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A physics-informed operator regression framework for extracting data-driven continuum models

Ravi G. Patel, Nathaniel Trask, Mitchell Wood, Eric C. Cyr

2020Computer Methods in Applied Mechanics and Engineering102 citationsDOIOpen Access PDF

Topics & Concepts

PhysicsFidelityOperator (biology)IsotropyStatistical physicsDifferential operatorArtificial neural networkPhenomenology (philosophy)Classical mechanicsTheoretical physicsAlgorithmComputer scienceArtificial intelligenceMathematicsMathematical analysisQuantum mechanicsBiochemistryPhilosophyGeneChemistryEpistemologyTranscription factorRepressorTelecommunicationsModel Reduction and Neural NetworksLattice Boltzmann Simulation StudiesProbabilistic and Robust Engineering Design
A physics-informed operator regression framework for extracting data-driven continuum models | Litcius