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Open nowPosted 40 days ago

AI+核聚变科研实习生

sii-czxy/campus170 open roles

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This job: posted 40 days ago

The posting

1. 阅读并整理 AI for Science、可控核聚变、世界模型、强化学习、生成模型等方向的前沿论文和技术资料,根据兴趣选择具体研究方向开展探索。 2. 围绕以下方向之一参与研究与实验: (1)聚变世界模型方向:结合托卡马克实验数据、物理方程和仿真数据,参与构建面向聚变装置的世界模型,探索利用多模态模型、物理信息神经网络(PINN)、神经算子等方法建模等离子体演化过程。 (2)等离子体智能控制方向:基于仿真环境或聚变世界模型,与智能体进行交互,探索利用强化学习、模型预测控制(MPC)等方法学习高效、安全的等离子体控制策略。 (3)聚变装置智能设计方向:利用生成模型、智能体、优化算法等人工智能方法,参与托卡马克位形、磁线圈等关键部件的自动化设计与优化。 3. 参与相关数据处理、模型训练、实验设计和结果分析工作,协助搭建实验流程并完成性能评估。 4. 参加课题组讨论和阶段性汇报,整理实验结果和技术文档,根据研究进展参与论文或项目成果整理。

1. 招募对象:本科生、硕士研究生。 2. 计算机、人工智能、自动化、控制科学、数学、物理、能源、电子信息等相关专业背景优先。 3. 具备 Python 编程基础,了解机器学习、深度学习或强化学习基本方法,能够使用常见 AI 框架完成基础实验。 4. 对以下方向具有研究兴趣:AI for Science(人工智能驱动科学研究);物理智能与世界模型;强化学习与智能控制;生成模型与智能优化;AI Agent 与科学设计自动化。 5. 具备以下相关经验者优先:世界模型、多模态大模型预训练与微调;物理信息神经网络(PINN)、神经算子等物理 AI 方法;强化学习、模型预测控制(MPC)等控制方法;生成模型、智能体、优化算法及设计自动化相关研究。 6. 能够阅读英文论文和技术资料,具备实验设计、代码实现和结果分析能力。 7. 有物理、等离子体、核聚变等相关知识背景,或具备新能源、机器人、科学计算等交叉研究经历者优先。 8. 具备较强的科研探索能力和团队协作意识,能够主动分析问题、推进实验,并稳定投入科研时间。 9. 对“如何利用人工智能加速可控核聚变研究,实现复杂科学系统的预测、控制与自主设计”这一方向具有持续兴趣。 10. 实习安排:线上线下结合;周期3–6个月;每周投入20–30小时。

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