February 14th, 2022

Hands on Machine Learning for Fluid Dynamics

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We had a very intense week covering all aspects of machine learning (Supervised, Unsupervised and Reinforcement Learning) with exercises and tutorials applied to fluid dynamics problems (e.g. aeroacoustic noise prediction, turbulence modeling, mesh-less integration of PDES and super-resolution, dimensionality reduction and flow control). Thanks to all the online and on-site participants for triggering wonderful discussions!

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November 19th, 2021

Fundamentals and recent advances in Particle Image Velocimetry and Lagrangian Particle Tracking


 

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We had a great week dedicated to image velocimetry with the lecture series on "Fundamentals and recent advances in Particle Image Velocimetry and Lagrangian Particle Tracking" at the von Karman Institute for Fluid Dynamics. The course was directed by Stefano Discetti, who coordinated an amazing team of lecturers composed by Fulvio Scarano, Andrea Ianiro, Tommaso Astarita, Christian Kaehler, Andreas Schröder, Andrea Sciacchitano and myself. Special thanks to Muhsin Can Akkurt and Misuki Okada who organized the laboratory demos.

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September 10th, 2021

'European Coating Symposium 2021

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February 10th, 2020

Lecture Series 'Machine Learning for Fluid Mechanics: Analysis, Modeling, Control and Closures'

This was the first lecture series from the von Karman Institute for Fluid Dynamics dedicated to machine learning for fluid mechanics.  The course was hosted by the Université libre de Bruxelles (ULB) from 24 to 28 February 2020, in the classic VKI lecture series format.  The video of the lectures that were given in the VKI lecture series are available here and the lecture series notes will be published by Cambridge University Press in an edited book titled 'Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning'.

 

The lecture series was co-organized by with Alessandro Parente from the Université libre de Bruxelles (Belgium), Andrea Ianiro from Universidad Carlos III de Madrid (Spain), Bernd R. Noack from Harbin Institute of Technology, Shenzhen (China) and TU Berlin (Germany) and Steven L. Brunton from University of Washington (US).

To know more: visit the course/book website: https://www.datadrivenfluidmechanics.com

The video of the lectures that were given in the VKI lecture series are available here.

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