Add new review documents and recommended references

Code/data/width_optimization/3W/ml_FEMdata_B29_H45.csv

@@ -22,3 +22,4 @@ tw1,tw2,tw3,Exymax_tw1,Exymax_tw2,Exymax_tw3,Eyymax_tf,TFMmax_tw1,TFMmax_tw2,TFM
 5.11,7.45,8.37,0.0551014,0.0551355,0.054222,0.0775501,107.04639,94.2961,89.87162,56.3699
 5.47,7.86,8.38,0.0513225,0.0511804,0.0529303,0.0804107,95.79571,84.67575,90.75154,58.7522
 5.5,7.31,8.74,0.050833,0.0558054,0.053125,0.0807651,95.6586,96.3363,87.6611,57.1672
+5.37,7.37,8.1,0.0509122,0.053694,0.0576315,0.0809325,96.2398,92.1759,95.7578,57.9837

Code/data/width_optimization/3W/ml_FEMdata_B34_H45.csv

@@ -19,3 +19,5 @@ tw1,tw2,tw3,Exymax_tw1,Exymax_tw2,Exymax_tw3,Eyymax_tf,TFMmax_tw1,TFMmax_tw2,TFM
 7.77,9.83,10.56,0.0388084,0.0442899,0.0484502,0.0811691,75.1723,78.9797,83.7655,67.1133
 7.45,9.69,10.53,0.0417542,0.0447748,0.047383,0.0803862,81.9513,81.68,83.108,65.7484
 6.68,9.08,9.76,0.0472036,0.0467533,0.0492307,0.0787599,95.0646,88.7626,89.3828,64.1433
+6.37,8.75,9.19,0.0485502,0.0477502,0.0511201,0.0794106,99.0726,91.1585,95.4893,64.2436
+5.75,8.7,9.11,0.0578273,0.0492683,0.0498217,0.0759981,119.01188,92.64225,93.0922,61.4223

Code/data/width_optimization/3W/rbf_FEMdata_B29_H45.csv

@@ -19,3 +19,4 @@ tw1,tw2,tw3,Exymax_tw1,Exymax_tw2,Exymax_tw3,Eyymax_tf,TFMmax_tw1,TFMmax_tw2,TFM
 6.1,7.69,8.67,0.0440361,0.0521032,0.0559869,0.0831602,78.5815,86.6231,90.4067,60.1412
 6.3,7.67,8.64,0.0420332,0.0523724,0.0569544,0.0839701,73.1323,86.7486,91.6258,60.6377
 6.21,7.64,8.58,0.0427045,0.0524634,0.0572118,0.08387,75.1166,87.0242,92.1908,60.5053
+5.37,6.98,8.27,0.0510282,0.0574249,0.0558493,0.0811985,96.2332,100.7548,94.2357,57.2241

Code/data/width_optimization/3W/rbf_FEMdata_B34_H45.csv

@@ -22,3 +22,4 @@ tw1,tw2,tw3,Exymax_tw1,Exymax_tw2,Exymax_tw3,Eyymax_tf,TFMmax_tw1,TFMmax_tw2,TFM
 6.35,8.4,9.31,0.0487236,0.0509924,0.0505154,0.0790942,98.9786,98.759,93.8125,62.6476
 6.38,8.63,9.12,0.0480316,0.0484874,0.0515593,0.079908,97.8097,92.8445,96.5283,64.2239
 6.29,8.49,9.04,0.0488058,0.0492624,0.0517034,0.0799929,99.3772,95.1137,97.1955,63.7604
+6.23,8.31,8.93,0.0489731,0.0503934,0.0521411,0.0799583,99.6548,97.9316,98.4449,63.4908

Code/data/width_optimization/5W/.~lock.ml_FEMdata_B34_H60.csv#

+,cimne,cimne-Precision-3660,06.10.2026 06:36,file:///home/cimne/.config/libreoffice/4;
\ No newline at end of file

Code/data/width_optimization/5W/ml_FEMdata_B34_H60.csv

@@ -66,3 +66,4 @@ tw1,tw2,tw3,tw4,tw5,Exymax_tw1,Exymax_tw2,Exymax_tw3,Exymax_tw4,Exymax_tw5,Eyyma
 6.48,7.39,8.72,7.64,5,0.0390137,0.0497406,0.0550639,0.0572946,0.0505786,0.0993153,71.3757,88.4472,87.3163,71.7849,81.1003,68.114
 6.24,7.64,8.67,7.61,5,0.0418535,0.0485301,0.054053,0.0573493,0.0500858,0.0985286,78.3078,84.6205,86.1032,71.6661,80.6064,67.9868
 6.23,7.7,8.94,6.98,5,0.0418321,0.0474139,0.0511094,0.0630822,0.0517426,0.1014881392,78.6581,83.3879,80.1524,80.5512,79.2475,69.2731
+6.28,7.79,8.94,7.03,5,0.0411992,0.0464146,0.0506421,0.0630722,0.0520696,0.1023002868,77.2606,81.2251,79.9957,80.1849,79.6724,69.4703

Code/models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/final_model_selection_3W_B34_H45_it5.csv

+output,N,selected_model,selection_criterion,inner_cv_rmse,inner_cv_mae,inner_cv_rmse_dispersion,model_path,best_params,gpr_kernel
+exymax_tw1,21,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band,0.008737884371236258,0.006543970401198318,0.5443644822508596,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_exymax_tw1.joblib,"{""learning_rate"": 0.2, ""max_depth"": 1, ""max_features"": 1.0, ""n_estimators"": 842, ""subsample"": 0.9989285527134011}",
+exymax_tw2,21,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band,0.01074853768931093,0.008132798259276874,0.4299975810902023,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_exymax_tw2.joblib,"{""svr__C"": 0.7686114566529916, ""svr__epsilon"": 0.0001, ""svr__gamma"": 0.02675915090371771}",
+exymax_tw3,21,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band,0.009874356867016185,0.007570263326942035,0.3189172861053285,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_exymax_tw3.joblib,"{""svr__C"": 653.4838628759037, ""svr__epsilon"": 0.0005391601203488394, ""svr__gamma"": 0.040085893437955905}",
+tfmmax_tw1,21,FlexibleMLP,lowest_cv_rmse_dispersion_within_5pct_rmse_band,14.085654669936487,10.599956066755286,0.9171826133548823,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_tfmmax_tw1.joblib,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.1, ""mlp__learning_rate_init"": 0.01, ""mlp__n_layers"": 3, ""mlp__n_neurons"": 64}",
+tfmmax_tw2,21,FlexibleMLP,lowest_cv_rmse_dispersion_within_5pct_rmse_band,12.684454936108294,9.546592049899832,0.6277457522555454,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_tfmmax_tw2.joblib,"{""mlp__activation"": ""relu"", ""mlp__alpha"": 0.04786707673794845, ""mlp__learning_rate_init"": 0.0009838602333915323, ""mlp__n_layers"": 3, ""mlp__n_neurons"": 26}",
+tfmmax_tw3,21,GaussianProcess,lowest_cv_rmse_dispersion_within_5pct_rmse_band,9.737856684613558,7.423883155899909,0.39107227835325065,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_tfmmax_tw3.joblib,"{""gpr__amplitude"": 21.569115007722477, ""gpr__kernel_type"": ""RBF"", ""gpr__length_scale"": 2.9940289427233115, ""gpr__n_restarts_optimizer"": 3, ""gpr__noise"": 4.853509278268908e-07, ""gpr__rq_alpha"": 0.020673535909959483}",1.54**2 * RBF(length_scale=2.4) + WhiteKernel(noise_level=1.4e-12)
+tfmmax_frame,21,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band,2.5525473846961875,2.0158788720783853,0.4184778447351729,../../models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/best_model_tfmmax_frame.joblib,"{""svr__C"": 506.3149019913582, ""svr__epsilon"": 0.1, ""svr__gamma"": 0.04337978495709593}",

Code/models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/nested_cv_fold_selections_3W_B34_H45_it5.csv

+outer_fold,selected_model,selection_criterion
+0,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+1,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+2,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+3,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+4,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+6,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+8,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+9,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+0,GradientBoosting,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+1,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+2,XGBoost,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+4,GaussianProcess,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+5,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+12,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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+3,GaussianProcess,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+4,GaussianProcess,lowest_cv_rmse_dispersion_within_5pct_rmse_band
+5,SVR,lowest_cv_rmse_dispersion_within_5pct_rmse_band
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Code/models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/nested_cv_model_selection_frequency_3W_B34_H45_it5.csv

+model,frequency,percentage,output,N
+GradientBoosting,8,53.33,exymax_tw1,21
+SVR,5,33.33,exymax_tw1,21
+GaussianProcess,2,13.33,exymax_tw1,21
+SVR,9,60.0,exymax_tw2,21
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+XGBoost,1,6.67,exymax_tw2,21
+RandomForest,1,6.67,exymax_tw2,21
+GaussianProcess,1,6.67,exymax_tw2,21
+FlexibleMLP,1,6.67,exymax_tw2,21
+GaussianProcess,7,46.67,exymax_tw3,21
+SVR,4,26.67,exymax_tw3,21
+GradientBoosting,3,20.0,exymax_tw3,21
+RandomForest,1,6.67,exymax_tw3,21
+FlexibleMLP,8,53.33,tfmmax_tw1,21
+GradientBoosting,4,26.67,tfmmax_tw1,21
+GaussianProcess,3,20.0,tfmmax_tw1,21
+FlexibleMLP,8,53.33,tfmmax_tw2,21
+GaussianProcess,6,40.0,tfmmax_tw2,21
+SVR,1,6.67,tfmmax_tw2,21
+GaussianProcess,12,80.0,tfmmax_tw3,21
+GradientBoosting,2,13.33,tfmmax_tw3,21
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+GaussianProcess,11,73.33,tfmmax_frame,21
+SVR,3,20.0,tfmmax_frame,21
+GradientBoosting,1,6.67,tfmmax_frame,21

Code/models/width_optimization/3W/ml_models/per_output_models_B34_H45/it5/validation_envelopes_3W_B34_H45_it5.csv

