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声波操纵微小物体的人工智能实验课程设计

Artificial Intelligence Experimental Course Design for Acoustic Manipulation of Small Objects
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摘要 为了直观、快速地引导学生理解人工智能技术概念,并对进一步研究产生兴趣,设计了一种基于声波操纵微小物体的实验课程。该课程介绍了深度学习、强化学习等人工智能技术在声波操纵领域的应用,针对突破传统控制技术解决微小物体操纵方面的瓶颈,为本科生及研究生分别设计了多阶段课程内容,既可对零基础学生进行人工智能技术的介绍和应用教学,也有助于具备一定基础知识的学生开展科技前沿的声波控制方法研究。 In order to guide students intuitively and quickly to understand the concept of artificial intelligence technology and develop interest in further research,this paper designs an experimental course based on acoustic manipulation of small objects.The course introduces the application of artificial intelligence technologies such as deep learning and reinforcement learning in the field of acoustic manipulation,and describes that this technology can break through the bottleneck that is difficult to be solved by traditional control technology.The course content is designed for undergraduate and graduate students,respectively,so that the introduction and application teaching of artificial intelligence technology can be carried out for zero-basic students,and research on international cutting-edge acoustic control methods can be carried out for students with certain basic knowledge.
作者 孙昊 许丽 孙青林 孙明玮 焦晓东 SUN Hao;XU Li;SUN Qinglin;SUN Mingwei;JIAO Xiaodong(College of Artificial Intelligence,Nankai University,Tianjin 300350,China;Virtual Simulation Experimental Teaching Center,Nankai University,Tianjin 300350,China)
出处 《实验室研究与探索》 CAS 北大核心 2023年第4期175-178,共4页 Research and Exploration In Laboratory
基金 国家自然科学基金项目(62003177,61973172) 天津市教学成果奖重点培育项目(PYGJ-023) 教育部产学合作协同育人项目(202101336011)。
关键词 声波操纵 人工智能 实验教学 深度学习 强化学习 acoustic manipulation artificial intelligence experimental teaching deep learning reinforcement learning
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