eqgraphnet
An deep learning model for earthquake magnitude estimation
Science Score: 54.0%
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✓CITATION.cff file
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○Scientific vocabulary similarity
Low similarity (10.2%) to scientific vocabulary
Repository
An deep learning model for earthquake magnitude estimation
Basic Info
- Host: GitHub
- Owner: zw-Ch
- License: mit
- Language: Python
- Default Branch: main
- Size: 2.61 MB
Statistics
- Stars: 2
- Watchers: 1
- Forks: 1
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
EQGraphNet
EQGraphNet is an graph deep learning model used for earthquake magnitude estimation.
The paper is available in
Installation
EQGraphNet is based on Pytorch and Pytorch Geometric
Firstly please create a virtual environment for yourself
conda create -n your-env-name python=3.11
Then, there are some Python packages need to be installed
conda install pytorch=2.1.0 torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia
conda install pyg -c pyg
conda install pandas
conda install matplotlib
conda install h5py
pip install basemap
Dataset Preparation
The Dataset used in our paper can be downloaded from https://github.com/smousavi05/STEAD. Before running, you should donwload and store the data file in the folder dataset like
Program Description
Training and Testing Models
After the preparation of Dataset, you can run the programs in the foloder runmagpredict to test the performance :
python run_EQGraphNet.py
Project Structure
Owner
- Name: czw
- Login: zw-Ch
- Kind: user
- Company: Xi'an Jiaotong University
- Repositories: 1
- Profile: https://github.com/zw-Ch
Citation (CITATION.cff)
cff-version: 1.0.0 message: "If you use this software, please cite it as below." authors: - family-names: "Chen" given-names: "Ziwei" orcid: "https://orcid.org/0000-0003-4418-7121" - family-names: "Wang" given-names: "Zhiguo" orcid: "https://orcid.org/0000-0003-0343-7278" - family-names: "Wang" given-names: "Yibo" orcid: "" - family-names: "Zhang" given-names: "Huai" orcid: "" - family-names: "Gao" given-names: "Jinghuai" orcid: "" title: "EQGraphNet" version: 1.0.0 doi: 10.5281/zenodo.7633454 date-released: 2023-02-12 url: "https://github.com/czw1296924847/EQGraphNet"