+n_unique_oof_samples,envelope_reference_n,percentile,small_n_threshold,abs_error_envelope,abs_error_rule,damage_safety_margin,damage_safety_margin_rule,abs_error_p95,abs_error_max,underprediction_p95,underprediction_max,mean_abs_error,output,method
+21,21,95.0,20,0.01408116911230401,p95_abs_oof_error,0.013852222218991114,p95_positive_oof_residual,0.01408116911230401,0.026355793947658385,0.013852222218991114,0.026355793947658385,0.0055964275212706536,exymax_tw1,SupervisedSelection
+21,21,95.0,20,0.02485541741146584,p95_abs_oof_error,0.02485541741146584,p95_positive_oof_residual,0.02485541741146584,0.03443546515509302,0.02485541741146584,0.03443546515509302,0.008170236620225804,exymax_tw2,SupervisedSelection
+21,21,95.0,20,0.014696081831222127,p95_abs_oof_error,0.012927966186324302,p95_positive_oof_residual,0.014696081831222127,0.030400774750205584,0.012927966186324302,0.014696081831222127,0.005152942986825118,exymax_tw3,SupervisedSelection
+21,21,95.0,20,40.6764146623631,p95_abs_oof_error,32.295310312011594,p95_positive_oof_residual,40.6764146623631,40.94282822583791,32.295310312011594,40.6764146623631,10.769905466384587,tfmmax_tw1,SupervisedSelection
+21,21,95.0,20,28.71590360619541,p95_abs_oof_error,24.054776869541953,p95_positive_oof_residual,28.71590360619541,37.300326968479006,24.054776869541953,28.71590360619541,9.257449128284055,tfmmax_tw2,SupervisedSelection
+21,21,95.0,20,21.482758087074643,p95_abs_oof_error,15.979450622132333,p95_positive_oof_residual,21.482758087074643,42.82636269389961,15.979450622132333,21.482758087074643,7.340581670159043,tfmmax_tw3,SupervisedSelection
+21,21,95.0,20,4.7082039196636885,p95_abs_oof_error,4.134567537385209,p95_positive_oof_residual,4.7082039196636885,6.863509141826185,4.134567537385209,6.863509141826185,2.122529182694855,tfmmax_frame,SupervisedSelection

Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/final_model_selection_3W_B29_H45_it5.csv

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Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/nested_cv_fold_selections_3W_B29_H45_it5.csv

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Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/nested_cv_outer_summary_3W_B29_H45_it5.csv

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Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/nested_cv_rbf_epsilon_frequency_3W_B29_H45_it5.csv

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Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/nested_cv_rbf_function_frequency_3W_B29_H45_it5.csv

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Code/models/width_optimization/3W/rbf_models/per_output_models_B29_H45/it5/nested_cv_rbf_smooth_frequency_3W_B29_H45_it5.csv

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+2.0,10,66.67,exymax_tw3,24
+1.0,5,33.33,exymax_tw3,24
+2.0,13,86.67,tfmmax_tw1,24
+1.0,2,13.33,tfmmax_tw1,24
+2.0,13,86.67,tfmmax_tw2,24
+1.0,2,13.33,tfmmax_tw2,24
+2.0,13,86.67,tfmmax_tw3,24
+1.0,2,13.33,tfmmax_tw3,24
+2.0,15,100.0,tfmmax_frame,24

Code/models/width_optimization/3W/rbf_models/per_output_models_B34_H45/it8/nested_cv_rbf_function_frequency_3W_B34_H45_it8.csv

+rbf_function,frequency,percentage,output,N
+multiquadric,8,53.33,exymax_tw1,24
+inverse,5,33.33,exymax_tw1,24
+gaussian,2,13.33,exymax_tw1,24
+multiquadric,14,93.33,exymax_tw2,24
+inverse,1,6.67,exymax_tw2,24
+multiquadric,14,93.33,exymax_tw3,24
+inverse,1,6.67,exymax_tw3,24
+multiquadric,10,66.67,tfmmax_tw1,24
+inverse,3,20.0,tfmmax_tw1,24
+gaussian,2,13.33,tfmmax_tw1,24
+multiquadric,13,86.67,tfmmax_tw2,24
+gaussian,1,6.67,tfmmax_tw2,24
+inverse,1,6.67,tfmmax_tw2,24
+multiquadric,11,73.33,tfmmax_tw3,24
+inverse,3,20.0,tfmmax_tw3,24
+gaussian,1,6.67,tfmmax_tw3,24
+multiquadric,14,93.33,tfmmax_frame,24
+inverse,1,6.67,tfmmax_frame,24

Code/models/width_optimization/3W/rbf_models/per_output_models_B34_H45/it8/nested_cv_rbf_smooth_frequency_3W_B34_H45_it8.csv

+smooth,frequency,percentage,output,N
+1e-05,6,40.0,exymax_tw1,24
+0.0,5,33.33,exymax_tw1,24
+0.001,4,26.67,exymax_tw1,24
+0.001,9,60.0,exymax_tw2,24
+1e-05,4,26.67,exymax_tw2,24
+0.0,1,6.67,exymax_tw2,24
+1e-08,1,6.67,exymax_tw2,24
+1e-05,9,60.0,exymax_tw3,24
+0.001,4,26.67,exymax_tw3,24
+1e-08,1,6.67,exymax_tw3,24
+0.0,1,6.67,exymax_tw3,24
+1e-08,5,33.33,tfmmax_tw1,24
+1e-05,5,33.33,tfmmax_tw1,24
+0.001,4,26.67,tfmmax_tw1,24
+0.0,1,6.67,tfmmax_tw1,24
+0.001,6,40.0,tfmmax_tw2,24
+1e-08,3,20.0,tfmmax_tw2,24
+1e-05,3,20.0,tfmmax_tw2,24
+0.0,3,20.0,tfmmax_tw2,24
+1e-05,9,60.0,tfmmax_tw3,24
+0.001,3,20.0,tfmmax_tw3,24
+0.0,2,13.33,tfmmax_tw3,24
+1e-08,1,6.67,tfmmax_tw3,24
+1e-05,12,80.0,tfmmax_frame,24
+0.0,2,13.33,tfmmax_frame,24
+1e-08,1,6.67,tfmmax_frame,24

Code/models/width_optimization/3W/rbf_models/per_output_models_B34_H45/it8/validation_envelopes_3W_B34_H45_it8.csv

+n_unique_oof_samples,envelope_reference_n,percentile,small_n_threshold,abs_error_envelope,abs_error_rule,damage_safety_margin,damage_safety_margin_rule,abs_error_p95,abs_error_max,underprediction_p95,underprediction_max,mean_abs_error,output,method
+24,24,95.0,20,0.031723035026759966,p95_abs_oof_error,0.031098966447913354,p95_positive_oof_residual,0.031723035026759966,0.035589069249121065,0.031098966447913354,0.035589069249121065,0.007543230738771444,exymax_tw1,RBF
+24,24,95.0,20,0.018891127768133384,p95_abs_oof_error,0.01740643778954154,p95_positive_oof_residual,0.018891127768133384,0.03482544052297383,0.01740643778954154,0.03482544052297383,0.005765484422861583,exymax_tw2,RBF
+24,24,95.0,20,0.02264806173961897,p95_abs_oof_error,0.019463625747363485,p95_positive_oof_residual,0.02264806173961897,0.0235292249879909,0.019463625747363485,0.0235292249879909,0.006304614028938033,exymax_tw3,RBF
+24,24,95.0,20,35.259755924295874,p95_abs_oof_error,29.97877543470503,p95_positive_oof_residual,35.259755924295874,43.84366633728428,29.97877543470503,35.63556970245685,9.258018581453106,tfmmax_tw1,RBF
+24,24,95.0,20,25.38269801333271,p95_abs_oof_error,17.942808972412923,p95_positive_oof_residual,25.38269801333271,28.486782570066715,17.942808972412923,28.486782570066715,7.744883165516491,tfmmax_tw2,RBF
+24,24,95.0,20,26.576291605205004,p95_abs_oof_error,20.521559585674275,p95_positive_oof_residual,26.576291605205004,29.90983422640207,20.521559585674275,29.90983422640207,6.288983234414606,tfmmax_tw3,RBF
+24,24,95.0,20,6.090546416357709,p95_abs_oof_error,4.747557573950446,p95_positive_oof_residual,6.090546416357709,9.119926505964472,4.747557573950446,9.119926505964472,2.0627928915452833,tfmmax_frame,RBF

Code/reports/width_optimization/3W/ml_optimization/it0/optimization_results_3W_B34_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,0.0
 tw1_optimal,8.2054682318309
 tw2_optimal,9.400000095124014
 tw3_optimal,11.472586453067716
+candidate_tw1_raw,8.2054682318309
+candidate_tw1,8.21
+rounding_delta_tw1,0.004531768169101724
+candidate_tw2_raw,9.400000095124014
+candidate_tw2,9.4
+rounding_delta_tw2,-9.512401355493694e-08
+candidate_tw3_raw,11.472586453067716
+candidate_tw3,11.47
+rounding_delta_tw3,-0.002586453067715766
 Objective_score,-1.4725193044203664e-06
 Exy_tw1,0.02916286326944828
 Exy_tw2,0.057454308156547666
@@ -15,3 +24,10 @@ TFM_tw1,74.68796825218023
 TFM_tw2,83.96102138723137
 TFM_tw3,74.68795983562538
 TFM_frame,65.58293975732062
+manuf_Exy_tw1,0.02916286326944828
+manuf_Exy_tw2,0.057454308156547666
+manuf_Exy_tw3,0.04160943942013259
+manuf_TFM_tw1,74.53937422121643
+manuf_TFM_tw2,83.9371102769193
+manuf_TFM_tw3,74.73616416210169
+manuf_TFM_frame,65.60622693918698

Code/reports/width_optimization/3W/ml_optimization/it1/optimization_results_3W_B34_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,1.0
 tw1_optimal,7.770446410410556
 tw2_optimal,9.825000234800946
 tw3_optimal,10.560888971458926
+candidate_tw1_raw,7.770446410410556
+candidate_tw1,7.77
+rounding_delta_tw1,-0.00044641041055637487
+candidate_tw2_raw,9.825000234800946
+candidate_tw2,9.83
+rounding_delta_tw2,0.004999765199054096
+candidate_tw3_raw,10.560888971458926
+candidate_tw3,10.56
+rounding_delta_tw3,-0.0008889714589255249
 Objective_score,-1.375200062614585e-06
 Exy_tw1,0.03263818314082164
 Exy_tw2,0.04512475380647623
@@ -15,3 +24,10 @@ TFM_tw1,74.68844916801042
 TFM_tw2,80.91538956922042
 TFM_tw3,86.61421410802922
 TFM_frame,65.65321546373329
+manuf_Exy_tw1,0.03263818314082164
+manuf_Exy_tw2,0.044023204379560185
+manuf_Exy_tw3,0.05003746433672944
+manuf_TFM_tw1,74.71725849217576
+manuf_TFM_tw2,80.8294220185001
+manuf_TFM_tw3,86.63483811057017
+manuf_TFM_frame,65.66242655035443

