A Jupyter Notebook for teaching mathematical modeling with experiments

IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Applications in Engineering Education Pub Date : 2024-10-09 DOI:10.1002/cae.22801
Jaime González-Sierra, Luis Gerardo Trujillo-Franco, Hugo Francisco Abundis-Fong
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Abstract

Mathematical modeling and numerical simulation have a considerable presence in the vast universe of engineering disciplines, given their usefulness in explaining, comprehending, and simulating phenomena and processes with which engineers are in contact in their daily creative and problem-solving work. For this reason, engineering study programs have at least one course dedicated to dealing with the mathematical modeling of dynamic systems as an essential complement to subsequent courses such as automatic control, structural dynamics, and mechanical vibrations. Nowadays, many technological tools illustrate the applications of mathematical modeling interactively through experiments that offer an incomparable motivation to the students to corroborate with real-world examples, the utility and veracity of the theory presented to them in the classroom and that in many occasions seems lacking utility and direct relation with the world in which they develop. Based on those mentioned above, this paper presents an example of applying the Laplace transform in modeling physical systems, using a second-order circuit attached to an Arduino Due board in conjunction with the Jupyter Notebook environment. The numerical and experimental results can be obtained through three optional kernels: Python, Octave, or MATLAB®. For educational purposes, the resulting computer application was presented to undergraduate students of Mechatronics Engineering as an illustrative complement to two courses entitled Signals and Systems Analysis, part of the second semester, and Mathematical Modeling, part of the fifth semester.

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用实验教学数学建模的 Jupyter 笔记本
数学建模和数值模拟在浩瀚的工程学科中占有相当重要的地位,因为它们有助于解释、 理解和模拟工程师在日常创造性和解决问题的工作中所接触到的现象和过程。因此,工程学习课程中至少有一门课程专门讲授动态系统的数学建模,作为自动控制、结构动力学和机械振动等后续课程的重要补充。如今,许多技术工具通过互动实验来说明数学建模的应用,这些实验为学生提供了无与伦比的动力,使他们能够通过实际例子来证实课堂上所讲理论的实用性和真实性,而在许多情况下,这些理论似乎缺乏实用性,也与他们所处的世界缺乏直接联系。基于上述情况,本文介绍了一个在物理系统建模中应用拉普拉斯变换的例子,使用的是连接在 Arduino Due 电路板上的二阶电路和 Jupyter Notebook 环境。数值和实验结果可通过三种可选内核获得:Python、Octave 或 MATLAB®。出于教育目的,我们向机电一体化工程专业的本科生展示了这一计算机应用程序,作为第二学期《信号与系统分析》和第五学期《数学建模》两门课程的补充说明。
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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.
期刊最新文献
Issue Information Enhancing educational efficiency: Generative AI chatbots and DevOps in Education 4.0 Research and innovation of the “ship navigation radar” course based on the four-in-one approach in engineering education accreditation A Jupyter Notebook for teaching mathematical modeling with experiments Development of a virtual teaching module for advanced semiconductor fabrication and its learning effectiveness analysis
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