The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

Controlling Fusion Reactor Instability with Deep Reinforcement Learning with Aza Jalalvand - #682

Apr 29, 2024
42:09
Snipd AI
Research scholar Aza Jalalvand discusses using deep reinforcement learning to control plasma instabilities in fusion reactors. Topics include detecting 'tearing mode' instability, collecting and processing complex diagnostic data, training models, deploying controller algorithms, and future opportunities for AI in fusion energy production.
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Podcast summary created with Snipd AI

Quick takeaways

  • Deep reinforcement learning aids in controlling tearing mode plasma instability in fusion reactors.
  • Machine learning integration enhances plasma stability by processing diverse experimental data types.

Deep dives

Introduction to Fusion Energy Production

Fusion energy production involves replicating the energy generation process of the sun on Earth. The main concept is to fuse atoms to release energy, similar to how the sun produces energy. However, creating a controlled fusion environment is complex due to the extreme heat required, around 150 million degrees Celsius, far surpassing the sun's temperature. The challenge lies in confining and controlling this intense heat within a donut-shaped vessel to enable stable fusion reactions.

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