Code/reports/width_optimization/3W/ml_optimization/it2/optimization_results_3W_B34_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,2.0
 tw1_optimal,7.454836004951647
 tw2_optimal,9.690027483036346
 tw3_optimal,10.527448887996645
+candidate_tw1_raw,7.454836004951647
+candidate_tw1,7.45
+rounding_delta_tw1,-0.004836004951647155
+candidate_tw2_raw,9.690027483036346
+candidate_tw2,9.69
+rounding_delta_tw2,-2.7483036346254153e-05
+candidate_tw3_raw,10.527448887996645
+candidate_tw3,10.53
+rounding_delta_tw3,0.002551112003354561
 Objective_score,-1.4205074625772807e-06
 Exy_tw1,0.038467527401788326
 Exy_tw2,0.04582874374218908
@@ -15,3 +24,10 @@ TFM_tw1,82.25004556276737
 TFM_tw2,82.25006759976976
 TFM_tw3,82.25214747361991
 TFM_frame,65.52388890336941
+manuf_Exy_tw1,0.038467527401788326
+manuf_Exy_tw2,0.04584228299724055
+manuf_Exy_tw3,0.048618250576834415
+manuf_TFM_tw1,82.40257147828645
+manuf_TFM_tw2,82.26700913959084
+manuf_TFM_tw3,82.19238965306653
+manuf_TFM_frame,65.49619328550189

Code/reports/width_optimization/3W/ml_optimization/it3/optimization_results_3W_B34_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,3.0
 tw1_optimal,6.680000319505478
 tw2_optimal,9.080825979058083
 tw3_optimal,9.76255410480043
+candidate_tw1_raw,6.680000319505478
+candidate_tw1,6.68
+rounding_delta_tw1,-3.1950547807468865e-07
+candidate_tw2_raw,9.080825979058083
+candidate_tw2,9.08
+rounding_delta_tw2,-0.0008259790580833481
+candidate_tw3_raw,9.76255410480043
+candidate_tw3,9.76
+rounding_delta_tw3,-0.002554104800429613
 Objective_score,-1.6650499725022225e-06
 Exy_tw1,0.046144768931686064
 Exy_tw2,0.056803399613944774
@@ -15,3 +24,10 @@ TFM_tw1,92.6633610510973
 TFM_tw2,90.30697780945286
 TFM_tw3,90.30697510843274
 TFM_frame,64.42655158212257
+manuf_Exy_tw1,0.04612818957704759
+manuf_Exy_tw2,0.05624482066469918
+manuf_Exy_tw3,0.04635501650069251
+manuf_TFM_tw1,92.6312749938615
+manuf_TFM_tw2,90.31076867358905
+manuf_TFM_tw3,90.34419645890995
+manuf_TFM_frame,64.43439291834035

Code/reports/width_optimization/3W/ml_optimization/it5/optimization_results_3W_B29_H45_TFD_W100.csv

@@ -7,6 +7,15 @@ Iteration,5.0
 tw1_optimal,5.470000499312722
 tw2_optimal,7.85994093944746
 tw3_optimal,8.382239756009142
+candidate_tw1_raw,5.470000499312722
+candidate_tw1,5.47
+rounding_delta_tw1,-4.993127218355653e-07
+candidate_tw2_raw,7.85994093944746
+candidate_tw2,7.86
+rounding_delta_tw2,5.9060552540124434e-05
+candidate_tw3_raw,8.382239756009142
+candidate_tw3,8.38
+rounding_delta_tw3,-0.0022397560091409474
 Objective_score,-1.2153357945997659e-06
 Exy_tw1,0.04956578230497599
 Exy_tw2,0.051795791166165506
@@ -15,3 +24,10 @@ TFM_tw1,97.47725840076318
 TFM_tw2,96.57730613178397
 TFM_tw3,92.53027098926984
 TFM_frame,58.890512482122205
+manuf_Exy_tw1,0.04956125571617975
+manuf_Exy_tw2,0.05179390732024003
+manuf_Exy_tw3,0.054366172391776914
+manuf_TFM_tw1,97.45927455341523
+manuf_TFM_tw2,96.57857727261313
+manuf_TFM_tw3,92.57046359698782
+manuf_TFM_frame,58.89748847907995

Code/reports/width_optimization/3W/ml_optimization/it5/optimization_results_3W_B34_H45_TFD_W100.csv

+Parameter,Value
+Configuration_W,3.0
+Configuration_B,34.0
+Configuration_H,45.0
+Configuration_TFD_W,100.0
+Iteration,5.0
+tw1_optimal,5.7515193447150015
+tw2_optimal,8.702866569614644
+tw3_optimal,9.113993801813855
+candidate_tw1_raw,5.7515193447150015
+candidate_tw1,5.75
+rounding_delta_tw1,-0.0015193447150014805
+candidate_tw2_raw,8.702866569614644
+candidate_tw2,8.7
+rounding_delta_tw2,-0.0028665696146443764
+candidate_tw3_raw,9.113993801813855
+candidate_tw3,9.11
+rounding_delta_tw3,-0.003993801813855669
+Objective_score,-2.069695961872632e-06
+Exy_tw1,0.08305856163446888
+Exy_tw2,0.04848122247096272
+Exy_tw3,0.0475323478065971
+TFM_tw1,94.34977191931068
+TFM_tw2,94.35076047777396
+TFM_tw3,94.3497814741764
+TFM_frame,62.124366326866266
+manuf_Exy_tw1,0.08305856163446888
+manuf_Exy_tw2,0.048501816153875124
+manuf_Exy_tw3,0.04754527352774829
+manuf_TFM_tw1,94.34676793476316
+manuf_TFM_tw2,94.39755089795375
+manuf_TFM_tw3,94.39387649849986
+manuf_TFM_frame,62.12708190211674

Code/reports/width_optimization/3W/ml_optimization/ml_3W_B29_H45_TFD_W100_it5_lexicographic_optimization_summary.csv

-w_val,b_val,h_val,tfd_w_val,it,safety_margin_mode,safety_margin_factor,local_margin_support_pass,local_margin_k_requested,local_support_percentile,local_margin_fallback,TFD_tw1_margin_source,TFD_tw1_margin_in_support,TFD_tw1_margin_k,TFD_tw1_margin_nearest_distance,TFD_tw1_margin_support_radius,TFD_tw1_margin_neighbor_samples,TFD_tw1_margin_neighbor_distances,TFD_tw1_margin_neighbor_underprediction,TFD_tw2_margin_source,TFD_tw2_margin_in_support,TFD_tw2_margin_k,TFD_tw2_margin_nearest_distance,TFD_tw2_margin_support_radius,TFD_tw2_margin_neighbor_samples,TFD_tw2_margin_neighbor_distances,TFD_tw2_margin_neighbor_underprediction,TFD_tw3_margin_source,TFD_tw3_margin_in_support,TFD_tw3_margin_k,TFD_tw3_margin_nearest_distance,TFD_tw3_margin_support_radius,TFD_tw3_margin_neighbor_samples,TFD_tw3_margin_neighbor_distances,TFD_tw3_margin_neighbor_underprediction,TFD_frame_margin_source,TFD_frame_margin_in_support,TFD_frame_margin_k,TFD_frame_margin_nearest_distance,TFD_frame_margin_support_radius,TFD_frame_margin_neighbor_samples,TFD_frame_margin_neighbor_distances,TFD_frame_margin_neighbor_underprediction,min_de_reproducibility_required,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_performance_reproducibility_pass,stage2_performance_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,stage1_geometry_n_basins,stage2_geometry_n_basins,geometry_unique_or_reproducible,stage1_performance_spread_min_window_tfd,stage2_best_distortion_measure,stage2_performance_spread_distortion,feasible_domain_found,minimum_domain_violation,feasible,tw1,tw2,tw3,TFD_tw1,TFD_tw2,TFD_tw3,TFD_tw1_margin,TFD_tw2_margin,TFD_tw3_margin,TFD_tw1_conservative,TFD_tw2_conservative,TFD_tw3_conservative,TFD_frame,TFD_frame_margin,TFD_frame_conservative,min_window_tfd,max_window_tfd,mean_window_tfd,window_tfd_range_diagnostic,distortion_measure,stage1_Tmin_star,stage1_preservation_threshold,max_constraint_violation,stage1_preservation_tolerance,stage1_preservation_tolerance_source,stage1_performance_group_count,stage1_rep_run,stage1_rep_seed,stage2_rep_run,stage2_rep_seed,stage2_tw1_dominant_basin_iqr,stage2_tw2_dominant_basin_iqr,stage2_tw3_dominant_basin_iqr,stage2_tw1_dominant_basin_range,stage2_tw2_dominant_basin_range,stage2_tw3_dominant_basin_range
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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B29_H45_TFD_W100_it7_adaptive_acceptance_details.csv

+output,output_group,is_acceptance_gate,surrogate_prediction,fem_value,absolute_error,relative_error,oof_abs_error_envelope,oof_error_rule,local_acceptance_k,local_acceptance_auto_k,local_acceptance_n_samples,neighbour_sample_indices,neighbour_distances,neighbour_abs_errors,local_oof_rmse,local_oof_mae,local_oof_max_abs_error,global_oof_rmse,local_acceptance_threshold,error_to_threshold_ratio,local_accuracy_pass,local_support_pass,local_support_nearest_distance,local_support_radius,physical_limit,fem_value_physical_acceptance,physical_acceptance_resolution,physical_acceptance_decimals,physical_acceptance_rounding,fem_physical_pass,local_safety_margin,conservative_surrogate_prediction,conservative_constraint_pass,physical_constraint_is_gate,conservative_constraint_is_gate,local_accuracy_is_gate,support_is_gate,diagnostic_only,oof_damage_safety_margin,safety_margin_source,local_margin_in_support,local_margin_k,local_margin_nearest_distance,local_margin_support_radius
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+tfmmax_tw2,damage_window,True,97.81037972233726,92.1759,5.634479722337261,0.06112747173976344,17.15418528777053,p95_abs_oof_error,5,5,23,20;21;22;17;2,0.0425862;0.0636832;0.0728689;0.195154;0.213741,2.20121;1.93914;1.91442;0.632914;2.06313,1.8399859032275028,1.7501658388215504,2.2012139186158493,8.44358538985747,1.8399859032275028,3.062240701112911,False,True,0.0425861508816373,0.5580683387258137,100.0,92.2,0.1,1.0,ROUND_HALF_UP,True,2.2012139186158635,100.01159364095312,False,True,False,False,False,True,2.2012139186158635,local_knn_max,True,5.0,0.0427337732074568,0.5580683387258137
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+min_window_tfd,stage1_objective,True,96.07419493693567,92.1759,3.8982949369356703,0.04229191075905601,,,5,5,23,20;21;22;17;2,0.0425862;0.0636832;0.0728689;0.195154;0.213741,0.0759599;1.93914;1.4448;2.59726;5.60988,2.968839365108541,2.3334099185519364,5.609881125411988,4.027730395981152,2.968839365108541,1.3130703475407293,False,True,0.0425861508816373,0.5580683387258137,,,,,,True,,,,False,False,False,False,True,,,,,,
+distortion_measure,stage2_objective,True,1.549446589910241e-06,1.2626716574327637e-06,2.867749324774772e-07,0.22711758103491583,,,5,5,23,20;21;22;17;2,0.0425862;0.0636832;0.0728689;0.195154;0.213741,2.44754e-08;4.47819e-08;4.01466e-08;7.21006e-08;9.03828e-08,5.930220133602294e-08,5.4377455353933055e-08,9.038277624337037e-08,2.937459381061809e-07,5.930220133602294e-08,4.835822718494543,False,True,0.0425861508816373,0.5580683387258137,,,,,,True,,,,False,False,False,False,True,,,,,,
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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B29_H45_TFD_W100_it7_adaptive_acceptance_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it0_lexicographic_optimization_summary.csv

