Density Matrix Renormalization for Model Reduction in Nonlinear Dynamics
classification
⚛️ physics.comp-ph
physics.flu-dyn
keywords
modelnonlinearreductiondensitydimensionalmatrixrenormalizationsystems
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We present a novel approach for model reduction of nonlinear dynamical systems based on proper orthogonal decomposition (POD). Our method, derived from Density Matrix Renormalization Group (DMRG), provides a significant reduction in computational effort for the calculation of the reduced system, compared to a POD. The efficiency of the algorithm is tested on the one dimensional Burgers equations and a one dimensional equation of the Fisher type as nonlinear model systems.
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