Plenary speakers
Jonathan Citrin, Google Deepmind, UK – TORAX: A Fast and Differentiable Tokamak Transport Simulator in JAX
Lu Lu, Yale University, USA – Learning operators and diffusion models over function spaces
Stefano Markidis, KTH Royal Institute of Technology, Sweden – Earth’s Magnetosphere as a Distribution: Learning a Generative Atlas of Plasma Environments
Peter Messmer, Nvidia, USA – Harnessing AI compute power for data-driven plasma science
Siddhartha Mishra, ETH Zurich, Switzerland – AI for data-driven simulations in Physics
Invited speakers
Stefan Dasbach, Dutch Institute for Fundamental Energy Research, The Netherlands – Deep learning for estimation and control of power plant scale exhaust
Chuanfei Dong, Boston University, USA – Integrating Kinetic Effects in Multi-Moment Fluid Modeling through Machine Learning
David Garrido González, Aix Marseille University, France – Geometry-Aware Reduced Order Modelling of Parameter-Dependent Nonlinear Partial Differential Equations
Kentaro Hara, Stanford University, USA – State and parameter estimation of partially ionized gases using data assimilation
Doohyun Kim, Samsung Electronics, Republic of Korea – How does data-driven AI transform the semiconductor processing and manufacturing technologies
Manuel Kirchen, Deutsches Elektronen Synchroton (DESY), Germany – Data-Driven Modelling and Control of Laser-Plasma Accelerators
Bogdan Kustowski, Lawrence Livermore National Laboratory, USA – Automating the search for robustly igniting ICF designs using ML-augmented optimization on the exascale computer El Capitan
Hae June Lee, Pusan National University, Republic of Korea – Prediction of spatiotemporal distributions of RF capacitively coupled plasmas using neural networks
Kookjin Lee, Arizona State University, USA – Neural Operators and Physics-Informed Approaches for Parameterized 1D Capacitively Coupled Plasma Systems
Joe Lu, Lam Research, USA
Shinya Maeyama, National Institute for Fusion Science, Japan – Turbulent transport modeling in magnetic fusion plasma using a multi-fidelity data fusion approach
George Miloshevich, KU Leuven, Belgium
Hironori Moki, Tokyo Electron Limited, Japan – Surrogate Modeling for Plasma Simulation
Kelly Moran, Los Alamos National Laboratory, USA – From diagnostics to discovery through Bayesian reconstruction of plasma temperature profiles
Motoki Nakata, Komazawa University, Japan – Quantum-information-theoretic measures for turbulence and transport
Takashi Nishizawa, Kyushu University, Japan – Physics-Informed Multidimensional Nonparametric Inference Using Gaussian Processes
Sanghoo Park, Korea Advanced Institute of Science & Technology, Republic of Korea – Deep Spectral Deconvolution for Image-Based Spectral Plasma Data Analysis
Dirk Reiser, Forschungszentrum Jülich, Germany – Machine Learning for Surface Morphology Studies and Erosion Physics
Alexander Scheinker, Los Alamos National Laboratory, USA
Cristina Venturini, Swiss Plasma Center – EPFL, Switzerland – Data-driven surrogate diagnostic for kinetic profile reconstruction on tokamaks
Draft program (subject to change)
| Monday (Aug. 3rd) | Tuesday (Aug. 4th) | Wednesday (August 5th) | Thursday (August 6th) | Friday (August 7th) | |
| 8:00 – 9:00 | Registration & Coffee Break | Registration & Coffee Break | Registration & Coffee Break | Registration & Coffee Break | Registration & Coffee Break |
| 9:00-9:15 | Opening | Chair: TBA Plenary PL-2 Stefano Markidis |
Chair: TBA Plenary PL-3 Peter Messmer |
Chair: TBA Plenary PL-4 Lu Lu |
Chair: TBA Plenary PL-5 Jonathan Citrin |
| 9:15-9:30 | Chair: TBA Plenary PL-1 Siddhartha Mishra |
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| 9:30-9:45 | |||||
| 9:45-10:00 | |||||
| 10:00-10:15 | Coffee Break | Coffee Break | Coffee Break | Coffee Break | |
| 10:15-10:30 | Coffee Break | ||||
| 10:30-10:45 | Chair: TBA I-1 Stefan Dasbach |
Chair: TBA I-7 Christina Venturini |
Chair: TBA I-13 Hae June Lee |
Chair: TBA I-15 Kentaro Hara |
Chair: TBA I-19 Motoki Nakata |
| 10:45-11:00 | |||||
| 11:00-11:15 | I-2 Shinya Maeyama | I-8 David Garrido Gonzalez | I-14 Hironori Moki | I-16 Goerge Miloshevich | Chair: TBA I-20 Dirk Reiser |
| 11:15-11:30 | |||||
| 11:30-11:45 | O-1 TBA | O-10 TBA | O-16 TBA | O-18 TBA | O-24 TBA |
| 11:45-12:00 | O-2 TBA | O-11 TBA | O-17 TBA | O-19 TBA | O-25 TBA |
| 12:00-13:30 | Lunch Break | Lunch Break | Lunch Break | Lunch Break | Closing Remarks |
| 13:30-13:45 | Chair: TBA I-3 Sanghoo Park |
Chair: TBA I-9 Alexander Scheinker |
Excursion (Optional) | Chair: TBA I-17 Kookjin Lee |
|
| 13:45-14:00 | |||||
| 14:00-14:15 | I-4 Joe Lu | I-10 Manuel Kirchen | I-18 Doohyun Lee | ||
| 14:15-14:30 | |||||
| 14:30-14:45 | O-3 TBA | O-12 TBA | O-20 TBA | ||
| 14:45-15:00 | O-4 TBA | O-13 TBA | O-21 TBA | ||
| 15:00-15:15 | O-5 TBA | O-14 TBA | O-22 TBA | ||
| 15:15-15:30 | O-6 TBA | O-15 TBA | O-23 TBA | ||
| 15:30-16:00 | Coffee Break | Coffee Break | Coffee Break | ||
| 16:00-16:15 | Chair: TBA I-5 Chuanfei Dong |
Chair: TBA I-11 Kelly Moran |
Chair: TBA Poster Session |
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| 16:15-16:30 | |||||
| 16:30-16:45 | I-6 Takashi Nishizawa | I-12 Bogdan Kustowski | |||
| 16:45-17:00 | |||||
| 17:00-17:15 | O-7 TBA | Chair: TBA |
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| 17:15-17:30 | O-8 TBA | ||||
| 17:30-17:45 | O-9 TBA | ||||
| 17:45-18:00 | |||||
| 18:00-19:30 | Welcome Reception | ||||
| Banquet | |||||
Book of abstracts
TBA
Program
TBA
Poster session
TBA
Welcome reception
TBA
Conference dinner
TBA