├── .gitignore ├── FailurePrediction ├── ConstantRotationalSpeed │ ├── .gitignore │ ├── EnvelopeSpectrum │ │ ├── .gitignore │ │ ├── Envelope_Healthy_007.ipynb │ │ ├── Envelope_Inner_007.ipynb │ │ ├── Envelope_Inner_014.ipynb │ │ ├── Envelope_Inner_021.ipynb │ │ ├── Envelope_Outer_007.ipynb │ │ ├── Envelope_Outer_014.ipynb │ │ ├── Envelope_Outer_021.ipynb │ │ ├── envelope_spectrum.py │ │ └── lee_dataset_CWRU.py │ └── MachineLearningModels │ │ ├── .gitignore │ │ ├── Data │ │ ├── EstadisticosSeñalesInicialesCWRU.csv │ │ └── estadisticosDatosAumentadosCWRU.csv │ │ ├── DataAugmentationCWRU.ipynb │ │ ├── EstadisticosSeñalesIniciales.ipynb │ │ ├── RandomForest_SeñalesAumentadas.ipynb │ │ ├── RandomForest_SeñalesIniciales.ipynb │ │ ├── estadisticos_hamming.py │ │ ├── knn_SeñalesAumentadas.ipynb │ │ ├── knn_SeñalesIniciales.ipynb │ │ └── lee_dataset_CWRU.py ├── ExamplesEMD │ ├── .gitignore │ ├── 97.mat │ ├── H-A-1.mat │ ├── lee_dataset_CWRU.py │ ├── pyhht_EMD_example_var.ipynb │ └── pyhht_example_CWRU.ipynb └── VariableRotationalSpeed │ ├── .gitignore │ ├── GraphicalComparisons │ ├── .gitignore │ ├── FilterComparison.ipynb │ ├── H-A-1.mat │ ├── Time_vs_Frecuency.ipynb │ └── WindowFunctions.ipynb │ ├── MachineLearningModels │ ├── .gitignore │ ├── AdaBoost_360_traintest.ipynb │ ├── GradientBoostingClassifier_360_traintest.ipynb │ ├── Pruebas_signal_clasification_train_test.ipynb │ ├── RandomForest_360_traintest.ipynb │ ├── SVM_360_traintest.ipynb │ ├── SavedModels │ │ ├── knn_traintest_trained.pkl │ │ ├── randomForest_traintest_trained.pkl │ │ ├── scaler_traintest.pkl │ │ ├── svm_traintest_trained.pkl │ │ └── tree_traintest_trained.pkl │ ├── Tree_360_traintest.ipynb │ ├── ensemble_StackingClassifier.ipynb │ ├── knn_360_traintest.ipynb │ ├── lightgbm_hyperopt.ipynb │ └── signal_clasification_traintest.py │ ├── Select_train_test.ipynb │ ├── pairplot_statistics.ipynb │ ├── signals1s_train_test.ipynb │ ├── signals_10s_visualization.ipynb │ ├── statistics_hamming.py │ └── statistics_pairplot ├── LICENSE ├── README.md ├── TimeToFailurePrediction ├── .gitignore ├── AnomalyDetectionAutoencoders │ ├── .gitignore │ ├── AnomalyDetection_autoencoders_Ch1_test2.ipynb │ ├── AnomalyDetection_autoencoders_Ch3_test3.ipynb │ ├── AnomalyDetection_autoencoders_Ch5_test1.ipynb │ └── AnomalyDetection_autoencoders_Ch6_test1.ipynb ├── AnomalyDetectionOCSVM │ ├── .gitignore │ ├── OneClassSVM_Ch1_test2.ipynb │ ├── OneClassSVM_Ch3_test3.ipynb │ ├── OneClassSVM_Ch5_test1.ipynb │ └── OneClassSVM_Ch6_test1.ipynb ├── AnomalyDetectionPCA │ ├── .gitignore │ ├── AnomalyDetectionPCAs_Ch1_test2.ipynb │ ├── AnomalyDetectionPCAs_Ch3_test3.ipynb │ ├── AnomalyDetectionPCAs_Ch5_test1.ipynb │ ├── AnomalyDetectionPCAs_Ch6_test1.ipynb │ └── PCAs_errorReconstruccion_primerCuarto.py ├── DataStatistics │ ├── estadisticos_test1_ch5.csv │ ├── estadisticos_test1_ch6.csv │ ├── estadisticos_test2_ch1.csv │ └── estadisticos_test3_ch3.csv └── DataVisualization │ ├── .gitignore │ ├── 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