A rational Lanczos algorithm for model reduction |
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Authors: | K. Gallivan G. Grimme P. Van Dooren |
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Affiliation: | (1) Coordinated Science Laboratory, University of Illinois at Urbana-Champaign, 61801 Urbana, IL, USA;(2) Center for Systems Engineering and Applied Mechanics, Université Catholique de Louvain, B-1348 Louvain-la-Neuve, Belgium |
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Abstract: | This paper presents a model reduction method for large-scale linear systems that is based on a Lanczos-type approach. A variant of the nonsymmetric Lanczos method, rational Lanczos, is shown to yield a rational interpolant (multi-point Padé approximant) for the large-scale system. An exact expression for the error in the interpolant is derived. Examples are utilized to demonstrate that the rational Lanczos method provides opportunities for significant improvements in the rate of convergence over single-point Lanczos approaches. |
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Keywords: | State space systems nonsymmetric lanczos algorithm Padé approximation rational interpolation model reduction |
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