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The Dimensionality Reduction of Crank–Nicolson Mixed Finite Element Solution Coefficient Vectors for the Unsteady Stokes Equation

Zhendong Luo

2022Mathematics22 citationsDOIOpen Access PDF

Abstract

By means of a proper orthogonal decomposition (POD) to cut down the dimensionality of unknown finite element (FE) solution coefficient vectors in the Crank–Nicolson (CN) mixed FE (CNMFE) method for two-dimensional (2D) unsteady Stokes equations in regard to vorticity stream functions, a reduced dimension recursive-CNMFE (RDR-CNMFE) method is constructed. In this case, the RDR-CNMFE method has the same FE basis functions and accuracy as the CNMFE method. The existence, stability, and errors of RDR-CNMFE solutions are analyzed by matrix analyzing, resulting in very simple theory analysis. Some numerical tries are used to check on the validity of the RDR-CNMFE method. The RDR-CNMFE method has second-order time accuracy and few unknowns so as to be able to shorten CPU runtime and retard the error cumulation in simulation calculating process, and improve real-time calculating accuracy.

Topics & Concepts

MathematicsCrank–Nicolson methodFinite element methodDimension (graph theory)Matrix (chemical analysis)Dimensionality reductionApplied mathematicsCurse of dimensionalityBasis (linear algebra)Stability (learning theory)Mathematical analysisFinite difference methodGeometryComputer sciencePhysicsPure mathematicsChemistryStatisticsArtificial intelligenceThermodynamicsMachine learningChromatographyModel Reduction and Neural NetworksAdvanced Numerical Methods in Computational MathematicsFluid Dynamics and Vibration Analysis
The Dimensionality Reduction of Crank–Nicolson Mixed Finite Element Solution Coefficient Vectors for the Unsteady Stokes Equation | Litcius