Regulation Compliant AI for Fusion: Real-Time Image Analysis-Based Control of Divertor Detachment in Tokamaks
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Nathaniel, Byun, Cheolsik, Jalalvand, Azarakash, Kim, Sangkyeun, Rothstein, Andrew, Scotti, Filippo, Allen, Steve, Eldon, David, Erickson, Keith, Kolemen, Egemen |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Enabling Integrated AI Control on DIII-D: A Control System Design with State-of-the-art Experiments
by: Rothstein, Andrew, et al.
Published: (2025)
by: Rothstein, Andrew, et al.
Published: (2025)
TorbeamNN: Machine learning based steering of ECH mirrors on KSTAR
by: Rothstein, Andrew, et al.
Published: (2025)
by: Rothstein, Andrew, et al.
Published: (2025)
TokEye: Fast Signal Extraction for Fluctuating Time Series via Offline Self-Supervised Learning From Fusion Diagnostics to Bioacoustics
by: Chen, Nathaniel, et al.
Published: (2026)
by: Chen, Nathaniel, et al.
Published: (2026)
Interpreting AI for Fusion: an application to Plasma Profile Analysis for Tearing Mode Stability
by: Farre-Kaga, Hiro J, et al.
Published: (2025)
by: Farre-Kaga, Hiro J, et al.
Published: (2025)
Latent Space Mapping: Revolutionizing Predictive Models for Divertor Plasma Detachment Control
by: Zhu, Ben, et al.
Published: (2025)
by: Zhu, Ben, et al.
Published: (2025)
Characterization of ELM Pacing via Vertical Jogs on DIII-D
by: Yasoda, Kei, et al.
Published: (2026)
by: Yasoda, Kei, et al.
Published: (2026)
Parallelized Real-time Physics Codes for Plasma Control on DIII-D
by: Rothstein, A., et al.
Published: (2025)
by: Rothstein, A., et al.
Published: (2025)
Divertor Detachment Characterization in Negative Triangularity Discharges in DIII-D via 2D Edge-Plasma Transport Modeling
by: Zhao, Menglong, et al.
Published: (2025)
by: Zhao, Menglong, et al.
Published: (2025)
Assessing the Impact of Plasma Density, Sputtering, and E × B Drift on Divertor Plates Detachment in a Small‐Size Tokamak
by: Fathy B. Diab, et al.
Published: (2025)
by: Fathy B. Diab, et al.
Published: (2025)
Full Shot Predictions for the DIII-D Tokamak via Deep Recurrent Networks
by: Char, Ian, et al.
Published: (2024)
by: Char, Ian, et al.
Published: (2024)
Broadening of the Divertor Heat Flux Profile in High Confinement Tokamak Fusion Plasmas with Edge Pedestals Limited by Turbulence in DIII-D
by: Ernst, D. R., et al.
Published: (2024)
by: Ernst, D. R., et al.
Published: (2024)
Multiscale simulation of rarefied gas flows in Divertor Tokamak Test facility
by: Li, Wei, et al.
Published: (2024)
by: Li, Wei, et al.
Published: (2024)
Highest Fusion Performance without Harmful Edge Energy Bursts in Tokamak
by: Kim, SangKyeun, et al.
Published: (2024)
by: Kim, SangKyeun, et al.
Published: (2024)
FPGA-Accelerated Real-Time Diagnostics at DIII-D Using the SLAC Neural Network Library for ML Inference
by: Dave, Abhilasha, et al.
Published: (2026)
by: Dave, Abhilasha, et al.
Published: (2026)
Conceptual Design of a Doppler Spectrometer for 10$^2$ m/s Cross-Field Flows in Tokamak Divertors
by: Fujii, Keisuke, et al.
Published: (2024)
by: Fujii, Keisuke, et al.
Published: (2024)
FPGA-Accelerated Real-Time Beam Emission Spectroscopy Diagnostics at DIII-D Using the SLAC Neural Network Library for ML Inference
by: Dave, Abhilasha, et al.
Published: (2025)
by: Dave, Abhilasha, et al.
Published: (2025)
Revisiting confinement scalings and fusion performance with a perspective optimized for extrapolation
by: Butt, Jalal, et al.
Published: (2026)
by: Butt, Jalal, et al.
Published: (2026)
Effect of insulator end cap thickness on time-dependent Hartmann flow in a rotating mirror
by: Gaur, Rahul, et al.
Published: (2024)
by: Gaur, Rahul, et al.
Published: (2024)
Multimodal Super-Resolution: Discovering hidden physics and its application to fusion plasmas
by: Jalalvand, Azarakhsh, et al.
Published: (2024)
by: Jalalvand, Azarakhsh, et al.
Published: (2024)
Extending near-axis equilibria in DESC
by: Panici, Dario, et al.
Published: (2025)
by: Panici, Dario, et al.
