Phase-Field DeepONet: Physics-informed deep operator neural network for fast simulations of pattern formation governed by gradient flows of free-energy functionals

Wei Li, Martin Z. Bazant, Juner Zhu

2023Computer Methods in Applied Mechanics and Engineering68 citationsDOI

Topics & Concepts

Operator (biology)Artificial neural networkField (mathematics)Computer scienceNon-equilibrium thermodynamicsEnergy (signal processing)Dynamical systems theoryStatistical physicsArtificial intelligenceAlgorithmPhysicsMathematicsQuantum mechanicsGeneTranscription factorChemistryRepressorBiochemistryPure mathematicsModel Reduction and Neural NetworksLattice Boltzmann Simulation StudiesNanofluid Flow and Heat Transfer