77th Annual Meeting of the Division of Fluid Dynamics
Sunday–Tuesday, November 24–26, 2024;
Salt Lake City, Utah
Session Index
Session R15: Low-Order Modeling and Machine Learning in Fluid Dynamics: Methods IV
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Show Abstracts |
Chair: Jinlong Wu, University of Wisconsin - Madison
Room: 155 E
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Monday, November 25, 2024
1:50PM - 2:03PM
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R15.00001: A transformer-based model for grid-agnostic full-field reconstruction of tsunami waves from sparse observations.
Edward McDugald, Arvind T Mohan, Darren Engwirda, Javier Santos, Agnese Marcato
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Monday, November 25, 2024
2:03PM - 2:16PM
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R15.00002: Deep Reduced-Order Modeling for Fluids: The Importance of Autoencoder Initialization and Initial Transient Data
Gregory Robert Macchio, Clarence W Rowley
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Monday, November 25, 2024
2:16PM - 2:29PM
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R15.00003: Feature-Guided Adaptive Model Order Reduction for Convection-Dominated Problems
Ali Mohaghegh, Cheng Huang
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Monday, November 25, 2024
2:29PM - 2:42PM
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R15.00004: Linear and nonlinear Granger causality analysis of turbulent flows
Barbara Lopez-Doriga, Marco Atzori, Ricardo Vinuesa, H. Jane Bae, Ankit Srivastava, Scott T. M. Dawson
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Monday, November 25, 2024
2:42PM - 2:55PM
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R15.00005: Extracting self-similarity from data
Nikolaos Bempedelis, Luca Magri, Konstantinos Steiros
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Monday, November 25, 2024
2:55PM - 3:08PM
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R15.00006: Neural Inference of Fluid–Structure Interactions from Lagrangian Particle Tracks
Rui Tang, Ke Zhou, Samuel J Grauer, jifu tan
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Monday, November 25, 2024
3:08PM - 3:21PM
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R15.00007: Physics-Constrained Forecasting of Fluid Dynamics with Reservoir Computing
Dima Tretiak, Anastasia Bizyaeva, Nathan Kutz, Steve Brunton
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Monday, November 25, 2024
3:21PM - 3:34PM
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R15.00008: Combined autoencoder and clustering-based approach to investigate extreme events in turbulent flows
Nguyen Anh Khoa Doan, Luca Magri
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