Model reduction, centering, and the Karhunen-Loeve expansion
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We propose a computationally efficient modeling method that captures a given translation symmetry in a system. To obtain a low order approximate system of ODEs, prior to performing a Karhunen Loeve expansion, we process the available data set using a "centering" procedure. This approach has been shown to be efficient in nonlinear scalar wave equations.
[1] L. Sirovich. Turbulence and the dynamics of coherent structures. I. Coherent structures , 1987 .
[2] F. Moore,et al. A Theory of Post-Stall Transients in Axial Compression Systems: Part I—Development of Equations , 1986 .
[3] L. Sirovich. Turbulence and the dynamics of coherent structures. III. Dynamics and scaling , 1987 .
[4] Harold J. Kushner,et al. Stochastic processes in information and dynamical systems , 1972 .