fix doc/readme/joss (#146)
* fix doc/readme/joss with API scheme --------- Co-authored-by: Dario Coscia <dariocoscia@cli-10-110-11-236.WIFIeduroamSTUD.units.it>
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Welcome to PINA's documentation!
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===================================================
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.. figure:: index_files/pina_logo.png
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:align: center
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:width: 150
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PINA is a Python package providing an easy interface to deal with
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physics-informed neural networks (PINN) for the approximation of (differential,
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nonlinear, ...) functions. Based on Pytorch, PINA offers a simple and intuitive
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way to formalize a specific problem and solve it using PINN.
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way to formalize a specific problem and solve it using PINN. The approximated
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solution of a differential equation can be implemented using PINA in a few lines
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of code thanks to the intuitive and user-friendly interface.
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.. figure:: index_files/API_color.png
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:alt: PINA application program interface
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:align: center
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:width: 500
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Physics-informed neural network
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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