Machine Learning for Southern Ocean Overturning ...

• Main Author: Meng, Shuai
• Format: Text
• Language: unknown
• Published: Zenodo 2024
• Subjects: Southern Ocean
• Online Access: https://dx.doi.org/10.5281/zenodo.13381355; https://zenodo.org/doi/10.5281/zenodo.13381355

This code repository contains a Jupyter notebook that details the neural network architectures and parameters used in our research paper. Specifically, it includes the implementation of a fully connected neural network, a linear neural network, and a convolutional neural network. The notebook also outlines the code used for constructing the training and testing datasets, providing a clear explanation of how the data was prepared. Additionally, it contains the relevant temporal filter functions used in our analysis. The numerical simulation data is downloaded here: https://doi.org/10.5281/zenodo.6850435 ...