[Dottorcomp] Seminari di Matematica Applicata. Martedì 19 luglio. Wei Cai.

[Stefano Lisini]

Seminari di Matematica Applicata, Dipartimento di Matematica "F. Casorati"
e Istituto del CNR IMATI "E. Magenes" di Pavia.

Martedì 19 luglio 2022, alle ore 15.00 precise, presso l'aula Beltrami del
Dipartimento di Matematica,

Wei Cai (SMU, Dallas, USA)terrà un seminario dal titolo:

Deep Neural Network Algorithms for Oscillatory Flows, Causality Operators
and High Dimensional Fokker-Planck Equations

Il seminario verrà anche trasmesso in diretta su zoom al link

https://us02web.zoom.us/j/87518137128?pwd=eHg2eG9QZUdydFJEU1NESWN5a1lPQT09

ID riunione: 875 1813 7128
Passcode: 880047

Abstract.
In this talk, we will present results on new types of deep neural network
(DNN) in the following areas: (a) a multi-scale DNN method for solving
highly oscillatory Navier-Stokes flows in complex domains (b) a causality
DNN learning algorithm for nonlinear operators in highly oscillatory
function spaces encountered in  seismic wave responses and other evolution
PDEs systems with causalities; (c) a DNN based on forward and backward
stochastic differential equations (FBSDEs) for high dimensional PDEs such
as Fokker-Planck equations in statistical description of biochemical
systems, with application to compute the committor functions and reaction
rates in transition path sampling theory of complex chemical and biological
systems.
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Pagina web dei Seminari di Matematica Applicata
https://matematica.unipv.it/ricerca/cicli-di-seminari/seminari-di-matematica-applicata/
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