The underlying potential of NLP for microcontroller programming education

IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computer Applications in Engineering Education Pub Date : 2024-08-14 DOI:10.1002/cae.22778
André Rocha, Lino Sousa, Mário Alves, Armando Sousa
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Abstract

The trend for an increasingly ubiquitous and cyber-physical world has been leveraging the use and importance of microcontrollers ( μ C) to unprecedented levels. Therefore, microcontroller programming ( μ CP) becomes a paramount skill for electrical and computer engineering students. However, μ CP poses significant challenges for undergraduate students, given the need to master low-level programming languages and several algorithmic strategies that are not usual in “generic” programming. Moreover, μ CP can be time-consuming and complex even when using high-level languages. This article samples the current state of μ CP education in Portugal and unveils the potential support of natural language processing (NLP) tools (such as chatGPT). Our analysis of μ CP curricular units from seven representative Portuguese engineering schools highlights a predominant use of AVR 8-bit μ C and project-based learning. While NLP tools emerge as strong candidates as students' μ C companion, their application and impact on the learning process and outcomes deserve to be understood. This study compares the most prominent NLP tools, analyzing their benefits and drawbacks for μ CP education, building on both hands-on tests and literature reviews. By providing automatic code generation and explanation of concepts, NLP tools can assist students in their learning process, allowing them to focus on software design and real-world tasks that the μ C is designed to handle, rather than on low-level coding. We also analyzed the specific impact of chatGTP in the context of a μ CP course at ISEP, confirming most of our expectations, but with a few curiosities. Overall, this work establishes the foundations for future research on the effective integration of NLP tools in μ CP courses.

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NLP 在微控制器编程教育中的潜在作用
微控制器 (μC)的使用和重要性达到了前所未有的高度,这是一个日益无处不在的网络物理世界的发展趋势。因此,微控制器编程(μCP)成为电气和计算机工程专业学生的一项重要技能。然而,由于需要掌握低级编程语言和一些在 "通用 "编程中并不常见的算法策略,μCP 给本科生带来了巨大的挑战。此外,即使使用高级语言,μCP 也可能既耗时又复杂。本文对葡萄牙的 μCP 教育现状进行了抽样调查,并揭示了自然语言处理 (NLP) 工具(如 chatGPT)的潜在支持。我们对葡萄牙七所具有代表性的工程学校的 μCP 课程单元进行了分析,结果表明 AVR 8 位 μC 和基于项目的学习得到了广泛应用。虽然 NLP 工具作为学生的 μC 伴侣出现的可能性很大,但它们的应用及其对学习过程和结果的影响值得了解。本研究以实践测试和文献综述为基础,比较了最著名的 NLP 工具,分析了它们对μCP 教育的利弊。通过提供自动代码生成和概念解释,NLP 工具可以在学习过程中帮助学生,让他们专注于软件设计和 μC 设计用于处理的实际任务,而不是低级编码。我们还分析了 chatGTP 在 ISEP μCP 课程中的具体影响,结果证实了我们的大部分预期,但也有一些好奇之处。总之,这项工作为今后在 μCP 课程中有效整合 NLP 工具的研究奠定了基础。
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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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