Application of POD and DEIM to Dimension Reduction of Nonlinear Miscible Viscous Fingering in Porous Media

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dc.contributor.authorChaturantabut, Saifonen_US
dc.contributor.authorSorensen, Danny C.en_US
dc.date.accessioned2018-06-19T17:45:08Zen_US
dc.date.available2018-06-19T17:45:08Zen_US
dc.date.issued2009-07en_US
dc.date.noteJuly 2009en_US
dc.description.abstractA Discrete Empirical Interpolation Method (DEIM) is applied in conjunction with Proper Orthogonal Decomposition (POD) to construct a nonlinear reduced-order model of finite difference discretized system used in the simulation of nonlinear miscible viscous fingering in a 2-D porous medium. POD is first applied to extract a low-dimensional basis that optimally captures the dominant characteristics of the system trajectory. This basis is then used in a Galerkin projection scheme to construct a reduced-order system. DEIM is then applied to greatly improve the efficiency in computing the projected nonlinear terms in the POD reduced system. DEIM achieves a complexity reduction of the nonlinearities which is proportional to the number of reduced variables while POD retains a complexity proportional to the original number of variables. Numerical results demonstrate that the dynamics of the viscous fingering in the full-order system of dimension 15000 can be captured accurately by the POD-DEIM reduced system of dimension 40 with the computational time reduced by factor of O(1000).en_US
dc.format.extent26 ppen_US
dc.identifier.citationChaturantabut, Saifon and Sorensen, Danny C.. "Application of POD and DEIM to Dimension Reduction of Nonlinear Miscible Viscous Fingering in Porous Media." (2009) <a href="https://hdl.handle.net/1911/102127">https://hdl.handle.net/1911/102127</a>.en_US
dc.identifier.digitalTR09-25en_US
dc.identifier.urihttps://hdl.handle.net/1911/102127en_US
dc.language.isoengen_US
dc.titleApplication of POD and DEIM to Dimension Reduction of Nonlinear Miscible Viscous Fingering in Porous Mediaen_US
dc.typeTechnical reporten_US
dc.type.dcmiTexten_US
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