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filippo-masi/README.md

Hello, world!

I'm research scientist at INRIA - Centre of University Grenoble Alpes, TRIPOP project-team. My research focuses on the development of data-driven and machine learning approaches for the constitutive modeling of materials, the structural and fast-dynamic behavior of masonry structures, geomechanics and hydrodynamics.

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  1. constitutive-transport-learning constitutive-transport-learning Public

    Hard-constrained thermodynamic learning of inelastic constitutive models from stress-strain data via generalised transport operators.

    Python 8 3

  2. Thermodynamics-Neural-Networks Thermodynamics-Neural-Networks Public

    Thermodynamics-based Artificial Neural Networks

    Jupyter Notebook 33 8

  3. TANN-multiscale TANN-multiscale Public

    Multiscale modeling of inelastic materials with Thermodynamics-based Artificial Neural Networks (TANN)

    Python 15 3

  4. NICE NICE Public

    Neural integration for constitutive equations

    Jupyter Notebook 14 1

  5. Terraquake Terraquake Public

    Jupyter Notebook 4

  6. ALERT-OlekZienkiewicz-ML ALERT-OlekZienkiewicz-ML Public

    Hands-on exercises and material from 2025 ALERT Olek Zienkiewicz School on Constitutive modelling of geomaterials

    Jupyter Notebook 2