-w_val,b_val,h_val,tfd_w_val,it,safety_margin_mode,safety_margin_factor,local_margin_support_pass,local_margin_k_requested,local_support_percentile,local_margin_fallback,TFD_tw1_margin_source,TFD_tw1_margin_in_support,TFD_tw1_margin_k,TFD_tw1_margin_nearest_distance,TFD_tw1_margin_support_radius,TFD_tw1_margin_neighbor_samples,TFD_tw1_margin_neighbor_distances,TFD_tw1_margin_neighbor_underprediction,TFD_tw2_margin_source,TFD_tw2_margin_in_support,TFD_tw2_margin_k,TFD_tw2_margin_nearest_distance,TFD_tw2_margin_support_radius,TFD_tw2_margin_neighbor_samples,TFD_tw2_margin_neighbor_distances,TFD_tw2_margin_neighbor_underprediction,TFD_tw3_margin_source,TFD_tw3_margin_in_support,TFD_tw3_margin_k,TFD_tw3_margin_nearest_distance,TFD_tw3_margin_support_radius,TFD_tw3_margin_neighbor_samples,TFD_tw3_margin_neighbor_distances,TFD_tw3_margin_neighbor_underprediction,TFD_frame_margin_source,TFD_frame_margin_in_support,TFD_frame_margin_k,TFD_frame_margin_nearest_distance,TFD_frame_margin_support_radius,TFD_frame_margin_neighbor_samples,TFD_frame_margin_neighbor_distances,TFD_frame_margin_neighbor_underprediction,min_de_reproducibility_required,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_performance_reproducibility_pass,stage2_performance_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,stage1_geometry_n_basins,stage2_geometry_n_basins,geometry_unique_or_reproducible,stage1_performance_spread_min_window_tfd,stage2_best_distortion_measure,stage2_performance_spread_distortion,feasible_domain_found,minimum_domain_violation,feasible,tw1,tw2,tw3,TFD_tw1,TFD_tw2,TFD_tw3,TFD_tw1_margin,TFD_tw2_margin,TFD_tw3_margin,TFD_tw1_conservative,TFD_tw2_conservative,TFD_tw3_conservative,TFD_frame,TFD_frame_margin,TFD_frame_conservative,min_window_tfd,max_window_tfd,mean_window_tfd,window_tfd_range_diagnostic,distortion_measure,stage1_Tmin_star,stage1_preservation_threshold,max_constraint_violation,stage1_preservation_tolerance,stage1_preservation_tolerance_source,stage1_performance_group_count,stage1_rep_run,stage1_rep_seed,stage2_rep_run,stage2_rep_seed,stage2_tw1_dominant_basin_iqr,stage2_tw2_dominant_basin_iqr,stage2_tw3_dominant_basin_iqr,stage2_tw1_dominant_basin_range,stage2_tw2_dominant_basin_range,stage2_tw3_dominant_basin_range
-3,34,45,100,0,local_oof,1.0,True,-1,95.0,global,local_knn_max,True,4,0.17174575379389254,0.59278440308231,0;10;11;2,0.17174575;0.33387793;0.43662751;0.43915472,13.267444;0;0;0,local_knn_max,True,4,0.17174575379389254,0.59278440308231,0;10;11;2,0.17174575;0.33387793;0.43662751;0.43915472,3.4665909;1.0365921;0;0,local_knn_max,True,4,0.17174575379389254,0.59278440308231,0;10;11;2,0.17174575;0.33387793;0.43662751;0.43915472,25.311042;0;14.275599;9.5435985,local_knn_max,True,4,0.17174575379389254,0.59278440308231,0;10;11;2,0.17174575;0.33387793;0.43662751;0.43915472,0;0;1.1710341;0,0.8,0.06666666666666667,0.5,False,False,False,0.9333333333333333,0.5,3,6,False,3.3572601410014613e-07,1.4725193044203664e-06,4.6883373925092775e-07,True,0.0,True,8.2054682318309,9.400000095124014,11.472586453067716,74.68796825218023,83.96102138723137,74.68795983562538,13.267443650275872,3.4665908508662113,25.311042278768838,87.95541190245609,87.42761223809758,99.99900211439422,65.58293975732062,1.1710340745188148,66.75397383183943,74.68795983562538,83.96102138723137,77.77898315834565,9.273061551605991,1.4725193044203664e-06,74.68895765358474,74.68795765358473,0.0,0.001,performance_group_spread,2,3,45,19,61,1.3063706703064781e-06,1.8146575442301582e-07,5.95787694734895e-07,3.057991619925815e-06,3.656361453607815e-07,2.5348895906773805e-06
+w_val,b_val,h_val,tfd_w_val,it,safety_margin_mode,safety_margin_factor,local_margin_support_pass,local_margin_k_requested,local_support_percentile,local_margin_fallback,TFD_tw1_margin_source,TFD_tw1_margin_in_support,TFD_tw1_margin_k,TFD_tw1_margin_nearest_distance,TFD_tw1_margin_support_radius,TFD_tw1_margin_neighbor_samples,TFD_tw1_margin_neighbor_distances,TFD_tw1_margin_neighbor_underprediction,TFD_tw2_margin_source,TFD_tw2_margin_in_support,TFD_tw2_margin_k,TFD_tw2_margin_nearest_distance,TFD_tw2_margin_support_radius,TFD_tw2_margin_neighbor_samples,TFD_tw2_margin_neighbor_distances,TFD_tw2_margin_neighbor_underprediction,TFD_tw3_margin_source,TFD_tw3_margin_in_support,TFD_tw3_margin_k,TFD_tw3_margin_nearest_distance,TFD_tw3_margin_support_radius,TFD_tw3_margin_neighbor_samples,TFD_tw3_margin_neighbor_distances,TFD_tw3_margin_neighbor_underprediction,TFD_frame_margin_source,TFD_frame_margin_in_support,TFD_frame_margin_k,TFD_frame_margin_nearest_distance,TFD_frame_margin_support_radius,TFD_frame_margin_neighbor_samples,TFD_frame_margin_neighbor_distances,TFD_frame_margin_neighbor_underprediction,min_de_reproducibility_required,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_performance_reproducibility_pass,stage2_performance_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,stage1_geometry_n_basins,stage2_geometry_n_basins,geometry_unique_or_reproducible,stage1_performance_spread_min_window_tfd,stage2_best_distortion_measure,stage2_performance_spread_distortion,feasible_domain_found,minimum_domain_violation,feasible,tw1,tw2,tw3,geometry_projection_applied,manufacturing_thickness_resolution_mm,candidate_tw1_raw,candidate_tw2_raw,candidate_tw3_raw,candidate_tw1,candidate_tw2,candidate_tw3,rounding_delta_tw1,rounding_delta_tw2,rounding_delta_tw3,manuf_min_window_tfd,manuf_max_window_tfd,manuf_mean_window_tfd,manuf_distortion_measure,manuf_frame_tfd,manuf_frame_tfd_conservative,manuf_max_constraint_violation,manuf_feasible,manuf_local_margin_support_pass,manuf_TFD_tw1,manuf_TFD_tw2,manuf_TFD_tw3,manuf_TFD_tw1_conservative,manuf_TFD_tw2_conservative,manuf_TFD_tw3_conservative,TFD_tw1,TFD_tw2,TFD_tw3,TFD_tw1_margin,TFD_tw2_margin,TFD_tw3_margin,TFD_tw1_conservative,TFD_tw2_conservative,TFD_tw3_conservative,TFD_frame,TFD_frame_margin,TFD_frame_conservative,min_window_tfd,max_window_tfd,mean_window_tfd,window_tfd_range_diagnostic,distortion_measure,stage1_Tmin_star,stage1_preservation_threshold,max_constraint_violation,stage1_preservation_tolerance,stage1_preservation_tolerance_source,stage1_performance_group_count,stage1_rep_run,stage1_rep_seed,stage2_rep_run,stage2_rep_seed,stage2_tw1_dominant_basin_iqr,stage2_tw2_dominant_basin_iqr,stage2_tw3_dominant_basin_iqr,stage2_tw1_dominant_basin_range,stage2_tw2_dominant_basin_range,stage2_tw3_dominant_basin_range
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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it1_lexicographic_optimization_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it2_lexicographic_optimization_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it3_lexicographic_optimization_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it4_adaptive_acceptance_details.csv

