Extreme-Scale Computational Science Discovery in Fluid Dynamics and Related Disciplines II
FOCUS · S49 · ID: 48134
Presentations
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Parallel Physics-Informed Neural Networks
ORAL · Invited
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Publication: Shukla K, Jagtap AD, Karniadakis GE. Parallel physics-informed neural networks via domain decomposition. arXiv preprint arXiv:2104.10013. 2021 Apr 20.
Presenters
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George E Karniadakis
- Brown University
Authors
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George E Karniadakis
- Brown University
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Machine Learning to Discover Interpretable Models in Fluids and Plasmas
ORAL
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Presenters
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Alan Kaptanoglu
- University of Washington
Authors
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Alan Kaptanoglu
- University of Washington
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Jared Callaham
- University of Washington
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Christopher J Hansen
- University of Washington
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Steven L Brunton
- University of Washington
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Adjoint-based optimization of large-scale reacting turbulent flow simulations
ORAL
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Presenters
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Ali Kord
- University of Michigan
Authors
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Ali Kord
- University of Michigan
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JESSE S CAPECELATRO
- University of Michigan
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Machine-Learning-Enabled Prediction of Spatiotemporal Boundary Conditions in Multiphase Flow Simulations
ORAL
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Publication: 1. Mondal, S., Magnotti, G.M., Lusch, B.A., Maulik, R., Torelli, R., "Machine Learning-Enabled Prediction of Transient Injection Map in Automotive Injectors with Uncertainty Quantification", ASME Internal Combustion Engine Fall Conference, 2021.
2. Mondal, S., Torelli, R., Lusch, B.A., Milan, P.J., Magnotti, G.M., "Accelerating the Generation of Static Coupling Injection Maps Using a Data-Driven Emulator," SAE Int. J. Adv. & Curr. Prac. in Mobility 3(3):1408-1424, 2021.Presenters
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Gina M Magnotti
- Argonne National Laboratory
Authors
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Gina M Magnotti
- Argonne National Laboratory
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Sudeepta Mondal
- Argonne National Laboratory
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Roberto Torelli
- Argonne National Laboratory
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Bethany A Lusch
- Argonne National Laboratory
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Predicting Boundary-Layer Transition (BLT) using Artificial Intelligence (AI) Causality Inference
ORAL
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Presenters
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Arturo Rodriguez
- University of Texas at El Paso
Authors
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Arturo Rodriguez
- University of Texas at El Paso
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Andres Enriquez
- University of Texas at El Paso
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Jose Terrazas
- University of Texas at El Paso
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Daniel Villanueva
- University of Texas at El Paso
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Brandon Paez
- University of Texas at El Paso
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Nicholas Dudu
- University of Texas at El Paso
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Rafael Baez
- University of Texas at El Paso
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Christopher Harris
- Imperial College London
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Vinod Kumar
- University of Texas at El Paso
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Physics-informed Machine Learning for Reduced-order Modeling of Lagrangian Turbulence
ORAL
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Presenters
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Yifeng Tian
- Los Alamos National Laboratory
Authors
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Yifeng Tian
- Los Alamos National Laboratory
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Michael Woodward
- University of Arizona
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Mikhail Stepanov
- University of Arizona
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Chris Fryer
- Los Alamos Natl Lab
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Criston M Hyett
- University of Arizona
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Michael Chertkov
- University of Arizona
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Daniel Livescu
- Los Alamos Natl Lab
- LANL
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Sparse identification of multiphase turbulence closures for strongly-coupled gas-particle flows
ORAL
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Publication: Beetham, S., Fox, R.O., Capecelatro, J., (2021) Sparse identification of multiphase turbulence closures for coupled fluid-particle flows. Journal of Fluid Mechanics. 914, A11.
Presenters
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Sarah Beetham
- Oakland University
Authors
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Sarah Beetham
- Oakland University
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Rodney O Fox
- Iowa State University
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JESSE S CAPECELATRO
- University of Michigan
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Computational Investigation of the Effects of Chemistry on Mars Retropropulsion Environments
ORAL
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Presenters
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eric j nielsen
- nasa langley research center
Authors
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eric j nielsen
- nasa langley research center
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gabriel c nastac
- nasa langley research center
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aaron c walden
- nasa langley research center
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ashley m korzun
- nasa langley research center
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chris stone
- National Institute of Aerospace
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patrick j moran
- nasa ames research center
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A Discrete Ion Stochastic Continuum Overdamped Solvent Algorithm for Modeling Electrolytes
ORAL
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Publication: D. R. Ladiges, S. P. Carney, A. Nonaka, K. Kymko, G. C. Moore, A. L. Garcia, S. R. Natesh, A. Donev and J. B. Bell, A Discrete Ion Stochastic Continuum Overdamped Solvent Algorithm for Modeling Electrolytes, Physical Review Fluids, 6(4), 044309, 2021
Presenters
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Daniel R Ladiges
- Lawrence Berkeley National Laboratory
Authors
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Daniel R Ladiges
- Lawrence Berkeley National Laboratory
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J. Galen Wang
- Lawrence Berkeley National Laboratory
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Ishan Srivastava
- Lawrence Berkeley National Laboratory
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Sean P Carney
- University of California, Los Angeles
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Andrew J Nonaka
- Lawrence Berkeley National Laboratory
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Katherine Klymko
- Lawrence Berkeley National Laboratory
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Guy C Moore
- University of California, Berkeley
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Alejandro L Garcia
- San Jose State University
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Sachin R Natesh
- New York University
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Aleksandar Donev
- Courant Institute of Mathematical Sciences, New York University
- Courant Institute, New York University
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John B Bell
- Lawrence Berkeley National Laboratory
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Coupling melt-pool fluid dynamics to microstructure development to process-aware material model in the Exascale Additive Manufacturing project
ORAL
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Presenters
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James F Belak
- Lawrence Livermore Natl Lab
Authors
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James F Belak
- Lawrence Livermore Natl Lab
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John Coleman
- Oak Ridge National Laboratory
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Robert Carson
- Lawrence Livermore National Laboratory
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Matthew Rolchigo
- Oak Ridge National Laboratory
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Samuel T Reeve
- Oak Ridge National Laboratory
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A Quantum Inspired Approach to Exploit Turbulence Structures
ORAL
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Presenters
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Nikita Gourianov
- University of Oxford
Authors
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Peyman Givi
- University of Pittsburgh
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Nikita Gourianov
- University of Oxford
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Martin Kiffner
- University of Oxford
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Michael Lubasch
- Cambridge Quantum
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Hessam Babaee
- University of Pittsburgh
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Sergey Dolgov
- University of Bath
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Quincy van den Berg
- University of Oxford
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Dieter Jaksch
- Universitat Hamburg
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High-Fidelity Numerical Simulations of Fire Using Adaptive Mesh Refinement
ORAL
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Presenters
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Peter Hamlington
- University of Colorado Boulder
Authors
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Peter Hamlington
- University of Colorado Boulder
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Caelan B Lapointe
- University of Colorado, Boulder
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Michael Meehan
- University of Colorado, Boulder
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Sam Simons-Wellin
- University of Colorado, Boulder
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Nicholas T Wimer
- National Renewable Energy Laboratory
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Jeffrey F Glusman
- University of Colorado, Boulder
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Stability of a phase boundary with heat and mass fluxes
ORAL
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Presenters
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D.V. Ilyin
- California Institute of Technology
Authors
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Snezhana I Abarzhi
- Snezhana I. Abarzhi, University of Western Australia
- Carnegie Mellon University
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D.V. Ilyin
- California Institute of Technology
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