Multi-task Machine Learning for Fusion Simulations
USACM Thematic Conference on Uncertainty Quantification for Machine Learning Integrated Physics Modeling
William Lewis, Kathryn Anne Maupin, Anh Tran, Patrick Knapp
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Conference Poster – 2022
Conference Poster
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2022 |
Identifying Governing ODEs in Irregular Physical Domain with Diffusion
64th Annual Meeting of the APS Division of Plasma Physics
Gina Rose Vasey, Kristian Beckwith, Patrick Knapp, William Lewis, Brian O'Shea, Andrew Christlieb, Ravi Ghanshyam Patel, Christopher Ashley Jennings
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Abstract – 2022
Abstract
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2022 |
An autoencoder based reduced order model of low density plasma for optimal experimental design
APS Division of Plasma Physics
Ravi Ghanshyam Patel, William Lewis, Patrick Knapp
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Abstract – 2022
Abstract
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2022 |
Multi-Output Surrogate Construction for Fusion Simulations
SIAM Conference on Uncertainty Quantification
Kathryn Anne Maupin, Anh Tran, Michael Edwin Glinsky, William Lewis
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Conference Presentation – 2022
Conference Presentation
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2022 |
Physics-Constrained Multi-Task Machine Learning for Fusion Simulations
ECCOMAS Congress 2022
Anh Tran, Kathryn Anne Maupin, William Lewis, Michael Edwin Glinsky, Patrick Knapp
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Abstract – 2021
Abstract
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2021 |
Increased preheat energy to MagLIF targets with cryogenic cooling
Icops 2021
Adam James Harvey-Thompson, Matthias Geissel, Jerry Allen Crabtree, Matthew Robert Weis, Matthew R Gomez, Jeffrey R Fein, David Ampleford, Thomas James Awe, Gordon A. Chandler, Benjamin Robert Galloway, Stephanie B. Hansen, Jeffrey James Hanson, Eric Harding, Christopher Ashley Jennings, Mark W. Kimmel, Patrick Knapp, Derek C. Lamppa, William Lewis, Michael Mangan, Andrew Maurer, Lawrence Perea, Kara J. Peterson, John L. Porter, Patrick K. Rambo, Grafton Kincannon Robertson, Gregory A. Rochau, Daniel Edward Ruiz, Jonathon Shores, Stephen Avery Slutz, Ian C Smith, Christopher Speas, David Alexander Yager-Elorriaga, Adam York, R. R. Paguio, G. E. Smith
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Conference Presentation – 2021
Conference Presentation
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2021 |
Multi-Output Surrogate Construction for Fusion Simulations
63rd Annual Meeting of the APS Division of Plasma Physics
Kathryn Anne Maupin, Anh Tran, Michael Edwin Glinsky, Patrick Knapp, William Lewis
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Abstract – 2021
Abstract
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2021 |
Increased preheat energy to MagLIF targets with cryogenic cooling
Icops 2021
Adam James Harvey-Thompson, Matthias Geissel, Jerry Allen Crabtree, Matthew Robert Weis, Matthew R Gomez, Jeffrey R Fein, David Ampleford, Thomas James Awe, Gordon A. Chandler, Benjamin Robert Galloway, Stephanie B. Hansen, Jeffrey James Hanson, Eric Harding, Christopher Ashley Jennings, Mark W. Kimmel, Patrick Knapp, Derek C. Lamppa, William Lewis, Michael Mangan, Andrew Maurer, Lawrence Perea, Kara J. Peterson, John L. Porter, Patrick K. Rambo, Grafton Kincannon Robertson, Gregory A. Rochau, Daniel Edward Ruiz, Jonathon Shores, Stephen Avery Slutz, Ian C Smith, Christopher Speas, David Alexander Yager-Elorriaga, Adam York, R. R. Paguio, G. E. Smith
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Abstract – 2021
Abstract
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2021 |