Low-Order Modeling and Machine Learning in Fluid Dynamics: Design
ORAL · J11 · ID: 3583219
Presentations
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Categorical Batch Bayesian Optimisation for High-Dimensional Design in Particle-Laden Flows
ORAL
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Presenters
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Hongying Li
Nanyang technological University, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore 639798
Authors
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Hongying Li
Nanyang technological University, School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore, Singapore 639798
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Nausheen Basha
Imperial College London
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Omar K Matar
Imperial College London
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Accelerating burn region modeling in reactive flows using latent space dynamics modeling
ORAL
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Presenters
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Aviral Prakash
Los Alamos National Laboratory, University of Colorado, Boulder
Authors
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Aviral Prakash
Los Alamos National Laboratory, University of Colorado, Boulder
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Tariq D Aslam
Los Alamos National Laboratory
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Marc Klasky
LANL, Los Alamos National Laboratory
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Bayesian Experimental Design for Model Discrepancy Calibration: An Auto-Differentiable Ensemble Kalman Inversion Approach
ORAL
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Publication: Yang, H., Dong, X., & Wu, J.-L. (2025). Bayesian Experimental Design for Model Discrepancy Calibration: An Auto-Differentiable Ensemble Kalman Inversion Approach. arXiv preprint arXiv:2504.20319.
Presenters
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Huchen Yang
University of Wisconsin - Madison
Authors
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Huchen Yang
University of Wisconsin - Madison
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Xinghao Dong
University of Wisconsin - Madison
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Jinlong Wu
University of Wisconsin - Madison
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Learning viscosity from videos for high throughput characterization
ORAL
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Publication: Arretche, Ignacio, et al. "High-throughput viscometry via machine-learning from videos of inverted vials." arXiv preprint arXiv:2506.02034 (2025).
Presenters
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Ignacio Arretche
UIUC, University of Illinois Urbana-Champaign
Authors
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Ignacio Arretche
UIUC, University of Illinois Urbana-Champaign
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Randy H Ewoldt
University of Illinois Urbana-Champaign, University of Illinois at Urbana-Champaign
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Sameh H Tawfick
University of Illinois Urbana-Champaign
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Tanver Hossain
University of Illinois Urbana-Champaign, University of Illinois at Urbana-Champaign
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Ramdas Tiwari
University of Illinois at Urbana-Champaign
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Jacob J Lessard
University of Utah, Department of Chemistry, University of Utah
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Mya G Mills
University of Illinois Urbana-Champaign
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Abbie J Kim
University of Illinois Urbana-Champaign
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Connor D Armstrong
University of Illinois Urbana-Champaign
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Kevin Mimini
University of Illinois Urbana-Champaign
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A New Method for Terrain Representation in Diagnostic Wind Models: Applications for Prescribed Fire Modeling
ORAL
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Presenters
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Jesse E Slaten
Los Alamos National Laboratory (LANL)
Authors
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Jesse E Slaten
Los Alamos National Laboratory (LANL)
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Diego M Rojas
Los Alamos National Laboratory, Los Alamos National Laboratory (LANL)
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Siva Viknesh
University of Utah
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David Robinson
Los Alamos National Laboratory (LANL)
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Mathilda Nguyen
Los Alamos National Laboratory (LANL)
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Shane X Coffing
Los Alamos National Laboratory (LANL)
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Arvind T Mohan
Los Alamos National Laboratory (LANL)
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Sara Brambilla
Los Alamos National Laboratory (LANL)
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Steerable Implicit Neural Representations for Rapid Design Optimization in Fluid Systems
ORAL
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Presenters
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Matthew Uffenheimer
Santa Clara University, FluidAI
Authors
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Matthew Uffenheimer
Santa Clara University, FluidAI
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Luca Rigazio
FluidAI
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Eckart Heinz Meiburg
University of California, Santa Barbara
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