ewellenr/earthquake_prediction_exploration
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Signed-off-by: Ethan Wellenreiter <ewellenreiter@gmail.com>
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Ethan Wellenreiter 2025-06-23 13:27:27 -04:00
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# A repository for exploration into earthquake forecasting
### Things to do
1. Update the metric for the RNN to include an accuracy for high magnitude stuff
2. Try farther look ahead models and/or just an amount of time ahead
- can consider something like an auto-transformer type build where it feeds it's prediction back into itself until it's next prediction is outside of a time?
#### Frame the issue
Need to care more about the rare events. Let's say above mag 8. or mag 6.
##### Run command
(current best performance)
C:/Users/ewell/anaconda3/envs/test_space/python.exe d:/projects/earthquake_prediction_exploration/rnn_regression_model.py --max_epochs 50 -x time_to_next_event lat lon depth mag --hidden_size 1000 --seq_size 100 --batch_size 1000