+output,output_group,is_acceptance_gate,surrogate_prediction,fem_value,absolute_error,relative_error,oof_abs_error_envelope,oof_error_rule,local_acceptance_k,local_acceptance_auto_k,local_acceptance_n_samples,neighbour_sample_indices,neighbour_distances,neighbour_abs_errors,local_oof_rmse,local_oof_mae,local_oof_max_abs_error,global_oof_rmse,local_acceptance_threshold,error_to_threshold_ratio,local_accuracy_pass,local_support_pass,local_support_nearest_distance,local_support_radius,physical_limit,fem_value_physical_acceptance,physical_acceptance_resolution,physical_acceptance_decimals,physical_acceptance_rounding,fem_physical_pass,local_safety_margin,conservative_surrogate_prediction,conservative_constraint_pass,physical_constraint_is_gate,conservative_constraint_is_gate,local_accuracy_is_gate,support_is_gate,diagnostic_only,oof_damage_safety_margin,safety_margin_source,local_margin_in_support,local_margin_k,local_margin_nearest_distance,local_margin_support_radius
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+tfmmax_frame,damage_frame,True,64.48186739227864,64.2436,0.2382673922786438,0.0037088113411864183,7.7935705956627,max_abs_oof_error_small_n,5,5,20,19;18;17;2;16,0.0808825;0.217891;0.248534;0.251322;0.333454,0.673726;0.42521;0.359029;0.859898;1.24241,0.7805927903422709,0.7120550395281355,1.242412695885719,2.9872058450276535,0.7805927903422709,0.30523903785246254,True,True,0.08088247837845955,0.5722090560728312,90.0,64.2,0.1,1.0,ROUND_HALF_UP,True,0.4252095941637606,64.9070769864424,True,True,False,False,False,True,0.4252095941637606,local_knn_max,True,5.0,0.0808986433707628,0.5722090560728312
+min_window_tfd,stage1_objective,True,92.14637114199517,91.1585,0.9878711419951713,0.010836851659419267,,,5,5,20,19;18;17;2;16,0.0808825;0.217891;0.248534;0.251322;0.333454,0.831439;0.328627;1.87876;2.09052;1.39437,1.4590120643573894,1.3047441121324455,2.090523753382257,9.932758830587483,1.4590120643573894,0.677082229906215,True,True,0.08088247837845955,0.5722090560728312,,,,,,True,,,,False,False,False,False,True,,,,,,
+distortion_measure,stage2_objective,True,1.6018888684774377e-06,1.4924798580039714e-06,1.0940901047346625e-07,0.07330685897482653,,,5,5,20,19;18;17;2;16,0.0808825;0.217891;0.248534;0.251322;0.333454,1.86611e-07;3.92916e-08;3.39204e-08;8.33742e-07;1.42249e-07,3.880407001529728e-07,2.4716269916133807e-07,8.337415941658506e-07,4.6389477284283405e-07,3.880407001529728e-07,0.2819524097094331,True,True,0.08088247837845955,0.5722090560728312,,,,,,True,,,,False,False,False,False,True,,,,,,
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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it4_adaptive_acceptance_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_adaptive_acceptance_details.csv

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+distortion_measure,stage2_objective,True,2.0697522069233507e-06,1.5997753569919542e-06,4.699768499313965e-07,0.29377677801906543,,,5,5,21,20;19;2;18;17,0.0696818;0.132953;0.254503;0.269579;0.303474,5.09044e-08;2.25132e-08;7.54128e-08;5.358e-08;2.42271e-08,4.948324699465489e-08,4.5327499121693955e-08,7.541277591664806e-08,4.996601514034076e-07,4.948324699465489e-08,9.497696260355807,False,True,0.06968181653455625,0.5670652193204614,,,,,,True,,,,False,False,False,False,True,,,,,,
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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_adaptive_acceptance_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_feasibility_de_convergence.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_feasibility_de_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_lexicographic_optimization_summary.csv

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Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_stage1_utilization_de_summary.csv

+n_runs,min_objective,median_objective,mean_objective,std_objective,iqr_objective,median_nit,median_nfev,tw1_median,tw1_mean,tw1_std,tw1_iqr,tw2_median,tw2_mean,tw2_std,tw2_iqr,tw3_median,tw3_mean,tw3_std,tw3_iqr,n_basins,reproducibility_rate,geometry_n_basins,geometry_reproducibility_rate,dominant_basin_count,geometry_dominant_basin_count,dominant_basin_indices,geometry_dominant_basin_indices,best_basin_run_idx,best_basin_objective,best_basin_x,tw1_dominant_basin_std,tw1_dominant_basin_iqr,tw1_dominant_basin_range,tw2_dominant_basin_std,tw2_dominant_basin_iqr,tw2_dominant_basin_range,tw3_dominant_basin_std,tw3_dominant_basin_iqr,tw3_dominant_basin_range,performance_reproducibility_rate,performance_equivalent_count,performance_equivalent_indices,performance_best_objective,performance_best_run_idx,performance_relative_tolerance,performance_max_relative_error_equivalent_group,performance_objective_spread,performance_objective_iqr,n_total_runs,n_valid_runs,n_successful_runs,representative_run_idx,geometry_basin_rep_run_idx,stage1_performance_group_count
+30,-94.35077181869765,-94.35077175336318,-94.35077167884515,2.1540213284808376e-07,1.0879422518428328e-07,94.5,2944.5,5.679728559741963,5.669353294791067,0.03581337656294663,0.06026857250723783,8.686753463945859,8.686445811208642,0.011700187132422086,0.015877569194053365,8.995530019040972,8.968418092780333,0.09607933694914178,0.1312110446851502,4,0.7,4,0.7,21,21,0;20;29;28;18;13;2;3;22;25;1;5;11;19;24;6;9;26;16;10;27,0;20;29;28;18;13;2;3;22;25;1;5;11;19;24;6;9;26;16;10;27,0,-94.35077181480665,"[5.688344648546245, 8.686121479959464, 8.98898651644463]",0.026343201843429236,0.025828136484988384,0.09793508634614234,0.006278486383958713,0.01032158764470914,0.021830444977577912,0.042322460220702025,0.06080817596940413,0.1488271606433198,1.0,30,0;1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;18;19;20;21;22;23;24;25;26;27;28;29,-94.35077181869765,7,0.001,1.0259541214514197e-08,9.679956320951533e-07,1.0879422518428328e-07,30,30,30,7,0,30

Code/reports/width_optimization/3W/ml_optimization/ml_3W_B34_H45_TFD_W100_it5_stage2_distortion_de_summary.csv

+n_runs,min_objective,median_objective,mean_objective,std_objective,iqr_objective,median_nit,median_nfev,tw1_median,tw1_mean,tw1_std,tw1_iqr,tw2_median,tw2_mean,tw2_std,tw2_iqr,tw3_median,tw3_mean,tw3_std,tw3_iqr,n_basins,reproducibility_rate,geometry_n_basins,geometry_reproducibility_rate,dominant_basin_count,geometry_dominant_basin_count,dominant_basin_indices,geometry_dominant_basin_indices,best_basin_run_idx,best_basin_objective,best_basin_x,tw1_dominant_basin_std,tw1_dominant_basin_iqr,tw1_dominant_basin_range,tw2_dominant_basin_std,tw2_dominant_basin_iqr,tw2_dominant_basin_range,tw3_dominant_basin_std,tw3_dominant_basin_iqr,tw3_dominant_basin_range,performance_reproducibility_rate,performance_equivalent_count,performance_equivalent_indices,performance_best_objective,performance_best_run_idx,performance_relative_tolerance,performance_max_relative_error_equivalent_group,performance_objective_spread,performance_objective_iqr,n_total_runs,n_valid_runs,n_successful_runs,representative_run_idx,geometry_basin_rep_run_idx
+30,-2.069695961872632e-06,-2.069695842709495e-06,-2.0696957839758767e-06,1.7036027659989453e-13,1.873045197166702e-13,206.0,1533.0,5.751519069677329,5.751518949338657,2.770556471526676e-06,1.138434602587779e-06,8.702867558690691,8.702871068518522,9.134807843255873e-06,3.259558717161326e-06,9.113992328537002,9.113989417961,6.585439902572351e-06,6.859613550957988e-06,1,1.0,1,1.0,30,30,19;6;22;1;13;20;5;23;29;0;28;27;24;17;26;14;3;4;15;25;2;9;16;7;8;21;10;11;12;18,19;6;22;1;13;20;5;23;29;0;28;27;24;17;26;14;3;4;15;25;2;9;16;7;8;21;10;11;12;18,19,-2.069695961872632e-06,"[5.7515193447150015, 8.702866569614644, 9.113993801813855]",2.770556471526676e-06,1.138434602587779e-06,1.5330326837315056e-05,9.134807843255873e-06,3.259558717161326e-06,3.740206325808515e-05,6.585439902572351e-06,6.859613550957988e-06,2.8401849927917056e-05,1.0,30,0;1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;18;19;20;21;22;23;24;25;26;27;28;29,-2.069695961872632e-06,19,0.001,3.111925863669821e-07,6.440740393684431e-13,1.873045197166702e-13,30,30,30,19,19

Code/reports/width_optimization/3W/rbf_optimization/it5/optimization_results_3W_B29_H45_TFD_W100.csv

+Parameter,Value
+Configuration_W,3.0
+Configuration_B,29.0
+Configuration_H,45.0
+Configuration_TFD_W,100.0
+Iteration,5.0
+tw1_optimal,5.337215222757071
+tw2_optimal,7.106062235968703
+tw3_optimal,8.171350639324672
+candidate_tw1_raw,5.337215222757071
+candidate_tw1,5.34
+rounding_delta_tw1,0.0027847772429288042
+candidate_tw2_raw,7.106062235968703
+candidate_tw2,7.11
+rounding_delta_tw2,0.003937764031297419
+candidate_tw3_raw,8.171350639324672
+candidate_tw3,8.17
+rounding_delta_tw3,-0.0013506393246718318
+Objective_score,-1.2639274263040603e-06
+Exy_tw1,0.050540128390032524
+Exy_tw2,0.05603599976626583
+Exy_tw3,0.056534149738015405
+TFM_tw1,97.06744876678567
+TFM_tw2,97.06744844286004
+TFM_tw3,97.09774920222117
+TFM_frame,58.10309412993661
+manuf_Exy_tw1,0.0505029233274511
+manuf_Exy_tw2,0.0559981299252037
+manuf_Exy_tw3,0.05655981456553727
+manuf_TFM_tw1,96.98173288014368
+manuf_TFM_tw2,96.95893012915622
+manuf_TFM_tw3,97.16851896967273
+manuf_TFM_frame,58.12539161620555

Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B29_H45_TFD_W100_it4_adaptive_acceptance_details.csv

