Sunday, November 24, 2024
10:50AM - 11:20AM
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C02.00001: INTERACT FLASH TALKS: Machine Learning in Fluids
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C02.00002: Kinetic data-driven approach to turbulence subgrid modeling
Alessandro Gabbana, Giulio Ortali, Nicola Demo, Gianluigi Rozza, Federico Toschi
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C02.00003: Analyzing the transition-to-turbulence in Rayleigh-Benard flows through latent space representations
Patricio Clark Di Leoni, Melisa Y Vinograd
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C02.00004: Data-driven model reduction via non-intrusive optimization of projection operators and reduced-order dynamics
Alberto Padovan, Blaine Vollmer, Daniel J Bodony
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C02.00005: Conditioning deep learning on PDE parameters to generalise emulation of stochastic and chaotic dynamics
Ira Jeet Singh Shokar, Peter H Haynes, Rich R Kerswell
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C02.00006: Transition prediction in high-speed boundary layers using Bayesian deep operator networks
Hannah Thompson, Yue Hao, Ponkrshnan Thiagarajan, Tamer A Zaki
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C02.00007: Integration of Temporal Dynamics in Graph U-Nets for Improved Mesh-Agnostic Spatio-Temporal Flow Prediction
Sunwoong Yang, Yuning Wang, Abhijeet Vishwasrao, Ricardo Vinuesa, Namwoo Kang
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C02.00008: Multifidelity UQ strategies for laser-ignited rocket combustors
Tony Zahtila, Davy Brouzet, Murray Cutforth, Diego Rossinelli, Gianluca Iaccarino
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C02.00009: Operator Learning for Reconstruction Problems: An Energy Transformer Approach with Applications in Fluid Mechanics
Qian Zhang, George Em Karniadakis
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C02.00010: Learning Stochastic Closures via Conditional Diffusion Model and Neural Operator
Xinghao Dong, Chuanqi Chen, Jinlong Wu
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C02.00011: Variational formulation of physics informed neural networks (vfPINN)
Chinmay Katke, C. Nadir Kaplan
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C02.00012: Implicit Neural Representations Meets Interpretable Parameterized Mesh-agnostic Stability-Preserving Reduced-Order Modeling
Weichao Li, Shaowu Pan
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C02.00013: Geometry-informed deep learning surrogate models for flow prediction
Nausheen Sultana Mehboob Basha, Mosayeb Shams, Sibo Cheng, Rossella Arcucci, Omar K Matar
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C02.00014: A real-time digital twin of nonlinear azimuthal thermoacoustics
Andrea Nóvoa, Nicolas Noiray, James R Dawson, Luca Magri
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C02.00015: CoNFiLD: Conditional Neural Field Latent Diffusion Model Generating Spatiotemporal Turbulence
Pan Du, Meet H Parikh, Xiantao Fan, Xinyang Liu, Jian-Xun Wang
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C02.00016: ABSTRACT WITHDRAWN
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C02.00017: Ensemble Kalman Methods for Learning Closure Parameters
Isabel Scherl, Eviatar Bach, Andrew Stuart, Tim Colonius
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C02.00018: Information-Theoretic Buckingham-Pi Theorem: Application to Wall Model Discovery for Compressible Flow Over Roughness
Yuan Yuan, Adrian Lozano-Duran
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C02.00019: LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles
Ashesh K Chattopadhyay, Romit Maulik, Haiwen Guan, Troy Arcomano
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Sunday, November 24, 2024
11:20AM - 12:50PM
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C02.00020: INTERACT DISCUSSION SESSION WITH POSTERS: Machine Learning in Fluids
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C02.00021: Abstract Withdrawn
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C02.00022: Abstract Withdrawn
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