A repository of the paper "Transfer learning: Improving neural network based prediction of earthquake ground shaking for an area with insufficient training data" (https://arxiv.org/abs/2105.05075, under revision in Geophysical Journal international)
The CW dataset is available at https://doi.org/10.5281/zenodo.5541083.
The code is available in the file train.py (please look at the comments in the file for details).
The following pre-trained models are available in the repository:
- centIT10s.h5 (multi-station IM prediction model trained on CI)
- 10secMagCNNSTEAD.h5 (single-station magnitude determination trained on STEAD data)
- centIT10sSTead.hdf5 (multi-station IM prediction model trained on CI using a pre-trained model 10secMagCNNSTEAD.h5).
The station list is available in the file stationList.csv.