Thursday, November 11, 2021
9:30AM - 10:00AM
|
|
TM10.00001: Machine learning surrogates of Bayesian models of nuclear fusion experiments
Andrea Pavone
|
Thursday, November 11, 2021
10:00AM - 10:30AM
|
|
TM10.00002: Overview and status of the FES Scientific Machine Learning project, "Accelerating radio frequency modeling using machine learning"
John C Wright, Gregory M Wallace, Wes Bethel, Zhe Bai, T. Perciano, Robert Sadre, Nicola Bertelli, Syun'ichi Shiraiwa
|
Thursday, November 11, 2021
10:30AM - 10:45AM
|
|
TM10.00003: Novel aggregate machine learning and transport modeling profile predictions
Joseph A Abbate, Rory Conlin, Egemen Kolemen
|
Thursday, November 11, 2021
10:45AM - 11:00AM
|
|
TM10.00004: Practical Techniques for Machine Learning Control of Fusion Plasmas
Rory Conlin, Joseph A Abbate, Laura Fang, Azmaine Iqtidar, Yunona Iwasaki, Aaron Wu, Egemen Kolemen
|
Thursday, November 11, 2021
11:00AM - 11:15AM
|
|
TM10.00005: Subgrid Modeling of Gyrokinetic Turbulence using Machine Learning
Nathaniel Barbour, William D Dorland
|
Thursday, November 11, 2021
11:15AM - 11:30AM
|
|
TM10.00006: Data-driven models for Alfvén eigenmode classification based on high resolution ECE diagnostics at DIII-D
Azarakhsh Jalalvand, Alan Kaptanoglu, Alvin V Garcia, Andrew O Nelson, Joseph A Abbate, Max E Austin, Geert Verdoolaege, Steven L Brunton, William W Heidbrink, Egemen Kolemen
|
Thursday, November 11, 2021
11:30AM - 11:45AM
|
|
TM10.00007: Data-enabled Fusion Technology (DeFT): Machine Learning Tools in the Ousai Platform
Craig Michoski, David R Hatch, Todd Oliver, Dongyang Kuang, Steph-Y. Louis, Siwei Luo, Matthieu Vitse
|
Thursday, November 11, 2021
11:45AM - 12:00PM
|
|
TM10.00008: A deterministic Gaussian-Mixtures Coulomb-collision algorithm for particle-in-cell
Truong Nguyen, Luis Chacon, Guangye Chen, William T Taitano
|
Thursday, November 11, 2021
12:00PM - 12:15PM
|
|
TM10.00009: Data augmentation for disruption prediction via robust surrogate models
Katharina Rath, Christopher G Albert, Bernd Bischl, Udo von Toussaint
|
Thursday, November 11, 2021
12:15PM - 12:30PM
|
|
TM10.00010: Upgrading LAPD diagnostic pipelines for training generative ML models
Phil Travis, Steve Vincena
|
