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ZPDSN: Spatio-Temporal Meteorological Forecasting with Topological Data Analysis

This is a PyTorch implementation of the paper : ZPDSN: Spatio-Temporal Meteorological Forecasting with Topological Data Analysis (submitted to Applied Intelligence)

Hardware and Software Requirements

This code was tested on a system with the following specifications:

  • Memory (RAM): 32GB
  • Disk storage: 1TB
  • GPU: 1x NVIDIA GeForce GTX 3080

The model is implemented using Python3 with dependencies specified in requirements.txt.

  • Pytorch>=1.4
  • networkx==2.5.1
  • numpy==1.19.4
  • scikit-learn==0.23.2
  • scipy==1.4.1
  • dionysus==2.0.8,
  • ripser==0.4.1
  • persim==0.1.1

Dataset

The observed meteorological data used in this study are available from WeatherBench.

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