76th Annual Meeting of the Division of Fluid Dynamics
Sunday–Tuesday, November 19–21, 2023;
Washington, DC
Session Index
Session T28: Neural networks in surrogate modeling
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Show Abstracts |
Chair: Aakash Patil, Stanford University
Room: 152A
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Monday, November 20, 2023
4:25PM - 4:38PM
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T28.00001: Interpretable fine-tuning of graph neural network surrogates
Shivam Barwey, Romit Maulik
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Monday, November 20, 2023
4:38PM - 4:51PM
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T28.00002: Estimation of oscillation parameters of a circular cylinder from its downstream vorticity fields
Hikaru Chida, Kai Zhang, Koji Fukagata
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Monday, November 20, 2023
4:51PM - 5:04PM
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T28.00003: Calibrating and optimizing operator terms via a neural Galerkin Projection on the Shallow Water Equations
Shane X Coffing, Darren Engwirda, Rohit Kameshwara Sampath Sai K Vuppala, Arvind T Mohan
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Monday, November 20, 2023
5:04PM - 5:17PM
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T28.00004: Reservoir computing of thermal convection: Random versus small-world networks
Shailendra K Rathor, Jörg Schumacher
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Monday, November 20, 2023
5:17PM - 5:30PM
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T28.00005: Input-Output turbulent flow models using Fourier Neural Operators
Federico Rios Tascon, Aakash Patil, Peter J Schmid, Beverley J McKeon
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Monday, November 20, 2023
5:30PM - 5:43PM
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T28.00006: Analysis of air-jet vortex-generator controlled SWBLI using deep encoder-decoder convolutional network
Robin Sebastian, Saahith Velivolu, Anne-Marie Schreyer
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Monday, November 20, 2023
5:43PM - 5:56PM
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T28.00007: Reduced-Order Modelling of Stochastically Forced Zonal Jets using a 'Stochastic Latent Transformer'
Ira J Shokar, Peter H Haynes, Rich R Kerswell
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Monday, November 20, 2023
5:56PM - 6:09PM
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T28.00008: Volumetric flow rate prediction of disturbed pipe flow based on single path velocity data using a shallow neural network
Christoph Wilms, Ann-Kathrin Ekat, Katja Hertha-Dunkel, Thomas Eichler, Sonja Schmelter
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