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Michal Pavelka
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Michal Pavelka17 visible / 17 total nodes / 37 links

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Related contextCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipAuthorshipAuthorshipAuthorshipAuthorshipWorks onWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipWorks onWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalAuthorshipAuthorshipMichal PavelkaAMichal PavelkaResearcherNonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentialsWNonlinear GENERIC Infor...preprint / 2026Vojtěch VotrubaAVojtěch VotrubaResearcherZequn HeAZequn HeResearcherWeilun QiuAWeilun QiuResearcherCelia ReinaACelia ReinaResearcherGeneralization of the dynamical lack-of-fit reductionWGeneralization of the d...preprint / 2020On Hamiltonian continuum mechanicsWOn Hamiltonian continuu...preprint / 2020A hierarchy of Poisson brackets in non-equilibrium thermodynamicsWA hierarchy of Poisson ...preprint / 2016Braun-Le Chatelier principle in dissipative thermodynamicsWBraun-Le Chatelier prin...preprint / 2016physics.comp-phTphysics.comp-ph4125 worksMachine LearningTMachine Learning49008 worksComparison of the Symmetric Hyperbolic Thermodynamically Compatible framework with Hamiltonian mechanics of binary mixturesWComparison of the Symme...preprint / 2022A case study of non-Fourier heat conduction using Internal Variables and GENERICWA case study of non-Fou...preprint / 2021A multiscale thermodynamic generalization of Maxwell-Stefan diffusion equations and of the dusty gas modelWA multiscale thermodyna...preprint / 2022Multiscale thermodynamics of charged mixturesWMultiscale thermodynami...preprint / 2020Learning Physics from Data: a Thermodynamic InterpretationWLearning Physics from D...preprint / 2021
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Michal Pavelka

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 / ResearcherPersonCelia ReinaCo-authorship / ResearcherPaperGeneralization of the dynamical lack-of-fit reductionAuthorship / preprint / 2020PaperOn Hamiltonian continuum mechanicsAuthorship / preprint / 2020PaperA hierarchy of Poisson brackets in non-equilibrium thermodynamicsAuthorship / preprint / 2016

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