+output,output_group,is_acceptance_gate,surrogate_prediction,fem_value,absolute_error,relative_error,oof_abs_error_envelope,oof_error_rule,local_acceptance_k,local_acceptance_auto_k,local_acceptance_n_samples,neighbour_sample_indices,neighbour_distances,neighbour_abs_errors,local_oof_rmse,local_oof_mae,local_oof_max_abs_error,global_oof_rmse,local_acceptance_threshold,error_to_threshold_ratio,local_accuracy_pass,local_support_pass,local_support_nearest_distance,local_support_radius,physical_limit,fem_value_physical_acceptance,physical_acceptance_resolution,physical_acceptance_decimals,physical_acceptance_rounding,fem_physical_pass,local_safety_margin,conservative_surrogate_prediction,conservative_constraint_pass,physical_constraint_is_gate,conservative_constraint_is_gate,local_accuracy_is_gate,support_is_gate,diagnostic_only,oof_damage_safety_margin,safety_margin_source,local_margin_in_support,local_margin_k,local_margin_nearest_distance,local_margin_support_radius
+tfmmax_tw1,damage_window,True,94.80421730852686,96.2332,1.4289826914731378,0.01484916527220479,30.897483230564035,max_abs_oof_error_small_n,5,5,20,17;19;18;2;16,0.121564;0.123593;0.135077;0.18332;0.197528,0.118712;0.0347214;0.0409701;7.24783;2.9852,3.5059781144248734,2.085486719879296,7.247827474134411,13.921169934558314,3.5059781144248734,0.40758460116843903,True,True,0.12156388352540311,0.5722090560728312,100.0,96.2,0.1,1.0,ROUND_HALF_UP,True,0.0347214161417355,94.8389387246686,True,True,False,False,False,True,0.0347214161417355,local_knn_max,True,5.0,0.1213320184610078,0.5722090560728312
+tfmmax_tw2,damage_window,True,100.00156637773398,100.7548,0.7532336222660234,0.007475908068558752,11.459615231204404,max_abs_oof_error_small_n,5,5,20,17;19;18;2;16,0.121564;0.123593;0.135077;0.18332;0.197528,0.0528334;0.00831209;0.000230592;1.80762;0.0269073,0.8088355931442028,0.3791807100049226,1.8076201383963169,5.121897754558527,0.8088355931442028,0.9312567704123446,True,True,0.12156388352540311,0.5722090560728312,100.0,100.8,0.1,1.0,ROUND_HALF_UP,False,0.0528334490693112,100.05439982680329,False,True,False,False,False,True,0.0528334490693112,local_knn_max,True,5.0,0.1213320184610078,0.5722090560728312
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+distortion_measure,stage2_objective,True,1.2228068903294602e-06,1.280785087656332e-06,5.797819732687183e-08,0.04526770172891714,,,5,5,20,17;19;18;2;16,0.121564;0.123593;0.135077;0.18332;0.197528,7.62489e-09;4.29969e-09;6.11538e-09;3.56543e-08;7.01526e-09,1.693792222902993e-08,1.2141901458615819e-08,3.5654284194424886e-08,3.5467846447382667e-07,1.693792222902993e-08,3.422981670532346,False,True,0.12156388352540311,0.5722090560728312,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw1,exy_diagnostic,False,0.042622898795780406,0.0510282,0.008405301204219597,0.16471874775554685,0.0182657568131612,max_abs_oof_error_small_n,5,5,20,17;19;18;2;16,0.121564;0.123593;0.135077;0.18332;0.197528,0.000450794;0.00044967;0.000423429;0.0043357;0.000813718,0.002002257582397113,0.0012946630343780598,0.0043357040477485,0.007418193425353054,0.002002257582397113,4.197912035951302,False,True,0.12156388352540311,0.5722090560728312,,,,,,True,,,,False,False,False,False,True,,,,,,
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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B29_H45_TFD_W100_it4_adaptive_acceptance_summary.csv

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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B29_H45_TFD_W100_it5_lexicographic_optimization_summary.csv

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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B29_H45_TFD_W100_it5_stage1_utilization_de_summary.csv

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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B29_H45_TFD_W100_it5_stage2_distortion_de_summary.csv

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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B34_H45_TFD_W100_it7_adaptive_acceptance_details.csv

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Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B34_H45_TFD_W100_it7_adaptive_acceptance_summary.csv

+surrogate,W,B,H,TFD_W_limit,TFD_frame_limit,iteration,candidate_row_zero_based,geometry_match,geometry_match_tolerance_mm,geometry_projection_applied,manufacturing_thickness_resolution_mm,surrogate_validation_geometry_matches_fem_candidate,tfd_physical_acceptance_resolution,tfd_physical_acceptance_decimals,tfd_physical_acceptance_rounding,fem_tfmmax_tw1_raw,fem_tfmmax_tw1_acceptance,fem_tfmmax_tw1_limit,fem_tfmmax_tw1_physical_pass,fem_tfmmax_tw2_raw,fem_tfmmax_tw2_acceptance,fem_tfmmax_tw2_limit,fem_tfmmax_tw2_physical_pass,fem_tfmmax_tw3_raw,fem_tfmmax_tw3_acceptance,fem_tfmmax_tw3_limit,fem_tfmmax_tw3_physical_pass,fem_tfmmax_frame_raw,fem_tfmmax_frame_acceptance,fem_tfmmax_frame_limit,fem_tfmmax_frame_physical_pass,fem_feasible,damage_local_accuracy_pass,min_window_tfd_local_accuracy_pass,distortion_measure_local_accuracy_pass,surrogate_local_accuracy_pass,local_acceptance_support_pass,local_margin_support_pass,C_FEM_fem_feasibility,C_FEM_surrogate_local_accuracy,C_FEM_local_support,C_FEM,C_FEM_definition,local_oof_support_pass,surrogate_local_validity_pass,safety_margin_mode,de_reproducibility_warning_threshold,de_final_reproducibility_requirement,de_reproducibility_source,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_R_perf,stage2_R_perf,stage1_n_runs,stage2_n_runs,stage1_n_equivalent,stage2_n_equivalent,stage1_reproducibility_warning_pass,stage2_reproducibility_warning_pass,stage1_final_reproducibility_pass,stage2_final_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,geometry_reproducibility_diagnostic,accepted,final_converged,recommended_action,diagnostic_recommendation,continuation_reason,failed_criteria,failed_subcriteria,diagnostic_warnings,C_DE,C_STABILITY,C_CONS,conservatism_gap_rtol,conservatism_gap_eps,stage1_Tmin_star_conservative,stage1_Tmin_star_shadow,stage1_conservatism_gap_absolute,stage1_conservatism_gap_relative,stage1_conservative_margin_materially_limiting,stage1_shadow_status,shadow_stage1_assessable,shadow_stage1_n_runs,shadow_stage1_seed_base,shadow_stage1_equivalent_runs,shadow_stage1_R_perf,shadow_stage1_geometry_reproducibility,shadow_stage1_max_constraint_violation,stage1_shadow_message,shadow_stage1_tw1,shadow_stage1_tw2,shadow_stage1_tw3,current_stage1_Tmin_star,previous_stage1_Tmin_star,delta_stage1_optimum,delta_stage1_optimum_percent,stage1_optimum_stable,stage1_optimum_stability_status,current_stage2_distortion,previous_stage2_distortion,delta_stage2_optimum,delta_stage2_optimum_percent,stage2_optimum_stable,stage2_optimum_stability_status,adaptive_stability_limit,adaptive_stability_limit_percent,report_schema_version,convergence_logic_version,fem_min_window_tfd,pred_min_window_tfd,fem_distortion_measure,pred_distortion_measure,surrogate_manuf_window_tfd_pass,surrogate_manuf_frame_tfd_pass,surrogate_manuf_conservative_pass,surrogate_manuf_stage1_preservation_pass,surrogate_manuf_feasibility_pass,candidate_tw1_raw,candidate_tw2_raw,candidate_tw3_raw,candidate_tw1,candidate_tw2,candidate_tw3,rounding_delta_tw1,rounding_delta_tw2,rounding_delta_tw3,delta_tw1,de_repeatability_range_tw1,delta_within_de_repeatability_tw1,delta_tw2,de_repeatability_range_tw2,delta_within_de_repeatability_tw2,delta_tw3,de_repeatability_range_tw3,delta_within_de_repeatability_tw3
+rbf,3,34,45,100.0,90.0,7,23,True,0.01,True,0.01,True,0.1,1,ROUND_HALF_UP,99.6548,99.7,100.0,True,97.9316,97.9,100.0,True,98.4449,98.4,100.0,True,63.4908,63.5,90.0,True,True,False,True,True,False,True,True,True,False,True,True,physical_fem_feasibility_only,True,False,local_oof,0.8,1.0,optimizer_summary_performance_fields,1.0,1.0,1.0,1.0,30,30,30,30,True,True,True,True,True,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,False,False,CONTINUE_ADAPTIVE_ENRICHMENT_CONSERVATIVE_MARGIN_LIMITING_OPTIMUM,ADD_FEM_AND_RETRAIN_LOCAL_SURROGATE_ERROR,Conservative margin materially limits the Stage-1 optimum (gap_rel=0.0205956 > CONSERVATISM_GAP_RTOL=0.02),C_CONS,stage1_conservative_margin_gap,stage1_conservative_margin_limiting;tfmmax_tw1_conservative_constraint;tfmmax_tw2_conservative_constraint;tfmmax_tw3_local_accuracy,True,True,False,0.02,1e-12,97.94043851547758,99.99999650403333,2.0595579885557527,0.02059558060557216,True,OK,True,30,42,30,1.0,1.0,0.0,,6.14626236689825,8.183632886075848,8.842413048033741,97.94043851547758,97.86139521630888,0.0008070547811179283,0.08070547811179284,True,STABLE,1.5278226245354791e-06,1.5119368090255392e-06,0.010397683117678568,1.039768311767857,True,STABLE,0.02,2.0,5,four_criteria_fem_de_stability_conservatism_v3,97.9316,97.94992401998024,1.5270498909924635e-06,1.5280505823503958e-06,True,True,False,True,False,6.233835127146829,8.310081731902367,8.929978947572797,6.23,8.31,8.93,-0.003835127146828654,-8.173190236604455e-05,2.1052427202405966e-05,0.05945397232579186,3.6298859438232967e-06,False,0.1799906753749596,6.85180388515505e-06,False,0.10774982383488307,7.537873587537547e-06,False

Code/reports/width_optimization/3W/rbf_optimization/rbf_3W_B34_H45_TFD_W100_it8_feasibility_de_summary.csv

+n_runs,min_objective,median_objective,mean_objective,std_objective,iqr_objective,median_nit,median_nfev,tw1_median,tw1_mean,tw1_std,tw1_iqr,tw2_median,tw2_mean,tw2_std,tw2_iqr,tw3_median,tw3_mean,tw3_std,tw3_iqr,n_basins,reproducibility_rate,geometry_n_basins,geometry_reproducibility_rate,dominant_basin_count,geometry_dominant_basin_count,dominant_basin_indices,geometry_dominant_basin_indices,best_basin_run_idx,best_basin_objective,best_basin_x,tw1_dominant_basin_std,tw1_dominant_basin_iqr,tw1_dominant_basin_range,tw2_dominant_basin_std,tw2_dominant_basin_iqr,tw2_dominant_basin_range,tw3_dominant_basin_std,tw3_dominant_basin_iqr,tw3_dominant_basin_range,performance_reproducibility_rate,performance_equivalent_count,performance_equivalent_indices,performance_best_objective,performance_best_run_idx,performance_relative_tolerance,performance_max_relative_error_equivalent_group,performance_objective_spread,performance_objective_iqr,n_total_runs,n_valid_runs,n_successful_runs,representative_run_idx,geometry_basin_rep_run_idx
+30,0.0,0.0,0.0,0.0,0.0,9.0,750.0,10.878578175570937,10.64456724898764,1.770449746206045,2.6029579922618975,10.956704303409971,11.202542163879137,1.2338869645244155,1.6045220507187974,12.13004448085906,11.930626204650402,0.8591405598962993,1.0607332820393296,30,0.03333333333333333,30,0.03333333333333333,1,1,0,0,0,0.0,"[7.660530028157383, 10.340468089602648, 9.664633843137432]",0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0,30,0;1;2;3;4;5;6;7;8;9;10;11;12;13;14;15;16;17;18;19;20;21;22;23;24;25;26;27;28;29,0.0,0,0.001,0.0,0.0,0.0,30,30,30,0,0

