Publications

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Near-Wall Turbulence Modeling using Neural Networks

Sandia Machine Learning and Deep Learning Workshop

Matthew F. Barone, Nathan Miller, Warren Leon Davis, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1641518

Conference Paper – 2019 Conference Paper 2019

Machine-Learned Models for Near-Wall Turbulence

DOE ASC V&V Lead Visit to Sandia

Matthew F. Barone, Nathan Miller, Warren Leon Davis, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1645355

Presentation (non-conference) – 2019 Presentation (non-conference) 2019

Near-Wall Modeling using Coordinate Frame Invariant Representations and Neural Networks

AIAA Aviation Forum

Nathan Miller, Matthew F. Barone, Warren Leon Davis, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1640064

Conference Paper – 2019 Conference Paper 2019

Coordinate-Invariant Near-Wall Turbulence Modeling via Neural Networks

Machine Learning for Computational Fluid and Solid Dynamics

Nathan Miller, Matthew F. Barone, Warren Leon Davis, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1601537

Conference Paper – 2019 Conference Paper 2019

Coordinate-Invariant Near-Wall Turbulence Modeling via Neural Networks

Machine Learning for Computational Fluid and Solid Dynamics

Nathan Miller, Matthew F. Barone, Warren Leon Davis, Jeffrey A. Fike

Abstract – 2019 Abstract 2019

Wall Shear Stress Prediction using Coordinate Frame Invariant Representations and Neural Networks

AIAA Aviation and Aeronautics Forum and Exposition

Nathan Miller, Matthew F. Barone, Warren Leon Davis, Jeffrey A. Fike

Abstract – 2018 Abstract 2018

Machine Learning Models of Errors in LES Predictions of Surface Pressure Fluctuations

AIAA Aviation 2017

Matthew F. Barone, Jeffrey A. Fike, Kamaljit Singh Chowdhary, Warren Leon Davis, Julia Ling, Shawn Martin

https://www.osti.gov/search/identifier:1458163

Conference Paper – 2017 Conference Paper 2017

Machine Learning Models of Errors in Large Eddy Simulation Predictions of Surface Pressure Fluctuations

AIAA Aviation Conference

Matthew F. Barone, Jeffrey A. Fike, Kamaljit Singh Chowdhary, Warren Leon Davis, Julia Ling, Shawn Martin

https://www.osti.gov/search/identifier:1367203

Conference Paper – 2017 Conference Paper 2017

Convolutional Neural Networks for Frequency Response Predictions

ASME V&V Conference

Andrew Wilson, Daniel Wade, Julia Ling, Kamaljit Singh Chowdhary, Warren Leon Davis, Matthew F. Barone, Matthew F. Barone, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1457870

Conference Paper – 2017 Conference Paper 2017

Investigating Turbulent Wall Pressure Fluctuations using Machine Learning Techniques

Visit to MIT

Matthew F. Barone, Julia Ling, Warren Leon Davis, Kamaljit Singh Chowdhary, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1456663

Presentation (non-conference) – 2017 Presentation (non-conference) 2017

Approaches for building stable projection-based reduced order models for compressible flow

Virginia Tech Seminar

Irina Kalashnikova Tezaur, Matthew F. Barone, Jeffrey A. Fike, Maciej (UIUC) Balajewicz, Srinivasan Arunajatesan, Bart G van Bloemen Waanders, Earl (Duke) Dowell

https://www.osti.gov/search/identifier:1456589

Presentation (non-conference) – 2017 Presentation (non-conference) 2017

Convolutional Neural Networks for Frequency Response Predictions

ASME V&V

Andrew Wilson, Daniel Wade, Julia Ling, Kamaljit Singh Chowdhary, Warren Leon Davis, Matthew F. Barone, Jeffrey A. Fike

Abstract – 2017 Abstract 2017

Development of Machine Learning Models for Turbulent Wall Pressure Fluctuations

AIAA SciTech

Julia Ling, Matthew F. Barone, Warren Leon Davis, Kamaljit Singh Chowdhary, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1416699

