diff --git a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_16.xml b/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_16.xml
index 6d70c4c068054f8c8b764fa0de90eda39d96dff5..002883c185604373ac01d7fba6da18d3937a7181 100644
--- a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_16.xml
+++ b/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_16.xml
@@ -4,16 +4,16 @@
<Info name="TMVA Release" value="4.2.0 [262656]"/>
<Info name="ROOT Release" value="5.34/14 [336398]"/>
<Info name="Creator" value="courtin"/>
- <Info name="Date" value="Mon Oct 3 14:40:59 2016"/>
+ <Info name="Date" value="Thu Apr 13 06:50:45 2017"/>
<Info name="Host" value="Linux nansl3.in2p3.fr 2.6.32-431.20.3.el6.x86_64 #1 SMP Thu Jun 19 14:01:59 CDT 2014 x86_64 x86_64 x86_64 GNU/Linux"/>
- <Info name="Dir" value="/scratch/spallati/courtin/WORK/MOxEUS/BdD_MOxEUS/MOxEUS_NN/Predict_kinf/TrainMLP/DB_80_Step_18-21-9_EUS_Pu_0_16"/>
+ <Info name="Dir" value="/scratch/spallati/courtin/WORK/Annee_2_Project_MOXEUS/BdD_MOxEUS/MOxEUS_NN/Predict_kinf/TrainMLP_DiffTrainingConfig_Pu_0-16_Thesis/Job0465"/>
<Info name="Training events" value="77710"/>
- <Info name="TrainingTime" value="1.35685719e+04"/>
+ <Info name="TrainingTime" value="1.27727483e+04"/>
<Info name="AnalysisType" value="Regression"/>
</GeneralInfo>
<Options>
<Option name="NCycles" modified="Yes">16000</Option>
- <Option name="HiddenLayers" modified="Yes">18,21,9</Option>
+ <Option name="HiddenLayers" modified="Yes">18,18,18</Option>
<Option name="NeuronType" modified="Yes">sigmoid</Option>
<Option name="RandomSeed" modified="No">1</Option>
<Option name="EstimatorType" modified="No">MSE</Option>
@@ -25,11 +25,11 @@
<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="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">5.000000e-01</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>
@@ -112,193 +112,211 @@
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diff --git a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_4.xml b/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_4.xml
deleted file mode 100644
index 4eca2d4c851c7a932564d89b80e5776ce8df7b27..0000000000000000000000000000000000000000
--- a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_0_4.xml
+++ /dev/null
@@ -1,309 +0,0 @@
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- <Info name="TMVA Release" value="4.2.0 [262656]"/>
- <Info name="ROOT Release" value="5.34/14 [336398]"/>
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diff --git a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_4_16.xml b/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_4_16.xml
deleted file mode 100644
index 2ba9ff69d5f66b14da79164863f17a651d9f6eca..0000000000000000000000000000000000000000
--- a/DATA_BASES/PWR/MOX_EUS/EQModel/XML/PWR_MOxEUS_Pu_4_16.xml
+++ /dev/null
@@ -1,309 +0,0 @@
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