Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers
Mehdi Shishehbor, Shirin Hosseinmardi, Ramin Bostanabad
Topics & Concepts
Convolution (computer science)Parametric statisticsPartial differential equationEncoding (memory)Computer scienceArtificial neural networkEngineering design processApplied mathematicsMathematicsArtificial intelligenceMathematical analysisStatisticsEngineeringMechanical engineeringModel Reduction and Neural NetworksNeural Networks and ApplicationsControl Systems and Identification