Code/reports/width_optimization/5W/ml_optimization/it0/optimization_results_5W_B34_H60_TFD_W100.csv

@@ -9,6 +9,21 @@ tw2_optimal,7.391105690940701
 tw3_optimal,8.717165664307421
 tw4_optimal,7.6373654632106565
 tw5_optimal,5.000002113460001
+candidate_tw1_raw,6.477415261361364
+candidate_tw1,6.48
+rounding_delta_tw1,0.002584738638636175
+candidate_tw2_raw,7.391105690940701
+candidate_tw2,7.39
+rounding_delta_tw2,-0.0011056909407010096
+candidate_tw3_raw,8.717165664307421
+candidate_tw3,8.72
+rounding_delta_tw3,0.002834335692579515
+candidate_tw4_raw,7.6373654632106565
+candidate_tw4,7.64
+rounding_delta_tw4,0.0026345367893432226
+candidate_tw5_raw,5.000002113460001
+candidate_tw5,5.0
+rounding_delta_tw5,-2.1134600007854942e-06
 Objective_score,-2.1830144805089983e-06
 Exy_tw1,0.04310913499307811
 Exy_tw2,0.05308465846869326
@@ -21,3 +36,14 @@ TFM_tw3,87.47406090949943
 TFM_tw4,78.45983081650795
 TFM_tw5,80.42900997307835
 TFM_frame,65.56993503879988
+manuf_Exy_tw1,0.043087689908195115
+manuf_Exy_tw2,0.05309924057380244
+manuf_Exy_tw3,0.06139174476265907
+manuf_Exy_tw4,0.05633479526678742
+manuf_Exy_tw5,0.04767134988112252
+manuf_TFM_tw1,78.40678904883342
+manuf_TFM_tw2,85.34717703495107
+manuf_TFM_tw3,87.42600817943544
+manuf_TFM_tw4,78.4161028876088
+manuf_TFM_tw5,80.4455660686977
+manuf_TFM_frame,65.57626681645917

Code/reports/width_optimization/5W/ml_optimization/it1/optimization_results_5W_B34_H60_TFD_W100.csv

@@ -9,6 +9,21 @@ tw2_optimal,7.643254651524753
 tw3_optimal,8.669906527927564
 tw4_optimal,7.610616486945023
 tw5_optimal,5.000000101902803
+candidate_tw1_raw,6.236865489847775
+candidate_tw1,6.24
+rounding_delta_tw1,0.0031345101522255447
+candidate_tw2_raw,7.643254651524753
+candidate_tw2,7.64
+rounding_delta_tw2,-0.003254651524753349
+candidate_tw3_raw,8.669906527927564
+candidate_tw3,8.67
+rounding_delta_tw3,9.347207243592948e-05
+candidate_tw4_raw,7.610616486945023
+candidate_tw4,7.61
+rounding_delta_tw4,-0.0006164869450229205
+candidate_tw5_raw,5.000000101902803
+candidate_tw5,5.0
+rounding_delta_tw5,-1.0190280264055218e-07
 Objective_score,-1.9874001660673296e-06
 Exy_tw1,0.045229465548569325
 Exy_tw2,0.048423785997055345
@@ -21,3 +36,14 @@ TFM_tw3,86.98758666198546
 TFM_tw4,80.80336777904323
 TFM_tw5,80.80336597578146
 TFM_frame,66.40531442013825
+manuf_Exy_tw1,0.04519335945996861
+manuf_Exy_tw2,0.04843853551775869
+manuf_Exy_tw3,0.05517561570825569
+manuf_Exy_tw4,0.05761485503682837
+manuf_Exy_tw5,0.04708339722497959
+manuf_TFM_tw1,80.7116371282473
+manuf_TFM_tw2,81.90600090273304
+manuf_TFM_tw3,87.00339373386481
+manuf_TFM_tw4,80.81446596100373
+manuf_TFM_tw5,80.80511213343665
+manuf_TFM_frame,66.40549336374049

Code/reports/width_optimization/5W/ml_optimization/ml_5W_B34_H60_TFD_W100_it3_adaptive_acceptance_details.csv

+output,output_group,is_acceptance_gate,surrogate_prediction,fem_value,absolute_error,relative_error,oof_abs_error_envelope,oof_error_rule,local_acceptance_k,local_acceptance_auto_k,local_acceptance_n_samples,neighbour_sample_indices,neighbour_distances,neighbour_abs_errors,local_oof_rmse,local_oof_mae,local_oof_max_abs_error,global_oof_rmse,local_acceptance_threshold,error_to_threshold_ratio,local_accuracy_pass,local_support_pass,local_support_nearest_distance,local_support_radius,physical_limit,fem_value_physical_acceptance,physical_acceptance_resolution,physical_acceptance_decimals,physical_acceptance_rounding,fem_physical_pass,local_safety_margin,conservative_surrogate_prediction,conservative_constraint_pass,physical_constraint_is_gate,conservative_constraint_is_gate,local_accuracy_is_gate,support_is_gate,diagnostic_only,oof_damage_safety_margin,safety_margin_source,local_margin_in_support,local_margin_k,local_margin_nearest_distance,local_margin_support_radius
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+tfmmax_tw2,damage_window,True,81.13390846028487,81.2251,0.09119153971512617,0.0011227014767002585,16.717661756505095,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,1.5774;3.06667;1.3881;8.17054;1.24788;13.9515;14.2408;11.1972;1.06908,8.206348461719356,6.212121787971019,14.24077714652271,7.7732623150297835,7.7732623150297835,0.011731437332148846,True,True,0.016350747346085107,0.6314454673530727,100.0,81.2,0.1,1.0,ROUND_HALF_UP,True,11.197199633627989,92.33110809391286,True,True,False,False,False,True,11.197199633627989,local_knn_max,True,9.0,0.0168592151705778,0.6314454673530727
+tfmmax_tw3,damage_window,True,81.12338132564437,79.9957,1.1276813256443745,0.01409677427217181,13.26497895374025,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,1.76582;1.02162;0.619786;6.42639;1.82233;16.1928;13.0551;5.40878;4.57224,7.688132449817854,5.6538681028803985,16.192787640639494,8.360711217901226,7.688132449817854,0.14667818654335116,True,True,0.016350747346085107,0.6314454673530727,100.0,80.0,0.1,1.0,ROUND_HALF_UP,True,13.055050956614709,94.17843228225908,True,True,False,False,False,True,13.055050956614709,local_knn_max,True,9.0,0.0168592151705778,0.6314454673530727
+tfmmax_tw4,damage_window,True,81.14387272980198,80.1849,0.9589727298019852,0.011959517687270112,9.508497780672718,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,1.20568;0.586563;2.65541;2.88711;7.43985;0.605791;13.087;1.74663;1.91129,5.279688811673227,3.5694810909858825,13.086998372014987,5.731463059338281,5.279688811673227,0.18163432808420954,True,True,0.016350747346085107,0.6314454673530727,100.0,80.2,0.1,1.0,ROUND_HALF_UP,True,13.086998372014987,94.23087110181697,True,True,False,False,False,True,13.086998372014987,local_knn_max,True,9.0,0.0168592151705778,0.6314454673530727
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+min_window_tfd,stage1_objective,True,81.07588699944881,77.2606,3.8152869994488157,0.04938205242321204,,,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,0.231503;0.586563;1.46947;1.35589;6.33325;2.00762;14.2408;11.1972;3.92565,6.60070558304964,4.594214112696799,14.24077714652271,4.3602522076951455,4.3602522076951455,0.8750152096054091,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+distortion_measure,stage2_objective,True,1.8685829607745945e-06,1.8389495801932005e-06,2.9633380581393952e-08,0.016114297477520106,,,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,4.16356e-08;1.9131e-08;3.26515e-08;1.09186e-07;1.09892e-07;1.8903e-07;8.43363e-08;1.63479e-08;2.94829e-08,8.891005629650454e-08,7.018815988226673e-08,1.89030110290992e-07,2.7755502939148833e-07,8.891005629650454e-08,0.3332961626137107,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw1,exy_diagnostic,False,0.04225655902447312,0.0411992,0.0010573590244731187,0.025664552332887988,0.0093223342967248,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,0.00123326;0.000747482;0.00155821;0.00105066;0.00583175;0.0010907;0.00368005;0.00109337;0.000687068,0.002494900090594021,0.0018858374772748225,0.0058317458649262,0.004581337133583233,0.002494900090594021,0.42380816308414493,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw2,exy_diagnostic,False,0.046393620481470464,0.0464146,2.0979518529536112e-05,0.0004520025709482816,0.0093812712349753,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,5.57203e-05;0.000575586;0.000386109;0.00556018;0.000352478;0.00591839;0.00422231;0.00555707;0.000714938,0.0035865612571763525,0.002593642946093233,0.0059183895424123,0.004441601143785206,0.0035865612571763525,0.005849480052113478,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw3,exy_diagnostic,False,0.05099287053337601,0.0506421,0.0003507705333760103,0.006926461054656309,0.0176211456059558,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,0.000528322;0.000569455;0.000149968;0.0013584;0.00101579;0.0030648;0.00110337;0.0034223;0.00577065,0.00256311217025862,0.0018870057054225448,0.0057706489146054,0.007546775446246847,0.00256311217025862,0.13685336812263557,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw4,exy_diagnostic,False,0.06303214997282885,0.0630722,4.0050027171140146e-05,0.0006349870017399132,0.009410831275777,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,0.00130773;0.000836923;0.000242143;0.000823398;0.0012843;0.00153092;0.00189706;0.00300953;0.00246551,0.0016955888197081668,0.0014886121476617889,0.0030095319685837,0.004657640045529858,0.0016955888197081668,0.02362012930589698,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,
+exymax_tw5,exy_diagnostic,False,0.0520722179565766,0.0520696,2.6179565765990787e-06,5.027802357995987e-05,0.0090613812740138,p95_abs_oof_error,9,9,67,66;65;64;56;55;2;19;46;21,0.0163507;0.0940473;0.112531;0.577807;0.587563;0.591441;0.641255;0.648658;0.708095,0.00185481;0.00120939;0.000470712;0.00142077;0.00643587;0.00185558;0.00296285;0.00281547;0.00886184,0.004044807232800487,0.003098586457743411,0.0088618381927598,0.004476185650269844,0.004044807232800487,0.0006472388981530016,True,True,0.016350747346085107,0.6314454673530727,,,,,,True,,,,False,False,False,False,True,,,,,,

