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resgraphnet

https://github.com/zw-ch/resgraphnet

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

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    CITATION.cff file
    Found CITATION.cff file
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    codemeta.json file
    Found codemeta.json file
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    .zenodo.json file
    Found .zenodo.json file
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    DOI references
    Found 5 DOI reference(s) in README
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    Academic publication links
    Links to: sciencedirect.com, zenodo.org
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    Scientific vocabulary similarity
    Low similarity (10.0%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: zw-Ch
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 1.82 MB
Statistics
  • Stars: 1
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 1
Created over 3 years ago · Last pushed over 2 years ago
Metadata Files
Readme License Citation

README.md

ResGraphNet

DOI
ResGraphNet is a deep neural network used to predict temperature time series. It effectively combines Graph neural network (GNN) with ResNet modules.
The paper is available in https://doi.org/10.1016/j.aiig.2022.11.001.

Installation

ResGraphNet 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 torchvision torchaudio cudatoolkit=12.1 conda install pyg -c pyg conda install matplotlib

Training and Testing Models

The running programs based on different models is in run, and you can type the following command to train the model:
python run_ResGraphNet.py

Graphical User Interface (GUI)

We also provide a GUI program run_python.py so that you can test each dataset and each network model more quickly and intuitively, as shown in the following figure:

image

Owner

  • Name: czw
  • Login: zw-Ch
  • Kind: user
  • Company: Xi'an Jiaotong University

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: "Gao"
  given-names: "Jinghuai"
  orcid: ""
title: "ResGraphNet"
version: 1.0.0
doi: 10.5281/zenodo.7213337
date-released: 2022-10-16
url: "https://github.com/czw1296924847/ResGraphNet"

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