Exploring the use of Genetic Algorithms Toolbox in Engineering Education: Did it Provide an Interesting Learning Experience for Students?

IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS TEM Journal-Technology Education Management Informatics Pub Date : 2023-08-28 DOI:10.18421/tem123-54
M. Anwar, Hendra Hidayat, Elsa Sabrina
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Abstract

Teaching in engineering education using Genetic Algorithms (GAs) toolbox as a teaching tool in engineering education can be an effective approach, particularly in Signal Processing subjects, as it encourages students to learn how to find optimal values required in designing digital filters. This research investigates the use of GAs for teaching digital filter design, where the evaluation function of the problem is optimized using Gas. The GAs toolbox simulation is designed to yield a stable, lowest-order H[z] that meets the tolerance parameters and satisfies the design criteria. Teaching GAs involves representing the filter design problem in a way that can be accepted by genetic programming.
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探索遗传算法工具箱在工程教育中的应用:它是否为学生提供了一个有趣的学习体验?
在工程教育教学中,使用遗传算法工具箱作为教学工具是一种有效的方法,特别是在信号处理学科中,因为它鼓励学生学习如何在设计数字滤波器时找到所需的最佳值。本研究探讨了在数字滤波器设计教学中的应用,其中使用GAs对问题的评估函数进行了优化。GAs工具箱仿真旨在生成稳定的最低阶H[z],满足公差参数并满足设计标准。教学GAs涉及到用一种可以被遗传编程接受的方式来表示滤波器设计问题。
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来源期刊
TEM Journal-Technology Education Management Informatics
TEM Journal-Technology Education Management Informatics COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
2.20
自引率
14.30%
发文量
176
审稿时长
8 weeks
期刊介绍: TEM JOURNAL - Technology, Education, Management, Informatics Is a an Open Access, Double-blind peer reviewed journal that publishes articles of interdisciplinary sciences: • Technology, • Computer and informatics sciences, • Education, • Management
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