Cover Image

Enabling Integrated AI Control on DIII-D: A Control System Design with State-of-the-art Experiments

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Rothstein, Andrew, Farre-Kaga, Hiro Joseph, Butt, Jalal, Shousha, Ricardo, Erickson, Keith, Wakatsuki, Takuma, Jalalvand, Azarakhsh, Steiner, Peter, Kim, Sangkyeun, Kolemen, Egemen
Format:	Preprint
Published:	2025
Subjects:	Plasma Physics Systems and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Interpreting AI for Fusion: an application to Plasma Profile Analysis for Tearing Mode Stability
by: Farre-Kaga, Hiro J, et al.
Published: (2025)

FPGA-Accelerated Real-Time Diagnostics at DIII-D Using the SLAC Neural Network Library for ML Inference
by: Dave, Abhilasha, et al.
Published: (2026)

Parallelized Real-time Physics Codes for Plasma Control on DIII-D
by: Rothstein, A., et al.
Published: (2025)

Regulation Compliant AI for Fusion: Real-Time Image Analysis-Based Control of Divertor Detachment in Tokamaks
by: Chen, Nathaniel, et al.
Published: (2025)

Characterization of ELM Pacing via Vertical Jogs on DIII-D
by: Yasoda, Kei, et al.
Published: (2026)

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)

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)

Revisiting confinement scalings and fusion performance with a perspective optimized for extrapolation
by: Butt, Jalal, et al.
Published: (2026)

Full Shot Predictions for the DIII-D Tokamak via Deep Recurrent Networks
by: Char, Ian, et al.
Published: (2024)

Control of pedestal-top electron density using RMP and gas puff at KSTAR
by: Kim, Minseok, et al.
Published: (2025)

Multimodal Super-Resolution: Discovering hidden physics and its application to fusion plasmas
by: Jalalvand, Azarakhsh, et al.
Published: (2024)

Offline Reinforcement Learning for Rotation Profile Control in Tokamaks
by: Sonker, Rohit, 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)

Multi-Timescale Dynamics Model Bayesian Optimization for Plasma Stabilization in Tokamaks
by: Sonker, Rohit, et al.
Published: (2025)

Effect of insulator end cap thickness on time-dependent Hartmann flow in a rotating mirror
by: Gaur, Rahul, et al.
Published: (2024)

Extending near-axis equilibria in DESC
by: Panici, Dario, et al.
Published: (2025)

Spectrally accurate, reverse-mode differentiable bounce-averaging algorithm and its applications
by: Unalmis, Kaya E., et al.
Published: (2024)

Highest Fusion Performance without Harmful Edge Energy Bursts in Tokamak
by: Kim, SangKyeun, et al.
Published: (2024)

Deflation Techniques for Stellarator Equilibrium and Optimization
by: Panici, Dario, et al.
Published: (2026)

Magnetic Fields with General Omnigenity
by: Dudt, Daniel W., et al.
Published: (2023)

High Order Free Boundary MHD Equilibria in DESC
by: Conlin, Rory, et al.
Published: (2024)

A Brief Overlook on Magnetoplasmadynamic Thrusters
by: Gover, Egemen
Published: (2024)

FreeMHD: validation and verification of the open-source, multi-domain, multi-phase solver for electrically conductive flows
by: Wynne, Brian, et al.
Published: (2024)

Plasma Performance and Operational Space without ELMs in DIII-D
by: Paz-Soldan, C.
Published: (2020)

Characterization of the ELM-free Negative Triangularity Edge on DIII-D
by: Nelson, A. O., et al.
Published: (2024)

Microtearing Thresholds and Second-Stable Ballooning in the DIII-D Pedestal: Reduced Modeling and Core-Edge Implications
by: Hatch, David R., et al.
Published: (2026)

Validation of NSFsim as a Grad-Shafranov Equilibrium Solver at DIII-D
by: Clark, Randall, et al.
Published: (2024)

Stellarator Optimization with Constraints
by: Conlin, Rory, et al.
Published: (2024)

Reconstruction-free magnetic control of DIII-D plasma with deep reinforcement learning
by: Subbotin, G. F., et al.
Published: (2025)

Disentangling Core and Edge Mechanisms of the Density Limit in DIII-D Negative Triangularity Plasmas
by: Hong, R., et al.
Published: (2025)

Effects of Tungsten Radiative Cooling on Impurity, Heat and Momentum Transport in DIII-D Plasmas
by: Biwole, A. Tema, et al.
Published: (2026)

Modeling helium compression and enrichment in DIII-D edge plasmas using the SOLPS-ITER code
by: Masline, Rebecca, et al.
Published: (2025)

Operation above the Greenwald density limit in high performance DIII-D negative triangularity discharges
by: Sauter, O, et al.
Published: (2025)

Non-dimensional confinement scaling in similar negative triangularity plasmas on the DIII-D and TCV tokamaks
by: Marinoni, A., et al.
Published: (2026)

Omnigenous stellarator equilibria with enhanced stability
by: Gaur, Rahul, et al.
Published: (2024)

Assessing the Numerical Stability of Physics Models to Equilibrium Variation through Database Comparisons
by: Rothstein, A., et al.
Published: (2025)

Optimizing stellarators with hidden symmetry
by: Liu, Hengqian, et al.
Published: (2025)

Design and Testing of Dimes Carbon Ablation Rods in the DIII-D Tokamak
by: Orlov, Dmitri M., et al.
Published: (2021)

$T_i/T_e$ Dependence of Core Turbulence and Transport in DIII-D QH-Mode Plasmas
by: Tiwari, Abhishek, et al.
Published: (2025)