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KEYNOTE: Alice Cicirello - A Physics-Enhanced Machine Learning perspective to nonlinear system identification

Session Information

Jul 24, 2024 11:30 - 12:30(Europe/Amsterdam)
Venue : AULA - Auditorium
20240724T1130 20240724T1230 Europe/Amsterdam KEYNOTE: Alice Cicirello - A Physics-Enhanced Machine Learning perspective to nonlinear system identification AULA - Auditorium Enoc2024 n.fontein@tudelft.nl

Sub Sessions

A Physics-Enhanced Machine Learning perspective to nonlinear system identification

Keynote Lectures 11:30 AM - 12:30 PM (Europe/Amsterdam) 2024/07/24 09:30:00 UTC - 2024/07/24 10:30:00 UTC
This contribution provides an overview of recent work carried out within the Data, Vibration and Uncertainty Group (https://sites.google.com/view/dvugroup) focusing on developing Physics-Enhanced Machine Learning strategies in applied mechanics. In particular, it will focus on the problem of the identification of non-smooth nonlinearities caused by frictional contacts in dynamical systems. These problems are particularly challenging because of the presence of stick-slip phenomena, the access to limited, noisy and sparse indirect measurements, and the presence of various types of uncertainty. Both numerical and experimental case studies are going to be presented in which physics and domain knowledge are integrated with machine learning architectures. Open challenges and opportunities for tackling challenges in nonlinear dynamical systems will be discussed.
Presenters
AC
Alice  Cicirello
Cambridge University
122 visits

Session Participants

Online
Session speakers, moderators & attendees
Cambridge University
Professor
,
University Of Liège
Dr. Daniel Bachrathy
associate professor
,
Budapest University Of Technology And Economics, Department Of Applied Mechanics
Assc. Prof.
,
KFUPM
Dr. HASSEN OUAKAD
Associate Professor
,
MedTech, South Mediterranean University
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Extendend Abstracts

1717015008ACicirello_A_physics_enhanced_machine_learning_perspective_on_nonlinear_system_identification1.pdf
A Physics-Enhanced Machine Learning p...
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Submitted by Alice  Cicirello

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