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fix doc/readme/joss (#146)

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* fix doc/readme/joss with API scheme

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Co-authored-by: Dario Coscia <dariocoscia@cli-10-110-11-236.WIFIeduroamSTUD.units.it>
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Dario Coscia
2023-07-04 11:52:10 +02:00
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7 changed files with 28 additions and 5 deletions
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docs/source/index.rst
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@@ -1,10 +1,27 @@
Welcome to PINA's documentation!
===================================================
.. figure:: index_files/pina_logo.png
:align: center
:width: 150
|
PINA is a Python package providing an easy interface to deal with
physics-informed neural networks (PINN) for the approximation of (differential,
nonlinear, ...) functions. Based on Pytorch, PINA offers a simple and intuitive
way to formalize a specific problem and solve it using PINN.
way to formalize a specific problem and solve it using PINN. The approximated
solution of a differential equation can be implemented using PINA in a few lines
of code thanks to the intuitive and user-friendly interface.
.. figure:: index_files/API_color.png
:alt: PINA application program interface
:align: center
:width: 500
|
Physics-informed neural network
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~