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通过深度强化学习控制托卡马克等离子体
Jonas Degrave1, Federico Felici2, Jonas Buchli3
1DeepMind, London, UK.
Nature
|February 17, 2022
概括
研究人员开发了一种用于磁性封闭融合的新型人工智能控制器,使得托卡马克能够自主控制等离子体. 这一突破通过简化复杂等离子体配置来加速可持续的核聚变能源的发展.
科学领域:
- 核聚变
- 血物理
- 人工智能
背景情况:
- 磁性封闭聚变,特别是托卡马克, 提供了一条通往可持续能源的道路.
- 在托卡马克中控制高温等离子体需要复杂的,高维的磁线圈.
- 不同的等离子体配置带来了重要的控制挑战.
研究的目的:
- 介绍一个新的托卡马克磁控器设计架构.
- 为了实现自主学习指挥磁执行线圈.
- 在满足物理和操作限制的同时实现高级控制目标.
主要方法:
- 开发了一个新的AI驱动的控制器架构,用于tokamak磁性系统.
- 使用强化学习来实现控制线圈的自主指令生成.
- 将该架构应用于Tokamak配置变量 (TCV) 装置.
主要成果:
- 在TCV上成功生成和控制多种等离子体配置 (延长,负三角形,雪花).
- 实现精确的等离子体位置,电流和形状的跟踪.
- 证明持续的双等离子"滴",同时保持两个单独的等离子.
结论:
- 新的控制器架构在指定控制问题方面提供了前所未有的灵活性和通用性.
- 这种人工智能方法显著减少了新等离子体配置的设计工作.
- 通过应对复杂的控制挑战,强化学习显示出加速核聚变能源研究的巨大潜力.
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