Published January 13, 2024 | Version v1

The Framework of Indian Summer monsoon Low-Pressure Systems Neural Operator (LPSNO)

  • 1. Centre for Atmospheric Sciences, Indian Institute of Technology Delhi, New Delhi, India
  • 2. Department of Chemical Engineering, Indian Institute of Technology Delhi, New Delhi, India

Description

This repository contains the model codes of Low-Pressure Systems Neural Operator (LPSNO) and anomaly of MSLP predictions. The individual files in the repository are described below:

1) slp_prediction_fconv_train_2.h5 --> The trained model of LPSNO

2) SLP_prediction_linear_Fconv_train.py --> LPSNO model code in python

3) slpa_prediction_linear_Fconv.npz --> Prediction of daily MSLP anomaly (in numpy array format)

4) Fconv_loss_1.npz --> The validation and training loss values of LPSNO model (in numpy array format)

5) mslp_ano_ERA5_1979_2018_ind.npz --> The MSLP anomaly using the ERA5 reanalysis data from 1979 -- 2018 used for training and validation (in numpy array format)

Files

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