4th ICFA Beam Dynamics Mini-Workshop on Machine Learning Applications for Particle Accelerators

Session

Keynote

Mar 6, 2024, 9:00 AM

Lahan Select Gyeongju, South Korea

Conveners

Keynote: Keynote

• Inhyuk Nam (Pohang Accelerator Laboratory (PAL))
• Jaemin Seo (Chung-Ang University)
• Chi Hyun Shim (Pohang Accelerator Laboratory)

35. Controlling fusion plasmas with deep reinforcement learning

Jaemin Seo (Chung-Ang University)

3/6/24, 9:00 AM

Optimization & Control

Oral (16mins + 4 mins)

The tokamak is one of the most promising concepts for confining fusion plasma. Controlling the tokamak actuators to stably maintain plasma in the desired state is an essential technology for sustainable energy production using nuclear fusion. Recently, technologies controlling fusion plasma in the tokamak using deep reinforcement learning (RL) have been emerging. In this presentation, we will...