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A semigroup method for high dimensional elliptic PDEs and eigenvalue problems based on neural networks

Haoya Li, Lexing Ying

2022Journal of Computational Physics16 citationsDOIOpen Access PDF

Topics & Concepts

MathematicsEigenvalues and eigenvectorsSemigroupApplied mathematicsPartial differential equationBoundary value problemDifferential operatorElliptic operatorOperator (biology)Artificial neural networkLaplace operatorMathematical analysisComputer scienceRepressorBiochemistryChemistryQuantum mechanicsPhysicsMachine learningGeneTranscription factorModel Reduction and Neural NetworksNumerical methods in engineeringNumerical methods in inverse problems
A semigroup method for high dimensional elliptic PDEs and eigenvalue problems based on neural networks | Litcius