Learning time-dependent PDEs with a linear and nonlinear separate convolutional neural network
Jiagang Qu, Weihua Cai, Yijun Zhao
Topics & Concepts
OverfittingPartial differential equationConvolutional neural networkNonlinear systemArtificial neural networkComputer scienceHeat equationBurgers' equationApplied mathematicsEuler equationsDeep learningEuler's formulaMathematicsArtificial intelligenceAlgorithmMathematical optimizationMathematical analysisQuantum mechanicsPhysicsModel Reduction and Neural NetworksFluid Dynamics and Turbulent FlowsFractional Differential Equations Solutions