├── CMAPSS_data ├── RUL_FD001.txt ├── RUL_FD002.txt ├── RUL_FD003.txt ├── RUL_FD004.txt ├── init ├── readme.txt ├── test_FD001.txt ├── test_FD002.txt ├── test_FD003.txt ├── test_FD004.txt ├── train_FD001.txt ├── train_FD002.txt ├── train_FD003.txt └── train_FD004.txt ├── FinalMeasurementsDists.csv ├── GAN_noisysignals.npy ├── GAN_puresignals.npy ├── NoiseLevels.csv ├── Pipfile ├── Pipfile.lock ├── README.md ├── __init__.py ├── artefacts.py ├── artefacts.pyc ├── cgan.py ├── cgan.pyc ├── config.py ├── config.pyc ├── data_processing.py ├── data_processing.pyc ├── discriminator.svg ├── environment.yml ├── example.pptx ├── example2.pptx ├── generator.svg ├── icon.png ├── main_01_calc_EP_density.py ├── main_02_calc_faulty_stage_duration_density.py ├── main_03_calc_nominal_degradation_rate_density.py ├── main_03_calc_nominal_degradation_rate_density_temp.py ├── main_04_calc_EoL_values_density.py ├── main_05_calc_noise_level.py ├── main_06_generate_GAN_training_data.py ├── main_06_generate_GAN_training_data_persensor.py ├── main_07_plot_synthetic_signals.py ├── main_08_plot_GAN_neural_networks.py.py ├── main_09_train_GAN.py ├── main_09_train_GAN_per_sensor.py ├── main_10_plot_GAN_training_logs.py ├── main_11_train_AE.py ├── main_11_train_AE_1D.py ├── main_11_train_AE_per_sensor.py ├── main_12_plot_AE_training_logs.py ├── main_13_compare_denoising_models.py ├── main_13_compare_denoising_models_per_sensor.py ├── main_13_compare_denoising_models_per_sensor_aux.py ├── main_14_generate_GAN_training_data_per_sensor.py ├── main_15_train_GAN_per_sensor.py ├── main_15_train_GAN_per_sensor_temp.py ├── main_15_train_GAN_per_sensor_temp2.py ├── main_16_train_AE_per_sensor.py ├── neural_network.svg └── neural_network1.svg /CMAPSS_data/RUL_FD001.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marcialbaptista/1D-DGAN-PHM/HEAD/CMAPSS_data/RUL_FD001.txt 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