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NH-PINN: Neural homogenization-based physics-informed neural network for multiscale problems

Wing Tat Leung, Guang Lin, Zecheng Zhang

2022Journal of Computational Physics83 citationsDOIOpen Access PDF

Topics & Concepts

Homogenization (climate)OversamplingArtificial neural networkApplied mathematicsComputer scienceMultiscale modelingMathematicsMathematical optimizationAlgorithmArtificial intelligenceBioinformaticsBiologyBiodiversityEcologyBandwidth (computing)Computer networkAdvanced Mathematical Modeling in EngineeringModel Reduction and Neural NetworksAdvanced Numerical Methods in Computational Mathematics
NH-PINN: Neural homogenization-based physics-informed neural network for multiscale problems | Litcius