Enhancing the Learning Process in Structural Dynamics Through Jupyter Notebooks: A Project-Based Learning Approach

IF 2.2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Applications in Engineering Education Pub Date : 2025-02-22 DOI:10.1002/cae.22814
Diego Francisco Ledezma-Ramírez
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Abstract

Numerical simulation is nowadays an essential tool for different engineering disciplines, and in the case of mechanical vibrations and structural dynamics, it finds several important applications not only in theoretical approaches but also in virtual experiments and data analysis. However, most of the commercial applications are expensive or limited for student use, and as a result, open source and free alternatives have become popular in academia. Jupyter is an open-source project that allows for the creation of interactive notebooks using Python, which is a powerful learning tool for engineering learning. In this paper, a new strategy for the course of structural dynamics is discussed, implementing the use of Jupyter notebooks, considering topics such as signal analysis, and free and forced vibration of systems with one and several degrees of freedom, among others. These notebooks combine background theory, text, images, and interactive code. Apart from being used as a learning tool with provided examples, the students are encouraged to use this tool to develop their reports in an integrative project. The description of the process and case study is presented, and the student learning process is assessed through anonymous surveys, demonstrating a great level of engagement and motivation resulting from the implementation of the strategy.

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通过Jupyter笔记本增强结构动力学的学习过程:基于项目的学习方法
数值模拟是当今不同工程学科的重要工具,在机械振动和结构动力学的情况下,它不仅在理论方法中,而且在虚拟实验和数据分析中找到了几个重要的应用。然而,大多数商业应用程序都很昂贵,或者对学生的使用有限制,因此,开源和免费的替代品已经在学术界流行起来。Jupyter是一个开源项目,允许使用Python创建交互式笔记本,Python是一个强大的工程学习工具。本文讨论了结构动力学课程的一种新策略,实现了Jupyter笔记本的使用,考虑了诸如信号分析,具有一个自由度和多个自由度的系统的自由和强制振动等主题。这些笔记本结合了背景理论、文本、图像和交互代码。除了作为提供示例的学习工具外,还鼓励学生使用此工具在综合项目中编写报告。介绍了过程和案例研究的描述,并通过匿名调查评估了学生的学习过程,展示了实施该策略所产生的高度参与和动机。
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来源期刊
Computer Applications in Engineering Education
Computer Applications in Engineering Education 工程技术-工程:综合
CiteScore
7.20
自引率
10.30%
发文量
100
审稿时长
6-12 weeks
期刊介绍: Computer Applications in Engineering Education provides a forum for publishing peer-reviewed timely information on the innovative uses of computers, Internet, and software tools in engineering education. Besides new courses and software tools, the CAE journal covers areas that support the integration of technology-based modules in the engineering curriculum and promotes discussion of the assessment and dissemination issues associated with these new implementation methods.
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