<Info name="AnalysisType" value="Regression"/>
</GeneralInfo>
<Options>
<Option name="NCycles" modified="Yes">20000</Option>
<Option name="HiddenLayers" modified="Yes">N+N</Option>
<Option name="NeuronType" modified="Yes">tanh</Option>
<Option name="RandomSeed" modified="No">1</Option>
<Option name="EstimatorType" modified="No">MSE</Option>
<Option name="NeuronInputType" modified="No">sum</Option>
<Option name="V" modified="Yes">False</Option>
<Option name="VerbosityLevel" modified="No">Default</Option>
<Option name="VarTransform" modified="Yes">Norm</Option>
<Option name="H" modified="Yes">False</Option>
<Option name="CreateMVAPdfs" modified="No">False</Option>
<Option name="IgnoreNegWeightsInTraining" modified="No">False</Option>
<Option name="TrainingMethod" modified="Yes">BFGS</Option>
<Option name="LearningRate" modified="No">2.000000e-02</Option>
<Option name="DecayRate" modified="No">1.000000e-02</Option>
<Option name="TestRate" modified="Yes">6</Option>
<Option name="EpochMonitoring" modified="No">False</Option>
<Option name="Sampling" modified="Yes">3.000000e-01</Option>
<Option name="SamplingEpoch" modified="Yes">8.000000e-01</Option>
<Option name="SamplingImportance" modified="No">1.000000e+00</Option>
<Option name="SamplingTraining" modified="No">True</Option>
<Option name="SamplingTesting" modified="No">False</Option>
<Option name="ResetStep" modified="No">50</Option>
<Option name="Tau" modified="No">3.000000e+00</Option>
<Option name="BPMode" modified="No">sequential</Option>
<Option name="BatchSize" modified="No">-1</Option>
<Option name="ConvergenceImprove" modified="Yes">1.000000e-06</Option>
<Option name="ConvergenceTests" modified="Yes">15</Option>
<Option name="UseRegulator" modified="Yes">False</Option>
<Option name="UpdateLimit" modified="No">10000</Option>
<Option name="CalculateErrors" modified="No">False</Option>
<Option name="WeightRange" modified="No">1.000000e+00</Option>
</Options>
<Variables NVar="9">
<Variable VarIndex="0" Expression="U5" Label="U5" Title="U5" Unit="FractionIsotopic" Internal="U5" Type="F" Min="2.20016739e-03" Max="2.36733258e-03"/>
<Variable VarIndex="1" Expression="U8" Label="U8" Title="U8" Unit="FractionIsotopic" Internal="U8" Type="F" Min="8.77866805e-01" Max="9.44565654e-01"/>
<Variable VarIndex="2" Expression="Pu8" Label="Pu8" Title="Pu8" Unit="FractionIsotopic" Internal="Pu8" Type="F" Min="4.06853796e-04" Max="5.73243713e-03"/>
<Variable VarIndex="3" Expression="Pu9" Label="Pu9" Title="Pu9" Unit="FractionIsotopic" Internal="Pu9" Type="F" Min="2.23606993e-02" Max="7.39728734e-02"/>
<Variable VarIndex="4" Expression="Pu10" Label="Pu10" Title="Pu10" Unit="FractionIsotopic" Internal="Pu10" Type="F" Min="2.97772838e-03" Max="5.34489043e-02"/>
<Variable VarIndex="5" Expression="Pu11" Label="Pu11" Title="Pu11" Unit="FractionIsotopic" Internal="Pu11" Type="F" Min="1.24343066e-03" Max="1.66238621e-02"/>
<Variable VarIndex="6" Expression="Pu12" Label="Pu12" Title="Pu12" Unit="FractionIsotopic" Internal="Pu12" Type="F" Min="2.30569602e-03" Max="1.37451049e-02"/>
<Variable VarIndex="7" Expression="Am1" Label="Am1" Title="Am1" Unit="FractionIsotopic" Internal="Am1" Type="F" Min="3.30855005e-06" Max="3.37473792e-03"/>
<Variable VarIndex="8" Expression="Time" Label="Time" Title="Time" Unit="temps(s)" Internal="Time" Type="F" Min="0.00000000e+00" Max="2.77570080e+08"/>
</Variables>
<Spectators NSpec="0"/>
<Classes NClass="1">
<Class Name="Regression" Index="0"/>
</Classes>
<Targets NTrgt="1">
<Target TargetIndex="0" Expression="kinf" Label="kinf" Title="kinf" Unit="" Internal="kinf" Type="F" Min="7.64339030e-01" Max="1.30335999e+00"/>
</Targets>
<Transformations NTransformations="1">
<Transform Name="Normalize">
<Selection>
<Input NInputs="10">
<Input Type="Variable" Label="U5" Expression="U5"/>
<Input Type="Variable" Label="U8" Expression="U8"/>
<Input Type="Variable" Label="Pu8" Expression="Pu8"/>
<Input Type="Variable" Label="Pu9" Expression="Pu9"/>
<Input Type="Variable" Label="Pu10" Expression="Pu10"/>
<Input Type="Variable" Label="Pu11" Expression="Pu11"/>
<Input Type="Variable" Label="Pu12" Expression="Pu12"/>
<Input Type="Variable" Label="Am1" Expression="Am1"/>
<Input Type="Variable" Label="Time" Expression="Time"/>
<Input Type="Target" Label="kinf" Expression="kinf"/>
</Input>
<Output NOutputs="10">
<Output Type="Variable" Label="U5" Expression="U5"/>
<Output Type="Variable" Label="U8" Expression="U8"/>
<Output Type="Variable" Label="Pu8" Expression="Pu8"/>
<Output Type="Variable" Label="Pu9" Expression="Pu9"/>
<Output Type="Variable" Label="Pu10" Expression="Pu10"/>
<Output Type="Variable" Label="Pu11" Expression="Pu11"/>
<Output Type="Variable" Label="Pu12" Expression="Pu12"/>
<Output Type="Variable" Label="Am1" Expression="Am1"/>
<Output Type="Variable" Label="Time" Expression="Time"/>
<Output Type="Target" Label="kinf" Expression="kinf"/>
</Output>
</Selection>
<Class ClassIndex="0">
<Ranges>
<Range Index="0" Min="2.2001673933118582e-03" Max="2.3673325777053833e-03"/>
<Range Index="1" Min="8.7786680459976196e-01" Max="9.4456565380096436e-01"/>
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DATA_BASES/MODELS/FLM/HCR-PWR/README.txt 0 → 100644
View file @ baaa21f6
This folder gather the model developped for High Conversion Ratio PWR for CLASS.
Developped for EDF
-> TMVA_MLP_keff_MMOX.MURE.nfo (TMVA_MLP_keff_MMOX.MURE.weights.xml)