SUPG-based stabilization using a separated representations approach
Source abstract
Abstract
We have developed a new method for the construction of Streamline Upwind Petrov Galerkin (SUPG) stabilization techniques for the resolution of convection-diffusion equations based on the use of separated representations inside the Proper Generalized Decompositions (PGD) framework. The use of SUPG schemes produces a consistent stabilization adding a parameter to all the terms of the equation (not only the convective one). SUPG obtains an exact solution for problems in 1D, nevertheless, a generalization does not exist for elements of high order or for any system of convection-diffusion equations. We introduce in this paper a method that achieves stabilization in the context of Proper Generalzied Decomposition (PGD). This class of approximations use a representation of the solution by means of the sum of a finite number of terms of separable functions. Thus it is possible to use the technique of separation of variables in the context of problems of convection-diffusion that will lead to a sequence of problems in 1D where the parameter of stabilization is well known.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Model Reduction and Neural Networks · Numerical methods for differential equations · Advanced Numerical Methods in Computational Mathematics
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References (3)
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2. F. Chinesta A. Ammar, B. Mokdad and R. Keunings. A New Family of Solvers for Some Classes of Multidimensional Partial Differential Equations Encountered in Kinetic Theory Modeling of Complex Fluids. Journal of Non-Newtonian Fluid Mechanics, 139 (3):153–176, 2006.10.1016/j.jnnfm.2006.07.007 ↗
3. F. Chinesta A. Ammar, B. Mokdad and R. Keunings. A New Family of Solvers for Some Classes of Multidimensional Partial Differential Equations Encountered in Kinetic Theory Modeling of Complex Fluids. Part II: transient simulation using space-time separated representations. Journal of Non-Newtonian Fluid Mechanics, 144:98–121, 2007.10.1016/j.jnnfm.2007.03.009 ↗