大型语言模型在工程教育中的应用:系统建模与仿真课程案例研究

IF 1.1 Q3 EDUCATION, SCIENTIFIC DISCIPLINES International Journal of Mechanical Engineering Education Pub Date : 2024-08-09 DOI:10.1177/03064190241272728
Chao Liu, Shengyi Yang
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引用次数: 0

摘要

在现代工程教育中,数字技术的应用大大提高了教学效果和学生的学习体验。本研究探讨了大型语言模型(LLM)在系统建模与仿真课程中的创新应用。具体而言,LLMs 被应用于辅助 MATLAB 编程任务,使学生能够更方便地学习 MATLAB 命令和编程技术。此外,与 LLMs 的互动还引导学生获取与建模和仿真相关的跨学科知识。在系统建模和控制问题方面,LLM 通过提供潜在的解决方案,帮助进行数学逻辑分析和推理。这些措施表明,学生对复杂概念的理解和掌握得到了提高,学习兴趣和主动性也得到了激发。本文总结了将 LLMs 纳入教学的经验,讨论了 LLMs 在工程教育中的潜在优势和挑战,并强调了结合数字技术,特别是大型语言模型来支持教育创新的重要性。
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Application of large language models in engineering education: A case study of system modeling and simulation courses
In modern engineering education, the application of digital technologies has significantly improved teaching effectiveness and student learning experiences. This study explores the innovative use of large language models (LLMs) in system modeling and simulation courses. Specifically, LLMs were applied to assist in MATLAB programming tasks, allowing students to learn MATLAB commands and programming techniques more conveniently. Additionally, interactions with LLMs guided students in acquiring cross-disciplinary knowledge related to modeling and simulation. In the context of system modeling and control problems, LLMs were utilized to aid in mathematical logic analysis and reasoning by providing potential solutions. These measures have demonstrated that students’ understanding and mastery of complex concepts were improved, and their interest and initiative in learning were stimulated. This paper summarizes the experiences of integrating LLMs in teaching, discusses their potential advantages and challenges in engineering education, and highlights the importance of incorporating digital technologies, particularly large language models, to support educational innovation.
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来源期刊
CiteScore
3.00
自引率
28.60%
发文量
13
期刊介绍: The International Journal of Mechanical Engineering Education is aimed at teachers and trainers of mechanical engineering students in higher education and focuses on the discussion of the principles and practices of training professional, technical and mechanical engineers and those in related fields. It encourages articles about new experimental methods, and laboratory techniques, and includes book reviews and highlights of recent articles in this field.
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