globaltempnet
A Neural Network using for time series prediction
Science Score: 67.0%
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✓DOI references
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○Scientific vocabulary similarity
Low similarity (10.6%) to scientific vocabulary
Repository
A Neural Network using for time series prediction
Basic Info
- Host: GitHub
- Owner: zw-Ch
- License: mit
- Language: Python
- Default Branch: main
- Size: 89.1 MB
Statistics
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
GlobalTempNet
GlobalTempNet is a deep neural network used to predict time series. It effectively combines Graph neural network (GNN) with ResNet modules and LSTM layers, so it has a stronger performance than traditional time series prediction methods.
The paper is available in
Installation
GlobalTempNet is based on Pytorch and Pytorch Geometric
Firstly please create a virtual environment for yourself
conda create -n your-env-name python=3.9
Then, there are some Python packages need to be installed
conda install pytorch==1.11.0 torchvision==0.12.0 torchaudio==0.11.0 cudatoolkit=11.3
conda install pyg -c pyg
conda install matplotlib
<!---
conda install statsmodels
-->
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_GlobalTempNet.py
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: "Gao" given-names: "Jinghuai" orcid: "" title: "GlobalTempNet" license: MIT version: 1.0.0 doi: 10.5281/zenodo.7224745 date-released: 2022-10-19 url: "https://github.com/czw1296924847/GlobalTempNet"