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blainerothrock / earthquakes

Supporting code for "Automating the Detection of Dynamically Triggered Earthquakes via a Deep Metric Learning Algorithm"
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Reproduce Paper Results #3

Open blainerothrock opened 4 years ago

blainerothrock commented 4 years ago

Using the current code base, reproduce the results of the paper

Data and installation instructions found in #1

blainerothrock commented 4 years ago

Running the initial testing script from the README resulted in bad results:

This is a test of SAC_20021102_XF earthquake

Predict  0        1        
Actual
0        35       0        

1        42       15

unsure why.

blainerothrock commented 4 years ago

Vivian shared a directory located on the GPGPU Machine which had a different version of that. This allowed for much better results that are closer the results reported in the paper.

{
    "augmentations": "amplitude:noise",
    "batch_size": 64,
    "dataset_directory": "/home/b/dev/seis/vivian_earthquake/earthquakes/data/prepare_backup/trigger",
    "embedding_size": 10,
    "learning_rate": 2e-05,
    "length": 8192,
    "loss_function": "dpcl",
    "model_type": "conv",
    "num_epochs": 100,
    "num_workers": 10,
    "output_directory": "models/run12",
    "sample_strategy": "sequential",
    "split": "SAC_20021102_XF_prem",
    "training_strategy": "siamese",
    "transforms": "bandpass:whiten",
    "weight_decay": 0.1
}
Predict  0        1        
Actual
0        51       1        

1        16       59

combined.pdf