├── .gitignore ├── LICENSE ├── README.md ├── _results ├── bearing │ ├── bearing_A_false_ANN.json │ ├── bearing_A_false_GPR.json │ ├── bearing_A_false_MLR.json │ ├── bearing_A_false_SVR.json │ ├── bearing_A_true_ANN.json │ ├── bearing_A_true_GPR.json │ ├── bearing_A_true_MLR.json │ ├── bearing_A_true_SVR.json │ ├── bearing_B_false_ANN.json │ ├── bearing_B_false_GPR.json │ ├── bearing_B_false_MLR.json │ ├── bearing_B_false_SVR.json │ ├── bearing_B_true_ANN.json │ ├── bearing_B_true_GPR.json │ ├── bearing_B_true_MLR.json │ ├── bearing_B_true_SVR.json │ ├── bearing_C_false_ANN.json │ ├── bearing_C_false_GPR.json │ ├── bearing_C_false_MLR.json │ ├── bearing_C_false_SVR.json │ ├── bearing_C_true_ANN.json │ ├── bearing_C_true_GPR.json │ ├── bearing_C_true_MLR.json │ ├── bearing_C_true_SVR.json │ ├── bearing_D_false_ANN.json │ ├── bearing_D_false_GPR.json │ ├── bearing_D_false_MLR.json │ ├── bearing_D_false_SVR.json │ ├── bearing_D_true_ANN.json │ ├── bearing_D_true_GPR.json │ ├── bearing_D_true_MLR.json │ ├── bearing_D_true_SVR.json │ ├── bearing_E_false_ANN.json │ ├── bearing_E_false_GPR.json │ ├── bearing_E_false_MLR.json │ ├── bearing_E_false_SVR.json │ ├── bearing_E_true_ANN.json │ ├── bearing_E_true_GPR.json │ ├── bearing_E_true_MLR.json │ ├── bearing_E_true_SVR.json │ ├── bearing_F_false_ANN.json │ ├── bearing_F_false_GPR.json │ ├── bearing_F_false_MLR.json │ ├── bearing_F_false_SVR.json │ ├── bearing_F_true_ANN.json │ ├── bearing_F_true_GPR.json │ ├── bearing_F_true_MLR.json │ ├── bearing_F_true_SVR.json │ ├── bearing_G_false_ANN.json │ ├── bearing_G_false_GPR.json │ ├── bearing_G_false_MLR.json │ ├── bearing_G_false_SVR.json │ ├── bearing_G_true_ANN.json │ ├── bearing_G_true_GPR.json │ ├── bearing_G_true_MLR.json │ ├── bearing_G_true_SVR.json │ ├── bearing_H_false_ANN.json │ ├── bearing_H_false_GPR.json │ ├── bearing_H_false_MLR.json │ ├── bearing_H_false_SVR.json │ ├── bearing_H_true_ANN.json │ ├── bearing_H_true_GPR.json │ ├── bearing_H_true_MLR.json │ ├── bearing_H_true_SVR.json │ ├── bearing_I_false_ANN.json │ ├── bearing_I_false_GPR.json │ ├── bearing_I_false_MLR.json │ ├── bearing_I_false_SVR.json │ ├── bearing_I_true_ANN.json │ ├── bearing_I_true_GPR.json │ ├── bearing_I_true_MLR.json │ ├── bearing_I_true_SVR.json │ ├── bearing_J_false_ANN.json │ ├── bearing_J_false_GPR.json │ ├── bearing_J_false_MLR.json │ ├── bearing_J_false_SVR.json │ ├── bearing_J_true_ANN.json │ ├── bearing_J_true_GPR.json │ ├── bearing_J_true_MLR.json │ ├── bearing_J_true_SVR.json │ ├── bearing_K_false_ANN.json │ ├── bearing_K_false_GPR.json │ ├── bearing_K_false_MLR.json │ ├── bearing_K_false_SVR.json │ ├── bearing_K_true_ANN.json │ ├── bearing_K_true_GPR.json │ ├── bearing_K_true_MLR.json │ ├── bearing_K_true_SVR.json │ ├── bearing_L_false_ANN.json │ ├── bearing_L_false_GPR.json │ ├── bearing_L_false_MLR.json │ ├── bearing_L_false_SVR.json │ ├── bearing_L_true_ANN.json │ ├── bearing_L_true_GPR.json │ ├── bearing_L_true_MLR.json │ ├── bearing_L_true_SVR.json │ ├── bearing_M_false_ANN.json │ ├── bearing_M_false_GPR.json │ ├── bearing_M_false_MLR.json │ ├── bearing_M_false_SVR.json │ ├── bearing_M_true_ANN.json │ ├── bearing_M_true_GPR.json │ ├── bearing_M_true_MLR.json │ └── bearing_M_true_SVR.json └── vessel │ ├── vessel_A_false_ANN.json │ ├── vessel_A_false_GPR.json │ ├── vessel_A_false_MLR.json │ ├── vessel_A_false_SVR.json │ ├── vessel_A_true_ANN.json │ ├── vessel_A_true_GPR.json │ ├── vessel_A_true_MLR.json │ ├── vessel_A_true_SVR.json │ ├── vessel_B_false_ANN.json │ ├── vessel_B_false_GPR.json │ ├── vessel_B_false_MLR.json │ ├── vessel_B_false_SVR.json │ ├── vessel_B_true_ANN.json │ ├── vessel_B_true_GPR.json │ ├── vessel_B_true_MLR.json │ ├── vessel_B_true_SVR.json │ ├── vessel_C_false_ANN.json │ ├── vessel_C_false_GPR.json │ ├── vessel_C_false_MLR.json │ ├── vessel_C_false_SVR.json │ ├── vessel_C_true_ANN.json │ ├── vessel_C_true_GPR.json │ ├── vessel_C_true_MLR.json │ ├── vessel_C_true_SVR.json │ ├── vessel_D_false_ANN.json │ ├── vessel_D_false_GPR.json │ ├── vessel_D_false_MLR.json │ ├── vessel_D_false_SVR.json │ ├── vessel_D_true_ANN.json │ ├── vessel_D_true_GPR.json │ ├── vessel_D_true_MLR.json │ ├── vessel_D_true_SVR.json │ ├── vessel_E_false_ANN.json │ ├── vessel_E_false_GPR.json │ ├── vessel_E_false_MLR.json │ ├── vessel_E_false_SVR.json │ ├── vessel_E_true_ANN.json │ ├── vessel_E_true_GPR.json │ ├── vessel_E_true_MLR.json │ ├── vessel_E_true_SVR.json │ ├── vessel_F_false_ANN.json │ ├── vessel_F_false_GPR.json │ ├── vessel_F_false_MLR.json │ ├── vessel_F_false_SVR.json │ ├── vessel_F_true_ANN.json │ ├── vessel_F_true_GPR.json │ ├── vessel_F_true_MLR.json │ ├── vessel_F_true_SVR.json │ ├── vessel_G_false_ANN.json │ ├── vessel_G_false_GPR.json │ ├── vessel_G_false_MLR.json │ ├── vessel_G_false_SVR.json │ ├── vessel_G_true_ANN.json │ ├── vessel_G_true_GPR.json │ ├── vessel_G_true_MLR.json │ ├── vessel_G_true_SVR.json │ ├── vessel_H_false_ANN.json │ ├── vessel_H_false_GPR.json │ ├── vessel_H_false_MLR.json │ ├── vessel_H_false_SVR.json │ ├── vessel_H_true_ANN.json │ ├── vessel_H_true_GPR.json │ ├── vessel_H_true_MLR.json │ ├── vessel_H_true_SVR.json │ ├── vessel_I_false_ANN.json │ ├── vessel_I_false_GPR.json │ ├── vessel_I_false_MLR.json │ ├── vessel_I_false_SVR.json │ ├── vessel_I_true_ANN.json │ ├── vessel_I_true_GPR.json │ ├── vessel_I_true_MLR.json │ ├── vessel_I_true_SVR.json │ ├── vessel_J_false_ANN.json │ ├── vessel_J_false_GPR.json │ ├── vessel_J_false_MLR.json │ ├── vessel_J_false_SVR.json │ ├── vessel_J_true_ANN.json │ ├── vessel_J_true_GPR.json │ ├── vessel_J_true_MLR.json │ ├── vessel_J_true_SVR.json │ ├── vessel_K_false_ANN.json │ ├── vessel_K_false_GPR.json │ ├── vessel_K_false_MLR.json │ ├── vessel_K_false_SVR.json │ ├── vessel_K_true_ANN.json │ ├── vessel_K_true_GPR.json │ ├── vessel_K_true_MLR.json │ ├── vessel_K_true_SVR.json │ ├── vessel_L_false_ANN.json │ ├── vessel_L_false_GPR.json │ ├── vessel_L_false_MLR.json │ ├── vessel_L_false_SVR.json │ ├── vessel_L_true_ANN.json │ ├── vessel_L_true_GPR.json │ ├── vessel_L_true_MLR.json │ ├── vessel_L_true_SVR.json │ ├── vessel_M_false_ANN.json │ ├── vessel_M_false_GPR.json │ ├── vessel_M_false_MLR.json │ ├── vessel_M_false_SVR.json │ ├── vessel_M_true_ANN.json │ ├── vessel_M_true_GPR.json │ ├── vessel_M_true_MLR.json │ └── vessel_M_true_SVR.json ├── health_stage_classification └── health_stage_classifiers.py ├── models ├── CNNSpectraFeatures.py ├── CombinedFeaturesFFNN.py ├── ComputedFeaturesFFNN.py ├── DataSetType.py ├── DegradationModel.py ├── HealthStageClassifier.py ├── __init__.py ├── evaluation.py └── testing │ ├── __init__.py │ ├── ahmad_ahmad_ffnn.py │ ├── all_autoencoder_li_2019_ffnn.py │ ├── all_features_none_lstm.py │ ├── all_li_2019_ffnn.py │ ├── autoencoder_testing.py │ ├── feature_combination_evaluation │ ├── __init__.py │ ├── autoencoder_combination_features.py │ ├── isomap_combination_features.py │ └── pca_combination_features.py │ ├── feature_extraction_evaluation │ ├── __init__.py │ ├── computed_features │ │ ├── __init__.py │ │ ├── entropy_features.py │ │ ├── frequency_features.py │ │ └── statistical_features.py │ └── learned_features │ │ ├── __init__.py │ │ ├── autoencoder_features.py │ │ ├── cnn_features.py │ │ ├── isomap_features.py │ │ └── pca_features.py │ ├── frequency_pca_testing.py │ ├── health_stage_classifier_evaluation │ ├── __init__.py │ ├── ahmad_et_al_2019.py │ └── li_et_al_2019.py │ ├── isomap_testing.py │ ├── pca_testing.py │ ├── rul_regression_evaluation │ ├── __init__.py │ └── support_vector_regression.py │ ├── spectra_none_cnn.py │ ├── statistical_frequency_None_ffnn.py │ ├── statistical_isomap_li_2019_ffnn.py │ ├── statistical_li_2019_ffnn.py │ ├── statistical_pca_li_2019_ffnn.py │ └── svr_testing.py ├── pre_processing ├── __init__.py ├── features.py ├── raw_features.py └── spectra_features.py ├── requirements.txt ├── rul_features ├── computed_features │ ├── basic_statistical.py │ ├── entropy.py │ └── frequency.py └── learned_features │ ├── Embedder.py │ ├── supervised │ └── cnn_multiscale_features.py │ └── unsupervised │ ├── autoencoder.py │ ├── isomap.py │ └── principal_component_analysis.py ├── rul_prediction ├── cnn.py ├── ffnn.py ├── gpr.py ├── lstm.py ├── poly_reg.py └── suport_vector_regression.py └── util ├── __init__.py ├── constants.py ├── draw_convnet.py ├── helper.py ├── logging.py ├── metrics.py └── visualization.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Eng-Ismail7/RUL-bearing/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Eng-Ismail7/RUL-bearing/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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