[Dottorcomp] PAV-IA: Reading seminar second part of "Numerical analysis of physics-informed neural networks and related models in physics-informed machine learning" Tim De Ryck and Siddhartha Mishra

Siam Student Chapter siamstudentchapter a unipv.it
Gio 13 Feb 2025 10:53:33 CET


Dear all,

We're pleased to invite you to our second *reading seminar* of *Pav-IA*,
where the speaker will present an article of interest, hosted by the SIAM
Student Chapter of Pavia.

*Upcoming Seminar:*

   - *Title: *Second part of Numerical analysis of physics-informed neural
   networks and related models in physics-informed machine learning
   <https://www.cambridge.org/core/journals/acta-numerica/article/numerical-analysis-of-physicsinformed-neural-networks-and-related-models-in-physicsinformed-machine-learning/A059C6E13478F0F7C70EC7C976716F9F>
   .


   - *Authors: *Tim De Ryck and Siddhartha Mishra.


   - *Speaker*: Luca Pellegrini.


   - *Description*:  This article aims to provide a comprehensive review of
   currently available results on the numerical analysis of PINNs
   <https://www.sciencedirect.com/science/article/pii/S0021999118307125>
   and related models that constitute the backbone of physics-informed machine
   learning. We provide a unified framework in which analysis of the various
   components of the error incurred by PINNs in approximating PDEs can be
   effectively carried out.


   - *Where and when: *Tuesday, *February 18th*, from 13:00 to 14:00 , at
   the Aula Beltrami, Department of Mathematics, University of Pavia.

*If you haven't already done so, please fill out this short form
<https://docs.google.com/forms/d/1-kH0a4VIVMZLOzGN0CHFN4Bi6A861IPLv8-9wN3Vk6c/edit>
to participate in Pav-IA activities.*

We look forward to your participation!

Stay updated on SIAM Chapter activities by visiting our website
<https://sites.google.com/view/siam-unipv/home>.

Sincerely,
Luca and Massimiliano


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