Code/reports/width_optimization/5W/ml_optimization/ml_5W_B34_H60_TFD_W100_it3_adaptive_acceptance_summary.csv

+surrogate,W,B,H,TFD_W_limit,TFD_frame_limit,iteration,candidate_row_zero_based,geometry_match,geometry_match_tolerance_mm,geometry_projection_applied,manufacturing_thickness_resolution_mm,surrogate_validation_geometry_matches_fem_candidate,tfd_physical_acceptance_resolution,tfd_physical_acceptance_decimals,tfd_physical_acceptance_rounding,fem_tfmmax_tw1_raw,fem_tfmmax_tw1_acceptance,fem_tfmmax_tw1_limit,fem_tfmmax_tw1_physical_pass,fem_tfmmax_tw2_raw,fem_tfmmax_tw2_acceptance,fem_tfmmax_tw2_limit,fem_tfmmax_tw2_physical_pass,fem_tfmmax_tw3_raw,fem_tfmmax_tw3_acceptance,fem_tfmmax_tw3_limit,fem_tfmmax_tw3_physical_pass,fem_tfmmax_tw4_raw,fem_tfmmax_tw4_acceptance,fem_tfmmax_tw4_limit,fem_tfmmax_tw4_physical_pass,fem_tfmmax_tw5_raw,fem_tfmmax_tw5_acceptance,fem_tfmmax_tw5_limit,fem_tfmmax_tw5_physical_pass,fem_tfmmax_frame_raw,fem_tfmmax_frame_acceptance,fem_tfmmax_frame_limit,fem_tfmmax_frame_physical_pass,fem_feasible,damage_local_accuracy_pass,min_window_tfd_local_accuracy_pass,distortion_measure_local_accuracy_pass,surrogate_local_accuracy_pass,local_acceptance_support_pass,local_margin_support_pass,C_FEM_fem_feasibility,C_FEM_surrogate_local_accuracy,C_FEM_local_support,C_FEM,C_FEM_definition,local_oof_support_pass,surrogate_local_validity_pass,safety_margin_mode,de_reproducibility_warning_threshold,de_final_reproducibility_requirement,de_reproducibility_source,stage1_performance_reproducibility_rate,stage2_performance_reproducibility_rate,stage1_R_perf,stage2_R_perf,stage1_n_runs,stage2_n_runs,stage1_n_equivalent,stage2_n_equivalent,stage1_reproducibility_warning_pass,stage2_reproducibility_warning_pass,stage1_final_reproducibility_pass,stage2_final_reproducibility_pass,de_performance_reproducibility_pass,stage1_geometry_reproducibility_rate,stage2_geometry_reproducibility_rate,geometry_reproducibility_diagnostic,accepted,final_converged,recommended_action,diagnostic_recommendation,continuation_reason,failed_criteria,failed_subcriteria,diagnostic_warnings,C_DE,C_STABILITY,C_CONS,conservatism_gap_rtol,conservatism_gap_eps,stage1_Tmin_star_conservative,stage1_Tmin_star_shadow,stage1_conservatism_gap_absolute,stage1_conservatism_gap_relative,stage1_conservative_margin_materially_limiting,stage1_shadow_status,shadow_stage1_assessable,shadow_stage1_n_runs,shadow_stage1_seed_base,shadow_stage1_equivalent_runs,shadow_stage1_R_perf,shadow_stage1_geometry_reproducibility,shadow_stage1_max_constraint_violation,stage1_shadow_message,shadow_stage1_tw1,shadow_stage1_tw2,shadow_stage1_tw3,shadow_stage1_tw4,shadow_stage1_tw5,current_stage1_Tmin_star,previous_stage1_Tmin_star,delta_stage1_optimum,delta_stage1_optimum_percent,stage1_optimum_stable,stage1_optimum_stability_status,current_stage2_distortion,previous_stage2_distortion,delta_stage2_optimum,delta_stage2_optimum_percent,stage2_optimum_stable,stage2_optimum_stability_status,adaptive_stability_limit,adaptive_stability_limit_percent,report_schema_version,convergence_logic_version,fem_min_window_tfd,pred_min_window_tfd,fem_distortion_measure,pred_distortion_measure,surrogate_manuf_window_tfd_pass,surrogate_manuf_frame_tfd_pass,surrogate_manuf_conservative_pass,surrogate_manuf_stage1_preservation_pass,surrogate_manuf_feasibility_pass,candidate_tw1_raw,candidate_tw2_raw,candidate_tw3_raw,candidate_tw4_raw,candidate_tw5_raw,candidate_tw1,candidate_tw2,candidate_tw3,candidate_tw4,candidate_tw5,rounding_delta_tw1,rounding_delta_tw2,rounding_delta_tw3,rounding_delta_tw4,rounding_delta_tw5,delta_tw1,de_repeatability_range_tw1,delta_within_de_repeatability_tw1,delta_tw2,de_repeatability_range_tw2,delta_within_de_repeatability_tw2,delta_tw3,de_repeatability_range_tw3,delta_within_de_repeatability_tw3,delta_tw4,de_repeatability_range_tw4,delta_within_de_repeatability_tw4,delta_tw5,de_repeatability_range_tw5,delta_within_de_repeatability_tw5
+ml,5,34,60,100.0,90.0,3,67,True,0.01,True,0.01,True,0.1,1,ROUND_HALF_UP,77.2606,77.3,100.0,True,81.2251,81.2,100.0,True,79.9957,80.0,100.0,True,80.1849,80.2,100.0,True,79.6724,79.7,100.0,True,69.4703,69.5,90.0,True,True,True,True,True,True,True,True,True,True,True,True,physical_fem_feasibility_only,True,True,local_oof,0.8,1.0,optimizer_summary_performance_fields,1.0,1.0,1.0,1.0,30,30,30,30,True,True,True,True,True,1.0,1.0,PERFORMANCE_AND_GEOMETRY_REPRODUCIBLE,False,False,CONTINUE_ADAPTIVE_ENRICHMENT_OPTIMUM_NOT_STABLE,,Optimum not stabilized across iterations,C_STABILITY,stage2_optimum_stability,,True,False,True,0.02,1e-12,81.09795265328637,81.097965968116,1.3314829629962333e-05,1.6418204169506684e-07,False,OK,True,30,42,30,1.0,1.0,0.0,,6.282618254086824,7.7913712201240095,8.941861179457643,7.0336738808179815,5.000000572315582,81.09795265328637,81.21832385353441,0.0014842692855966508,0.14842692855966508,True,STABLE,1.8679492850654368e-06,1.908750128575943e-06,0.02184258632539754,2.1842586325397537,False,UNSTABLE,0.02,2.0,5,four_criteria_fem_de_stability_conservatism_v3,77.2606,81.07588699944881,1.8389495801932005e-06,1.8685829607745945e-06,True,True,True,False,False,6.282660233695662,7.790944632753316,8.94192007206007,7.0336629346569,5.0000000238526825,6.28,7.79,8.94,7.03,5.0,-0.0026602336956615957,-0.0009446327533160215,-0.001920072060070055,-0.003662934656899708,-2.3852682495828503e-08,0.05266045387458895,1.820343892600107e-05,False,0.08605505951561732,2.6355204401973253e-05,False,0.0010914729393398659,6.1390053289756e-06,False,0.052509429065023205,3.674802983422154e-05,False,1.9945068707727387e-08,4.085551434940271e-07,True

Code/src/width_optimization/run_acceptance.sh

@@ -18,7 +18,7 @@
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 3 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 4 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 5 --surrogate ml --min-de-reproducibility 1.00
-python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 6 --surrogate ml --min-de-reproducibility 1.00
+## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 6 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 0 --surrogate rbf --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 1 --surrogate rbf --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 2 --surrogate rbf --min-de-reproducibility 1.00
@@ -27,6 +27,7 @@ python adaptive_acceptance.py --W 3 --B 29 --TFD_W 100 --it 6 --surrogate ml --m
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 1 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 2 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 3 --surrogate ml --min-de-reproducibility 1.00
+python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 4 --surrogate ml --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 0 --surrogate rbf --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 1 --surrogate rbf --min-de-reproducibility 1.00
 ## python adaptive_acceptance.py --W 3 --B 34 --TFD_W 100 --it 2 --surrogate rbf --min-de-reproducibility 1.00

Code/src/width_optimization/run_ml_1.sh

@@ -31,8 +31,10 @@
 ## python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 5
 ## python ml_surrogate_train.py --W 3 --B 29 --it 6
 ## python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 6
-python ml_surrogate_train.py --W 3 --B 29 --it 7
-python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 7
+## python ml_surrogate_train.py --W 3 --B 29 --it 7
+## python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 7
+python ml_surrogate_train.py --W 3 --B 29 --it 8
+python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 8
 ## python ml_surrogate_train.py --W 3 --B 34 --it 0
 ## python ml_optimization_de.py --W 3 --B 34 --TFD_W 100 --it 0
 ## python ml_surrogate_train.py --W 3 --B 34 --it 1
@@ -43,6 +45,10 @@ python ml_optimization_de.py --W 3 --B 29 --TFD_W 100 --it 7
 ## python ml_optimization_de.py --W 3 --B 34 --TFD_W 100 --it 3
 ## python ml_surrogate_train.py --W 3 --B 34 --it 4
 ## python ml_optimization_de.py --W 3 --B 34 --TFD_W 100 --it 4
+## python ml_surrogate_train.py --W 3 --B 34 --it 5
+## python ml_optimization_de.py --W 3 --B 34 --TFD_W 100 --it 5
+python ml_surrogate_train.py --W 3 --B 34 --it 6
+python ml_optimization_de.py --W 3 --B 34 --TFD_W 100 --it 6
 ## python ml_surrogate_train.py --W 5 --B 34 --it 0
 ## python ml_optimization_de.py --W 5 --B 34 --TFD_W 100 --it 0
 ## python ml_surrogate_train.py --W 5 --B 34 --it 1