Published February 20, 2025 | Version v2

Geoclaw inputs and processed outputs used in building tsunami ML surrogates for nearshore and onshore approximation

  • 1. ROR icon Istituto Universitario di Studi Superiori di Pavia

Description

This dataset contains some input files needed for GeoClaw tsunami simulation and post-processed outputs used for training the nearshore and onshore surrogates discussed in the article - Advancing nearshore and onshore tsunami hazard approximation with machine learning surrogates available as preprint (https://doi.org/10.5194/nhess-2024-72) and project repo - https://github.com/naveenragur/tsunami-surrogates

The GeoClaw simulation requires the following files: 

geoclaw_dtopo_files.tar.gz: input bathymetry and topography elevation in asc format from multiple sources of datasets.

dtopo_his.tar.gz: tsunami displacement(dtopo) input files in tt3 format for historic earthquake scenarios.

dtopo_typeA.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

dtopo_typeB.tar.gz: tsunami displacement(dtopo) input files in tt3 format for DOE type A earthquake scenarios.

The machine learning training and testing requires:

procesed_tsunami_data.tar: the post-processed outputs for the three test location i.e. (1) the waveforms( time series recorded for the water level at the offshore and the nearshore gauge locations and (2) the maximum inundation depth recorded at the fixed grids onshore.

tsunami-surrogates-nhess-2024-72.tar.gz : Model code, scripts and notebooks used in the study

Files

Files (7.4 GB)

Name Size
md5:1b462653ddb40ff2e5ab19244926914c
42.0 MB Download
md5:e14bf27f9145801c945a04c54c7aa1dc
4.1 GB Download
md5:d8588b611f5539f1658dd431e05a6ecd
1.2 GB Download
md5:b4b9992150e99bfa19f151ab20c8ef44
251.8 MB Download
md5:34fa3d412ff3e3fb29818f5834f1a9a1
811.0 MB Download
md5:f32928a5889d8a4a7cc87114a0c77b87
932.5 MB Download

Additional details

Dates

Submitted
2024-03-15
Uploaded to zenodo

Software

Repository URL
https://github.com/naveenragur/tsunami-surrogates
Programming language
Python
Development Status
Inactive