Bulletin of the American Physical Society
66th Annual Meeting of the APS Division of Plasma Physics
Monday–Friday, October 7–11, 2024; Atlanta, Georgia
Session Index
Session TO07: Joint ICF & MFE: Machine Learning and Data Science Technologies |
Show Abstracts |
Chair: Aidan Crilly, Imperial College London Room: Hyatt Regency Hanover FG |
Thursday, October 10, 2024 9:30AM - 9:54AM |
TO07.00001: Artificial Intelligence-assisted control of Alfvén Eigenmodes improves plasma stability in the DIII-D tokamak Alvin V Garcia, Azarakhsh Jalalvand, Andy Rothstein, Michael A Van Zeeland, Xiaodi Du, Deyong Liu, William Walter Heidbrink, Egemen Kolemen | |
Thursday, October 10, 2024 9:54AM - 10:06AM |
TO07.00002: Combining physics-based simulations and experimental data from multiple machines to predict and control tokamak profile evolution Joseph A Abbate, Egemen Kolemen, Emiliano Fable, Giovanni Tardini, Hiro Farre | |
Thursday, October 10, 2024 10:06AM - 10:18AM |
TO07.00003: Machine Learning model for real-time SPARC vertical stability observers Arunav Kumar, Cesar F Clauser, Theodore Golfinopoulos, Francesco Carpanese, A. O Nelson, Darren T Garnier, Josiah T Wai, Dan Boyer, Alex R Saperstein, Robert S Granetz, Devon J Battaglia, Cristina Rea | |
Thursday, October 10, 2024 10:18AM - 10:30AM |
TO07.00004: Results and Lessons Learned from the "Accelerating Radio Frequency Modeling Using Machine Learning" Project John Christopher Wright, Gregory Marriner Wallace, G. Pyeon, E. W. Bethel, Vianna Cramer, Talita Perciano, E. Arias, R. Sadre, Syun'ichi Shiraiwa, Nicola Bertelli, Alvaro Sanchez-Villar, Alexander del Rio, Lothar Narins, Chris Pestano, Satvik Verma | |
Thursday, October 10, 2024 10:30AM - 10:42AM |
TO07.00005: Simulation-Based Inference of High Field Side Scrape-Off Layer Filament Characteristics using Profile Reflectometry Evan Leppink, Stephen J Wukitch | |
Thursday, October 10, 2024 10:42AM - 10:54AM |
TO07.00006: Physics Informed, Automated and Highly Parallel Bayesian Optimization of Direct-Drive Implosions Varchas Gopalaswamy, Riccardo Betti, Aarne Lees, Cliff A Thomas, Timothy J Collins, Kenneth S Anderson | |
Thursday, October 10, 2024 10:54AM - 11:06AM |
TO07.00007: Optimizing Cylindrical Targets for Neutron Yield Using Multi-Fidelity Modeling Techniques William Gammel, Joshua Paul Sauppe, Kevin K Lin | |
Thursday, October 10, 2024 11:06AM - 11:18AM |
TO07.00008: Exploring robust, high yield ICF designs using Bayesian optimization Shailaja Humane, Eugene Kur, Kelli D Humbird, Carolyn C Kuranz | |
Thursday, October 10, 2024 11:18AM - 11:30AM |
TO07.00009: Optimizing the Performance of Direct-Drive Implosion Experiments Using Meta-Bayesian Optimization Rahman Ejaz, Varchas Gopalaswamy, Ricardo Luna, Vineet Gundecha, Aarne Lees, Riccardo Betti, Sahand Ghorbanpour, Soumyendu Sarkar, Christopher Kanan | |
Thursday, October 10, 2024 11:30AM - 11:42AM |
TO07.00010: Experimental Demonstration of 3D Hot-spot Shape Symmetry Control in Laser Direct-Drive Inertial Confinement Fusion Implosions Ka Ming Woo, Kristen Churnetski, Riccardo Betti, Christian Stoeckl, Cliff A Thomas, Timothy J Collins, Luke A Ceurvorst, Siddharth Sampat, Varchas Gopalaswamy, Aarne Lees, Steven T Ivancic, Michael Michalko, James P Knauer, Duc M Cao, Kenneth S Anderson, Alexander Shvydky, Rahul C Shah, Peter V Heuer, Sean P Regan, Michael J Rosenberg | |
Thursday, October 10, 2024 11:42AM - 11:54AM |
TO07.00011: AI-assisted prediction of laser-plasma instabilities for inertial confinement fusion Chuang Ren, Tong Geng, Michael C Huang, Dongfang Liu | |
Thursday, October 10, 2024 11:54AM - 12:06PM |
TO07.00012: Predictive Machine Learning Model of Stimulated Brillouin Backscatter at the National Ignition Facility Eugene Kur, Colin Bruulsema, Thomas D Chapman, Nuno Lemos, Pierre A Michel, David Jerome Strozzi | |
Thursday, October 10, 2024 12:06PM - 12:18PM |
TO07.00013: Comparison of Mo versus W for Double Shell Target Capsules using Machine Learning Optimization Nomita Vazirani, Ryan F Sacks, Brian Michael Haines, Michael J Grosskopf, David Stark, Paul A Bradley, Eric N Loomis, Elizabeth Catherine Merritt, Harry Francis Robey |
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