Conference Paper – 2017 Conference Paper 2017

Aeras: A Performance Portable, High-Resolution Global Atmosphere Model

American Geophysical Union

William Spotz, Irina Kalashnikova Tezaur, Peter Andrew Bosler, Jeffrey A. Fike, Oksana Guba, Thomas M. Smith, Jerry Watkins, Irina Demeshko

https://www.osti.gov/search/identifier:1413413

Conference Paper – 2016 Conference Paper 2016

Development of Machine Learning Models for Turbulent Wall Pressure Fluctuations

AIAA SciTech

Julia Ling, Matthew F. Barone, Warren Leon Davis, Kamaljit Singh Chowdhary, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1422115

Conference Paper – 2016 Conference Paper 2016

The Aeras Next Generation Global Atmosphere Model

Peter Andrew Bosler, Steven W. Bova, Irina P. Demeshko, Jeffrey A. Fike, Oksana Guba, James R. Overfelt, Erika Louise Roesler, Andrew G. Salinger, Thomas M. Smith, Irina Kalashnikova Tezaur, Jerry Watkins

https://www.osti.gov/search/identifier:1562816

SAND Report – 2016 SAND Report 2016

Uncertainty Quantification for the Global Atmosphere Using Concurrent Samples

SIAM Conference on Uncertainty Quantification

William Spotz, Jeffrey A. Fike, Irina Kalashnikova Tezaur, Andrew G. Salinger, Eric T. Phipps

https://www.osti.gov/search/identifier:1366603

Conference Paper – 2016 Conference Paper 2016

Uncertainty Quantification and Verification an Validation for Climate Modeling

Advancing X-cutting Ideas for Computational Climate Science

William Spotz, Timothy G. Trucano, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1341367

Conference Paper – 2016 Conference Paper 2016

Uncertainty Quantification For A Next-Generation Global Atmosphere Model

Workshop on Uncertainty Quantification in Climate Modeling and Projection

William Spotz, William Spotz, Jeffrey A. Fike, Jeffrey A. Fike, Irina Kalashnikova Tezaur, Irina Kalashnikova Tezaur, Andrew G. Salinger, Andrew G. Salinger, Steven W. Bova, Steven W. Bova, James R. Overfelt, James R. Overfelt, Mark Alan Taylor, Mark Alan Taylor, Eric T. Phipps, Eric T. Phipps

https://www.osti.gov/search/identifier:1260928

Conference Paper – 2015 Conference Paper 2015

Stabilization of Projection-Based Reduced Order Models via Optimization-Based Eigenvalue Reassignment

1st Pan American Congress on Computational Mechanics (PANACM) 2015

Irina Kalashnikova Tezaur, Bart G van Bloemen Waanders, Srinivasan Arunajatesan, Matthew F. Barone, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1248705

Conference Paper – 2015 Conference Paper 2015

Aeras: A Next Generation Atmosphere Model

International Conference on Computational Science

William Spotz, Irina Demeshko, Thomas M. Smith, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1248670

Conference Paper – 2015 Conference Paper 2015

Stabilization of Projection-Based Reduced Order Models via Optimization-Based Eigenvalue Reassignment

1st Pan American Congress on Computational Mechanics (PANACM) 2015

Irina Kalashnikova Tezaur, Bart G van Bloemen Waanders, Srinivasan Arunajatesan, Matthew F. Barone, Jeffrey A. Fike

Abstract – 2014 Abstract 2014

Energy-Stable Galerkin Reduced Order Models for Nonlinear Compressible Flow

World Congress on Computational Mechanics (WCCM) XI

Irina Kalashnikova Tezaur, Matthew F. Barone, Jeffrey A. Fike, Srinivasan Arunajatesan, Bart G van Bloemen Waanders

https://www.osti.gov/search/identifier:1496555

Presentation (non-conference) – 2014 Presentation (non-conference) 2014

Reduced Order Modeling for Prediction and Control of Large-Scale Systems

Irina Kalashnikova Tezaur, Srinivasan Arunajatesan, Matthew F. Barone, Bart G van Bloemen Waanders, Jeffrey A. Fike

https://www.osti.gov/search/identifier:1177206

SAND Report – 2014 SAND Report 2014
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