Sigillo dell'Università di Bologna
Seminari del Dipartimento di Matematica
Università di Bologna

Fast, matrix-free matrix-vector product with the Löewner matrix

seminario tenuto da
Davide Palitta

Ottobre
01
2020
analisi numerica
ore 11:00
The Löwner framework is one of the most successful data-driven model order reduction techniques. Given k right interpolation data and h left interpolation data, the standard layout of this approach is composed of two stages. First, the kh x kh Löwner matrix L and shifted Löwner matrix S are constructed. Then, an SVD of L-ζS, ζ belonging to one of the data sets, provides the projection matrices used to compute the sought reduced model. These two steps become numerically challenging for large k and h in terms of both computational time and storage demand. We show how the structure of L and S can be exploited to reduce the cost of performing (L-ζS)x while avoiding the explicit allocation of L and S.

organizzato da: Margherita Porcelli
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