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Celia Reina
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Celia Reina17 visible / 17 total nodes / 40 links

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Related contextCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipAuthorshipAuthorshipAuthorshipWorks onWorks onAuthorshipWorks onWorks onWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalAuthorshipAuthorshipAuthorshipCelia ReinaACelia ReinaResearcherNonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentialsWNonlinear GENERIC Infor...preprint / 2026Vojtěch VotrubaAVojtěch VotrubaResearcherZequn HeAZequn HeResearcherWeilun QiuAWeilun QiuResearcherMichal PavelkaAMichal PavelkaResearcherMesoscale computational study of the nano-crystallization of amorphous Ge via a self-consistent atomistic - phase field couplingWMesoscale computational...preprint / 2013Kinematic description of crystal plasticity in the finite kinematic framework: a micromechanical understanding of F=FeFpWKinematic description o...preprint / 2013Entropy production and the geometry of dissipative evolution equationsWEntropy production and ...preprint / 2015physics.comp-phTphysics.comp-ph4125 worksMachine LearningTMachine Learning49008 worksFormation of Nanotwin Networks during High-Temperature Crystallization of Amorphous GermaniumWFormation of Nanotwin N...preprint / 2015Computational homogenization of heterogeneous media under dynamic loadingWComputational homogeniz...preprint / 2015Discrete averaging relations for micro to macro transitionWDiscrete averaging rela...preprint / 2015Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEsWVariational Onsager Neu...preprint / 2021Predicting the unobserved: a statistical mechanics framework for non-equilibrium material response with quantified uncertaintyWPredicting the unobserv...preprint / 2021Integrated Experiment and Simulation Co-Design: A Key Infrastructure for Predictive Mesoscale Materials ModelingWIntegrated Experiment a...preprint / 2025
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Celia Reina

Researcher

PaperNonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentialsAuthorship / preprint / 2026PersonVojtěch VotrubaCo-authorship / ResearcherPersonZequn HeCo-authorship / ResearcherPersonWeilun QiuCo-authorship / ResearcherPersonMichal PavelkaCo-authorship / ResearcherPaperMesoscale computational study of the nano-crystallization of amorphous Ge via a self-consistent atomistic - phase field couplingAuthorship / preprint / 2013PaperKinematic description of crystal plasticity in the finite kinematic framework: a micromechanical understanding of F=FeFpAuthorship / preprint / 2013PaperEntropy production and the geometry of dissipative evolution equationsAuthorship / preprint / 2015

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