activity
20242026
most citedTorbeamNN: Machine learning based steering of ECH mirrors on KSTAR

2 citations · 5 across the 7 of their papers we have counts for

collaborators
Showing 2026Show all

6 papers · 1 filter

physics.plasm-ph2026

Tokamak-SI: Interpreting Tokamak Discharges with Labeled Catalogs

Nathaniel Chen, Alvin Garcia, Ricardo Shousha +3

Finding which phenomena occur in a tokamak discharge, and when, is often a manual task. Previous efforts at labeling events have been task-specific, each with its own corpus of dat…

physics.plasm-ph2026

IGNITE Tokamak World Model Architecture

Peter Steiner, Azarakhsh Jalalvand, Nathaniel Chen +4

We introduce IGNITE, a generative world foundation model for fusion plasma behavior simulation trained in a self-supervised manner from over a decade of unlabeled experimental data…

physics.plasm-ph2026

Is Your AI Fast Enough to Run a Fusion Reactor?

Nathaniel Chen, Andrew Rothstein, Ricardo Shousha +4

Machine learning models are increasingly used in feedback control loops for nuclear fusion, where inference speed and predictable timing are critical. We summarize lessons from mod…

physics.plasm-ph2026

Real-time feedback control of ELM frequency using divertor gas puffing and its effects on tungsten-induced radiation and plasma performance in KSTAR

Minseok Kim, Young-Ho Lee, SangKyeun Kim +10

The edge-localized mode (ELM) frequency () was successfully controlled in real time on KSTAR using a proportional-integral (PI) feedback controller, employing a $…

cs.LG2026

Offline Reinforcement Learning for Rotation Profile Control in Tokamaks

Rohit Sonker, Hiro Josep Farre Kaga, Jiayu Chen +5

Tokamaks remain leading candidates for achieving practical fusion energy, yet many important control problems inside these devices are still difficult or unsolved. One such challen…

physics.plasm-ph2026

Photodiode based multi-modal diagnostic for low-energy neutral beam injection in the LTX- spherical tokamak

A. Maan, Tosh Le, D. P. Boyle +8

We present a compact photodiode-based diagnostic array developed to study low-energy neutral beam injection in the LTX- spherical tokamak. The in-vacuum diagnostic combines filt…