To be held online at:
https://videoconf-colibri.zoom.us/j/91599759679No password needed for this session.
Olga Mula
22/09/2023, 14:00 — 15:00 Europe/Lisbon Unusual schedule — Online
Olga Mula, TU Eindhoven
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.
https://arxiv.org/pdf/2203.07769.pdf https://arxiv.org/pdf/2009.02687.pdf--
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