Skip to content
/ das-to-discharge Public

This is a repo for DAS machine learning models to predict glacier discharge on Rhone.

5 stars 1 fork Branches Tags Activity
Star
Notifications You must be signed in to change notification settings

epic-research-group/das-to-discharge

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

71 Commits
.ipynb_checkpoints
.ipynb_checkpoints
 
 
D2D_EC2_code
D2D_EC2_code
 
 
__pycache__
__pycache__
 
 
das-to-discharge
das-to-discharge
 
 
files
files
 
 
history_losses
history_losses
 
 
loss_curves
loss_curves
 
 
performance_metrics
performance_metrics
 
 
rhone_map_shapefiles
rhone_map_shapefiles
 
 
saved_models
saved_models
 
 
Bidirectional_LSTM_Multivariate.h5
Bidirectional_LSTM_Multivariate.h5
 
 
Bootstrapping_LSTM.ipynb
Bootstrapping_LSTM.ipynb
 
 
DAS_Discharge_Times_1file_saving.ipynb
DAS_Discharge_Times_1file_saving.ipynb
 
 
DAS_discharge_timeseries.pdf
DAS_discharge_timeseries.pdf
 
 
Discharge_Prediction_Timeseries.ipynb
Discharge_Prediction_Timeseries.ipynb
 
 
Figure1_rhone.ipynb
Figure1_rhone.ipynb
 
 
Figure2_rhone.ipynb
Figure2_rhone.ipynb
 
 
Figure3_rhone.ipynb
Figure3_rhone.ipynb
 
 
Figure4_rhone.ipynb
Figure4_rhone.ipynb
 
 
Figure5_rhone.ipynb
Figure5_rhone.ipynb
 
 
Figure6_rhone.ipynb
Figure6_rhone.ipynb
 
 
Figure7_rhone.ipynb
Figure7_rhone.ipynb
 
 
Filter_comparisons.ipynb
Filter_comparisons.ipynb
 
 
LSTM_only_using_accumulation.ipynb
LSTM_only_using_accumulation.ipynb
 
 
LSTM_weights_visual.ipynb
LSTM_weights_visual.ipynb
 
 
NoFilter_ML_workflow.ipynb
NoFilter_ML_workflow.ipynb
 
 
README.md
README.md
 
 
Rhone_Mapping.ipynb
Rhone_Mapping.ipynb
 
 
Test_with_dates.ipynb
Test_with_dates.ipynb
 
 
cable_sensitivity.ipynb
cable_sensitivity.ipynb
 
 
cross_val_training.py
cross_val_training.py
 
 
d2d.py
d2d.py
 
 
d2d_leave_out_chunking.py
d2d_leave_out_chunking.py
 
 
d2d_times.py
d2d_times.py
 
 
d2d_tp.py
d2d_tp.py
 
 
dates_4_temp.pkl
dates_4_temp.pkl
 
 
debug-cross-validation-leave-out-chunking.ipynb
debug-cross-validation-leave-out-chunking.ipynb
 
 
debug-cross-validation.ipynb
debug-cross-validation.ipynb
 
 
debug-individual-loss-curves.ipynb
debug-individual-loss-curves.ipynb
 
 
keras-lstm-example.ipynb
keras-lstm-example.ipynb
 
 
keras_LSTM_rhone_data.ipynb
keras_LSTM_rhone_data.ipynb
 
 
ml_randomness_2.ipynb
ml_randomness_2.ipynb
 
 
ml_randomness_testing.ipynb
ml_randomness_testing.ipynb
 
 
model_checkpoint.h5
model_checkpoint.h5
 
 
performance_metrics.txt
performance_metrics.txt
 
 
precip_mm.pkl
precip_mm.pkl
 
 
rhone_timeseries.ipynb
rhone_timeseries.ipynb
 
 
running_mean_n10000.pkl
running_mean_n10000.pkl
 
 
simple_workflow_test.ipynb
simple_workflow_test.ipynb
 
 
strain_discharge_temp.ipynb
strain_discharge_temp.ipynb
 
 
temp_array.pkl
temp_array.pkl
 
 
temp_precip_discharge_prediction.ipynb
temp_precip_discharge_prediction.ipynb
 
 
window_size_comparisons.ipynb
window_size_comparisons.ipynb
 
 

Repository files navigation

das-to-discharge

This code is for work creating machine learning models using DAS data collected on the Rhone Glacier to predict discharge.

About

This is a repo for DAS machine learning models to predict glacier discharge on Rhone.

Resources

Readme
Activity
Custom properties

Stars

5 stars

Watchers

1 watching

Forks

1 fork
Report repository

Releases

No releases published

Packages

No packages published

Contributors 2

  •  
  •  

Languages