Seminar for machine learning and UQ in scientific computing Olga Mula

Optimal State and Parameter Estimation Algorithms and Applications to Biomedical Problems

When
6 Jun 2023 from 11 a.m. to 6 Jun 2023 noon CEST (GMT+0200)
Where
CWI, room L017
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Speaker: Olga Mula (Eindhoven)

Title: Optimal State and Parameter Estimation Algorithms and Applications to Biomedical Problems

In this talk, I will present an overview of recent works aiming at solving inverse problems (state and parameter estimation) by combining optimally measurement observations and parametrized PDE models. After defining a notion of optimal performance in terms of the smallest possible reconstruction error that any reconstruction algorithm can achieve, I will present practical numerical algorithms based on nonlinear reduced models for which we can prove that they can deliver a performance close to optimal. The proposed concepts may be viewed as exploring alternatives to Bayesian inversion in favor of more deterministic notions of accuracy quantification. I will illustrate the performance of the approach on simple benchmark examples and we will also discuss applications of the methodology to biomedical problems
which are challenging due to shape variability.

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https://cwi-nl.zoom.us/j/86152429273?pwd=UDlsTVhxYTdleFRHU3Bka3ZReUF1QT09

Meeting ID: 861 5242 9273
Passcode: 826558