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Special Semester on Quantitative Biology analyzed by Mathematical Methods
Linz, October 1, 2007 - January 27, 2008
A PDE Method for Filtering Vector-Valued Data

Workshop on Bioimaging II / PDEs, Mon, 19 Nov, 2007

Speaker: Frank Lenzen

Abstract

One way to motivate evolutionary partial differential equations is
to use semigroup theory on a variational formulation.
Based on a regularization functional iterative minimization with
regularization parameter $\tau$ is considered.
The PDE then is (formally) obtained as the asymptotic limit for $\tau\to 0$.

In our talk we are concerned with non-convex functionals on spaces of
vector-valued functions, where the numerical calculation of generalized minimizers is an open question.
We overcome this problem by applying semigroup theory and determining a gradient flow, ending up with a PDE, which in the case of scalar data becomes the well-known Mean Curvature Equation.

Additionally we present examples of applications, for which our PDE method is well suited for, e.g. denoising of vector-valued data, removing sampling point errors or compression artifacts and filtering upsampled data.

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