TEAM – The Transformer Earthquake Alerting Model

DOI

TEAM, the Transformer Earthquake Alerting Model is a deep learning model for real time estimation of peak ground acceleration (TEAM), earthquake magnitude and earthquake location (TEAM-LM). This software package contains the joint implementation of both TEAM and the derivative TEAM-ML, as well as the scripts for training and evaluating these models. In addition, it contains scripts to download an early warning datasets for Japan and implementations of baseline approaches for the estimation of earthquake magnitude and peak ground acceleration. TEAM is implemented in Python.

TEAM and TEAM-ML have a variety of configuration parameters that are documented in the README. These configurations need to be provided in JSON format. In addition, multiple example configuration files are provided in the subdirectories pga_configs and magloc_configs. Please note that this implementation is intended for research purpose only. Production use is discouraged.

GNU General Public License, Version 3, 29 June 2007

Copyright (C) 2021 Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Potsdam, Germany

TEAM is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version. TEAM is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program. If not, see https://www.gnu.org/licenses/.

Identifier
DOI https://doi.org/10.5880/GFZ.2.4.2021.003
Related Identifier https://doi.org/10.1093/gji/ggab139
Related Identifier https://doi.org/10.1093/gji/ggaa609
Related Identifier https://doi.org/10.5880/GFZ.2.4.2021.002
Related Identifier https://doi.org/10.5880/GFZ.2.4.2020.004
Related Identifier https://github.com/yetinam/TEAM
Metadata Access http://doidb.wdc-terra.org/oaip/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:doidb.wdc-terra.org:7079
Provenance
Creator Münchmeyer, Jannes ORCID logo; Bindi, Dino ORCID logo; Leser, Ulf ORCID logo; Tilmann, Frederik ORCID logo
Publisher GFZ Data Services
Contributor Münchmeyer, Jannes; Bindi, Dino; Leser, Ulf; Tilmann, Frederik
Publication Year 2021
Rights GNU General Public License Version 3 (29 June 2007); Copyright (C) 2021 Helmholtz Centre Potsdam GFZ German Research Centre for Geosciences, Potsdam, Germany; https://www.gnu.org/licenses/gpl-3.0.html
OpenAccess true
Contact Münchmeyer, Jannes (GFZ German Research Centre for Geosciences, Potsdam, Germany); Münchmeyer, Jannes (GFZ German Research Centre for GeosciencesGFZ German Research Centre for Geosciences, Potsdam, Germany)
Representation
Resource Type Software
Version 1.0
Discipline Geosciences