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  1. StructurePreservingNN StructurePreservingNN Public

    Code for the paper "Structure-preserving neural networks" published in Journal of Computational Physics (JCP).

    Python 17 3

  2. ThermodynamicsGNN ThermodynamicsGNN Public

    Code for the paper "Thermodynamics-informed graph neural networks" published in IEEE Transactions on Artificial Intelligence (TAI).

    Python 77 18

  3. DeepLearningMOR DeepLearningMOR Public

    Code for the paper "Deep learning of thermodynamics-aware reduced-order models from data" published in Computer Methods in Applied Mechanics and Engineering (CMAME).

    Python 13 2