added remaining cmapss lstm notebooks

biswajitsahoo1111 · Dec 27, 2021 · 9712b37 · 9712b37
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diff --git a/index.md b/index.md
@@ -47,7 +47,7 @@ In this section, we will apply deep learning to predict RUL of Turbofan dataset.
 
 |Method|FD001|FD002|FD003|FD004|Degradation Model|
 |:-----:|:-----:|:-----:|:------:|:------:|:-----:|
-|LSTM|[15.16](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD001_LSTM_piecewise_linear_degradation_model.ipynb)|-|[15.54](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD003_LSTM_piecewise_linear_degradation_model.ipynb)|-|Piecewise Linear (Early RUL = 125)|
+|LSTM|[15.16](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD001_LSTM_piecewise_linear_degradation_model.ipynb)|[27.57](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD002_LSTM_piecewise_linear_degradation_model.ipynb)|[15.54](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD003_LSTM_piecewise_linear_degradation_model.ipynb)|[28.21](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD004_LSTM_piecewise_linear_degradation_model.ipynb)|Piecewise Linear (Early RUL: 125 (FD001, FD003), 150 (FD002, FD004))|
 |1D CNN|[15.84](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD001_1D_CNN_piecewise_linear_degradation_model.ipynb)|[30.38](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD002_1D_CNN_piecewise_linear_degradation_model.ipynb)|[15.78](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD003_1D_CNN_piecewise_linear_degradation_model.ipynb)|[32.35](https://github.com/biswajitsahoo1111/rul_codes_open/blob/master/notebooks/cmapss_notebooks/CMAPSS_FD004_1D_CNN_piecewise_linear_degradation_model.ipynb)|Piecewise Linear (Early RUL: 125 (FD001, FD003), 150 (FD002, FD004))|
 
 
@@ -85,7 +85,6 @@ These notebooks are for educational purposes only. Our experiments are relativel
 
 For attribution, cite this project as
 ```
-BibTeX citation
 @misc{sahoo2018datadrivenrul,
   author = {Sahoo, Biswajit},
   title = {Data-Driven Remaining Useful Life (RUL) Prediction},

diff --git a/notebooks/cmapss_notebooks/CMAPSS_FD002_LSTM_piecewise_linear_degradation_model.ipynb b/notebooks/cmapss_notebooks/CMAPSS_FD002_LSTM_piecewise_linear_degradation_model.ipynb
diff --git a/notebooks/cmapss_notebooks/CMAPSS_FD004_LSTM_piecewise_linear_degradation_model.ipynb b/notebooks/cmapss_notebooks/CMAPSS_FD004_LSTM_piecewise_linear_degradation_model.ipynb
diff --git a/notebooks/cmapss_notebooks/Reproduce_results_of_FD002_early_rul_150_LSTM.ipynb b/notebooks/cmapss_notebooks/Reproduce_results_of_FD002_early_rul_150_LSTM.ipynb
diff --git a/notebooks/cmapss_notebooks/Reproduce_results_of_FD004_early_rul_150_LSTM.ipynb b/notebooks/cmapss_notebooks/Reproduce_results_of_FD004_early_rul_150_LSTM.ipynb
diff --git a/saved_models/cmapss/LSTM_FD002/FD002_early_rul_150_LSTM_rmse_27.5745.data-00000-of-00001 b/saved_models/cmapss/LSTM_FD002/FD002_early_rul_150_LSTM_rmse_27.5745.data-00000-of-00001
diff --git a/saved_models/cmapss/LSTM_FD002/FD002_early_rul_150_LSTM_rmse_27.5745.index b/saved_models/cmapss/LSTM_FD002/FD002_early_rul_150_LSTM_rmse_27.5745.index
diff --git a/saved_models/cmapss/LSTM_FD002/checkpoint b/saved_models/cmapss/LSTM_FD002/checkpoint
@@ -0,0 +1,2 @@
+model_checkpoint_path: "FD002_early_rul_150_LSTM_rmse_27.5745"
+all_model_checkpoint_paths: "FD002_early_rul_150_LSTM_rmse_27.5745"
diff --git a/saved_models/cmapss/LSTM_FD004/FD004_early_rul_150_LSTM_rmse_28.2109.data-00000-of-00001 b/saved_models/cmapss/LSTM_FD004/FD004_early_rul_150_LSTM_rmse_28.2109.data-00000-of-00001
diff --git a/saved_models/cmapss/LSTM_FD004/FD004_early_rul_150_LSTM_rmse_28.2109.index b/saved_models/cmapss/LSTM_FD004/FD004_early_rul_150_LSTM_rmse_28.2109.index
diff --git a/saved_models/cmapss/LSTM_FD004/checkpoint b/saved_models/cmapss/LSTM_FD004/checkpoint
@@ -0,0 +1,2 @@
+model_checkpoint_path: "FD004_early_rul_150_LSTM_rmse_28.2109"
+all_model_checkpoint_paths: "FD004_early_rul_150_LSTM_rmse_28.2109"
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		@@ -0,0 +1,2 @@
		model_checkpoint_path: "FD002_early_rul_150_LSTM_rmse_27.5745"
		all_model_checkpoint_paths: "FD002_early_rul_150_LSTM_rmse_27.5745"
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		@@ -0,0 +1,2 @@
		model_checkpoint_path: "FD004_early_rul_150_LSTM_rmse_28.2109"
		all_model_checkpoint_paths: "FD004_early_rul_150_LSTM_rmse_28.2109"