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Nicola Demo
2023-04-03 13:46:24 +02:00
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--- ---
title: 'Physics-Informed Neural networks for Advance modeling' title: 'Physics-Informed Neural networks for Advanced modeling'
tags: tags:
- python - python
- deep learning - deep learning
@@ -51,7 +51,7 @@ The PINNs framework is completely general and applicable to different types of o
![PINA logo.\label{logo}](pina_logo.png){ width=20% } ![PINA logo.\label{logo}](pina_logo.png){ width=20% }
\textbf{PINA}, \emph{Physics-Informed Neural networks for Advance modeling}, is a Python library built using PyTorch that provides a user-friendly API to formalize a large variety of physical problems and solve it using PINNs easily. \textbf{PINA}, \emph{Physics-Informed Neural networks for Advanced modeling}, is a Python library built using PyTorch that provides a user-friendly API to formalize a large variety of physical problems and solve it using PINNs easily.
# Statement of need # Statement of need
PINA is an open-source Python library that provides an intuitive interface for the approximated resolution of Ordinary Differential Equations and Partial Differential Equations using a deep learning paradigm, in particular via PINNs. PINA is an open-source Python library that provides an intuitive interface for the approximated resolution of Ordinary Differential Equations and Partial Differential Equations using a deep learning paradigm, in particular via PINNs.