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4-4 vs 5-2
4-4 vs 5-2
 
 
Data/CMAPSSData
Data/CMAPSSData
 
 
Encoder
Encoder
 
 
keras-tcn-master
keras-tcn-master
 
 
notebooks
notebooks
 
 
output-LSTM-Autoencoder-1-2
output-LSTM-Autoencoder-1-2
 
 
output-LSTM-Autoencoder-1
output-LSTM-Autoencoder-1
 
 
output-LSTM-Autoencoder-2-1
output-LSTM-Autoencoder-2-1
 
 
output-LSTM-Autoencoder-2-2
output-LSTM-Autoencoder-2-2
 
 
output-LSTM-RUL-change
output-LSTM-RUL-change
 
 
output-LSTM
output-LSTM
 
 
output-LSTM2-original
output-LSTM2-original
 
 
output-autoencoder
output-autoencoder
 
 
output-autoencoder2
output-autoencoder2
 
 
output-simpler lstm 100
output-simpler lstm 100
 
 
output-simpler lstm 50 i droput
output-simpler lstm 50 i droput
 
 
output-simpler lstm
output-simpler lstm
 
 
output-tcn-2-0-1
output-tcn-2-0-1
 
 
output-tcn-2-0-2
output-tcn-2-0-2
 
 
output-tcn-2-0-3
output-tcn-2-0-3
 
 
output-tcn-2-0-4-1
output-tcn-2-0-4-1
 
 
output-tcn-2-0-4
output-tcn-2-0-4
 
 
output-tcn-2-0
output-tcn-2-0
 
 
output-tcn-2-1
output-tcn-2-1
 
 
output-tcn-2-2
output-tcn-2-2
 
 
output-tcn-3-0
output-tcn-3-0
 
 
output-tcn-3-1
output-tcn-3-1
 
 
output-tcn-3-2
output-tcn-3-2
 
 
output-tcn-3-3
output-tcn-3-3
 
 
output-tcn-4-0
output-tcn-4-0
 
 
output-tcn-4-1
output-tcn-4-1
 
 
output-tcn-4-2 - 200 epoch
output-tcn-4-2 - 200 epoch
 
 
output-tcn-4-2
output-tcn-4-2
 
 
output-tcn-4-3
output-tcn-4-3
 
 
output-tcn-4-4-1
output-tcn-4-4-1
 
 
output-tcn-4-4
output-tcn-4-4
 
 
output-tcn-5-1
output-tcn-5-1
 
 
output-tcn-5-2-1
output-tcn-5-2-1
 
 
output-tcn-5-2
output-tcn-5-2
 
 
output-tcn-5-3
output-tcn-5-3
 
 
output-tcn-5
output-tcn-5
 
 
output-tcn-6-1
output-tcn-6-1
 
 
output-tcn-6
output-tcn-6
 
 
output-tcn-autoencoder-1-smooth
output-tcn-autoencoder-1-smooth
 
 
output-tcn-kernel-2
output-tcn-kernel-2
 
 
output-tcn-kernel-25
output-tcn-kernel-25
 
 
output-tcn-kernel-9
output-tcn-kernel-9
 
 
output-tcn-layers-1
output-tcn-layers-1
 
 
output-tcn-layers-3
output-tcn-layers-3
 
 
output-tcn-layers-4
output-tcn-layers-4
 
 
output-tcn
output-tcn
 
 
output-tcn2
output-tcn2
 
 
output
output
 
 
LSTM- Autoencoder-simpler lstm.ipynb
LSTM- Autoencoder-simpler lstm.ipynb
 
 
LSTM- Autoencoder-v2.ipynb
LSTM- Autoencoder-v2.ipynb
 
 
Predictive-Maintenance-using-LSTM- Autoencoder.ipynb
Predictive-Maintenance-using-LSTM- Autoencoder.ipynb
 
 
README.txt
README.txt
 
 
Slides - Final.pptx
Slides - Final.pptx
 
 
Zvonimir Dujmic master thesis.pdf
Zvonimir Dujmic master thesis.pdf
 
 
results.xlsx
results.xlsx
 
 

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Inside notebooks folder are all Jupiter notebooks files with RUL predictions on cMPASS dataset.
They all have the same preprocessing and training setupnje.

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