Published: (2025)
Detachment control in KSTAR with Tungsten divertor
by: Gupta, Anchal, et al.
Published: (2025)
by: Gupta, Anchal, et al.
Published: (2025)
Spectrally accurate, reverse-mode differentiable bounce-averaging algorithm and its applications
by: Unalmis, Kaya E., et al.
Published: (2024)
by: Unalmis, Kaya E., et al.
Published: (2024)
Control of pedestal-top electron density using RMP and gas puff at KSTAR
by: Kim, Minseok, et al.
Published: (2025)
by: Kim, Minseok, et al.
Published: (2025)
Deflation Techniques for Stellarator Equilibrium and Optimization
by: Panici, Dario, et al.
Published: (2026)
by: Panici, Dario, et al.
Published: (2026)
Combing physics-based and data-driven predictions for quantitatively accurate models that extrapolate well; with application to DIII-D, AUG, and ITER tokamak fusion reactors
by: Abbate, Joseph, et al.
Published: (2024)
by: Abbate, Joseph, et al.
Published: (2024)
Magnetic Fields with General Omnigenity
by: Dudt, Daniel W., et al.
Published: (2023)
by: Dudt, Daniel W., et al.
Published: (2023)
Resilient Stellarator Divertor Characteristics in the Helically Symmetric eXperiment
by: Garcia, K. A., et al.
Published: (2024)
by: Garcia, K. A., et al.
Published: (2024)
Simulating the Impact of Baffling on Divertor Performance Using SOLPS-ITER
by: Cowley, Cyd, et al.
Published: (2024)
by: Cowley, Cyd, et al.
Published: (2024)
Comment on Nuclear Fusion 66, 016012 (2026) and arXiv:2508.03561 by Richard Fitzpatrick, A Simple Model of Current Ramp-Up and Ramp-Down in Tokamaks
by: Boozer, Allen H
Published: (2026)
by: Boozer, Allen H
Published: (2026)
High Order Free Boundary MHD Equilibria in DESC
by: Conlin, Rory, et al.
Published: (2024)
by: Conlin, Rory, et al.
Published: (2024)
A Brief Overlook on Magnetoplasmadynamic Thrusters
by: Gover, Egemen
Published: (2024)
by: Gover, Egemen
Published: (2024)
Divertor shaping with neutral baffling as a solution to the tokamak power exhaust challenge
by: Verhaegh, K., et al.
Published: (2023)
by: Verhaegh, K., et al.
Published: (2023)
FreeMHD: validation and verification of the open-source, multi-domain, multi-phase solver for electrically conductive flows
by: Wynne, Brian, et al.
Published: (2024)
by: Wynne, Brian, et al.
Published: (2024)
MANTA: A Negative-Triangularity NASEM-Compliant Fusion Pilot Plant
by: MANTA Collaboration, et al.
Published: (2024)
by: MANTA Collaboration, et al.
Published: (2024)
Stellarator Optimization with Constraints
by: Conlin, Rory, et al.
Published: (2024)
by: Conlin, Rory, et al.
Published: (2024)
First Ion Temperature Measurements in the MAST-U Divertor via Retarding Field Energy Analyzer
by: Damizia, Y., et al.
Published: (2024)
by: Damizia, Y., et al.
Published: (2024)
Eliminating Tokamak Disruptions with Feedback
by: Strauss, H. R.
Published: (2025)
by: Strauss, H. R.
Published: (2025)
Ion Temperature Measurements in the MAST-U Divertor During Steady State Plasmas and ELM Burn Through Phenomena
by: Damizia, Y., et al.
Published: (2024)
by: Damizia, Y., et al.
Published: (2024)
Turbulent Transport-Limited Pedestals in Tokamaks
by: Parisi, J. F., et al.
Published: (2025)
by: Parisi, J. F., et al.
Published: (2025)
Enhancement to Fusion Reactivity in Sheared Flows
by: Fetsch, Henry, et al.
Published: (2024)
by: Fetsch, Henry, et al.
Published: (2024)
Similar Items
-
Enabling Integrated AI Control on DIII-D: A Control System Design with State-of-the-art Experiments
by: Rothstein, Andrew, et al.
Published: (2025) -
TorbeamNN: Machine learning based steering of ECH mirrors on KSTAR
by: Rothstein, Andrew, et al.
Published: (2025) -
TokEye: Fast Signal Extraction for Fluctuating Time Series via Offline Self-Supervised Learning From Fusion Diagnostics to Bioacoustics
by: Chen, Nathaniel, et al.
Published: (2026) -
Interpreting AI for Fusion: an application to Plasma Profile Analysis for Tearing Mode Stability
by: Farre-Kaga, Hiro J, et al.
Published: (2025) -
Latent Space Mapping: Revolutionizing Predictive Models for Divertor Plasma Detachment Control
by: Zhu, Ben, et al.
Published: (2025)