Wednesday, November 10, 2021
9:30AM - 9:35AM
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NM10.00001: Welcome Remarks
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Wednesday, November 10, 2021
9:35AM - 10:05AM
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NM10.00002: Automation and control of laser wakefield accelerators using Bayesian optimization
Rob Shalloo, Stephen J Dann, Jan-Niclas Gruse, Christopher Underwood, Andre F Antoine, Christopher Arran, Michael Backhouse, Christopher Baird, Mario Balcazar, Nicholas Bourgeois, Jason A Cardarelli, Peter W Hatfield, Jiwoong Kang, Karl M Krushelnick, Stuart P.D. Mangles, Chris D Murphy, Ning Lu, Jens Osterhoff, Kristjan Poder, Pattathil Rajeev, Christopher P Ridgers, Savio V Rozario, Matthew P Selwood, Ashwin J Shahani, Dan R Symes, Alec G.R. Thomas, Christopher Thornton, Zulfikar Najmudin, Matthew J. V Streeter
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Wednesday, November 10, 2021
10:05AM - 10:20AM
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NM10.00003: Bayesian Methods in Inertial Confinement Fusion Research: Embracing uncertainty and Learning More from our Data*
Patrick F Knapp, Michael E Glinsky, William E Lewis
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Wednesday, November 10, 2021
10:20AM - 10:35AM
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NM10.00004: Machine Learning Spike Trains of Uneven Duration and Delay: STUD Pulses for Laser-Plasma Instability Control and Suppression
Bedros B Afeyan, Jeffrey A Hittinger, Jayaraman J Thiagarajan, Anirudh Rushil
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Wednesday, November 10, 2021
10:35AM - 10:50AM
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NM10.00005: Data-driven modelling of laser-plasma experiments enabled by large datasets.
Andre F Antoine, Alexander G Thomas, Jason A Cardarelli, Matthew J. V Streeter, Chris D Murphy, Karl M Krushelnick, Christopher Arran, Stuart P.D. Mangles, Zulfikar Najmudin, Archis Joglekar, Mario Balcazar, Peter W Hatfield, Nicholas Bourgeois, Stephen J Dann, Jan-Niclas Gruse, Daniel R Symes, Christopher P Ridgers, Ashwin J Shahani, Rob Shalloo, Savio V Rozario, Kristjan Poder, Jens Osterhoff, Matthew P Selwood, Michael Backhouse, Christopher Underwood, Jiwoong Kang, Rajeev Pattathil, Christopher Baird, Ning Lu
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Wednesday, November 10, 2021
10:50AM - 11:05AM
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NM10.00006: What machine learning can and cannot do for ICF
Baolian Cheng
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Wednesday, November 10, 2021
11:05AM - 11:20AM
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NM10.00007: Optimizing high energy density experimental designs to elucidate complex coupling between physics phenomena for training ML models
John L Kline, Michael J Grosskopf, Nelson M Hoffman, Bedros B Afeyan
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Wednesday, November 10, 2021
11:20AM - 11:35AM
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NM10.00008: Neural Networks for Rapid Analysis of High Repetition Rate Diagnostics
Derek Mariscal
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Wednesday, November 10, 2021
11:35AM - 11:50AM
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NM10.00009: Multi-Output Surrogate Construction for Fusion Simulations
Kathryn Maupin, Anh Tran, Michael E Glinsky, Patrick F Knapp, William E Lewis
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Wednesday, November 10, 2021
11:50AM - 12:05PM
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NM10.00010: Improving the plasma science data environment
Nicholas Murphy
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Wednesday, November 10, 2021
12:05PM - 12:20PM
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NM10.00011: Reducing Economic Costs as an Explicit Requirement for Machine-Learning-Based Classifiers
Matthew S Parsons
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