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Research and application of digital electrical substation virtual engineering education system 数字化变电站虚拟工程教育系统的研究与应用
IF 2.9 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-22 DOI: 10.1002/cae.22777
Bai‐Lin Li, Yun‐Fan Ma, Chao Zhang, Fan‐Wu Chu, Yu‐Rui Chen, Peng Quan
The education and training of electrical substations play an essential role for college students and engineers majoring in electrical engineering. However, to ensure the substation's safety production and equipment operation, it is difficult for personnel from external units to enter the site for learning. To overcome these limitations, this paper proposes a virtual interactive training technology method to author an interactive virtual maintenance education system (VMES) for electrical substations. The system aims to build a visual training and education platform for virtual substations to help learners master the station's equipment, operation, maintenance, evaluation, and other processes. Firstly, the system establishes a component‐level virtual interaction element to encapsulate an electrical substation virtual maintenance model that dynamically responds to user operations. The equipment structure and system environment are visually modeled using engineering modeling software. Secondly, a virtual interactive training system is created with the functions of 3D disassembly training, fault tree reliability evaluation, and AHP‐FCE maintenance assessment. Finally, through four operating systems, we evaluate the compatibility of the VMES, and we recruit learners to evaluate and discuss emerging and common educational models. The practical application results prove that the system can significantly improve students' learning efficiency and interest. Meanwhile, due to the increased number of interactive operations in VMES, participants can proficiently master the composition and working principles of equipment in substations, and cognitive load can be reduced.
变电站的教育培训对电气工程专业的大学生和工程师起着至关重要的作用。然而,为了保证变电站的安全生产和设备运行,外单位人员很难进入现场进行学习。为了克服这些局限性,本文提出了一种虚拟互动培训技术方法,编写了变电站互动虚拟维护教育系统(VMES)。该系统旨在构建虚拟变电站的可视化培训教育平台,帮助学习者掌握变电站的设备、运行、维护、评估等流程。首先,系统建立了一个组件级的虚拟交互元素,封装了一个变电站虚拟维护模型,可动态响应用户操作。使用工程建模软件对设备结构和系统环境进行可视化建模。其次,创建了具有三维拆卸培训、故障树可靠性评估和 AHP-FCE 维护评估功能的虚拟互动培训系统。最后,通过四种操作系统,我们评估了 VMES 的兼容性,并招募学习者对新兴和常见的教育模式进行评估和讨论。实际应用结果证明,该系统能显著提高学生的学习效率和兴趣。同时,由于 VMES 中互动操作的增加,学员可以熟练掌握变电站设备的组成和工作原理,认知负荷得以减轻。
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引用次数: 0
Construction of a new lifelong education system based on vector analysis algorithms for information age services 构建基于信息时代服务向量分析算法的新型终身教育系统
IF 2.9 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-22 DOI: 10.1002/cae.22774
Yongfang Zhang, Hui Ye, Haijun Chen
In today's rapidly evolving society, the establishment of a learning society is paramount. The lifelong education system (LLES) plays a crucial role in enriching individuals' intellectual and emotional landscapes, fostering continuous growth, and instilling the habit of lifelong learning. However, traditional lifelong education systems often have limitations regarding accessibility, openness, and resource‐sharing, limiting opportunities for lifelong learning and dampening enthusiasm for it. To address these limitations, it is hypothesized that integrating information technology, specifically vector analysis algorithms, into lifelong education systems can revolutionize the learning experience (LE). By leveraging the power of the internet and advanced algorithms, it is expected that a new LLES can offer a superior online learning environment, enriched resources, and intelligent data analysis capabilities, thereby facilitating more effective lifelong learning. The methodology involves the development and implementation of an information age service based on vector analysis algorithms within the lifelong education framework. This study aims to provide learners with enhanced access to high‐quality online learning resources while offering intelligent data analysis to optimize learning pathways. With the continuous development of Internet technology, information technology has been applied to various fields. Information age services (IAS) based on vector analysis algorithms (VAAs) will be combined with LLES. Technology will be utilized to the maximum to provide lifelong learners with a high‐quality online learning environment, online learning resources, and intelligent data analysis to help learners better conduct lifelong learning. Experimental results comparing the new LLES with traditional approaches demonstrated significant improvements. The new system enhanced the matching of teaching materials by 31.8%, offered a wider and more convenient learning path, and provided access to a greater variety of teaching resources. Moreover, learners using the new system exhibited an average learning increase of 7%. The integration of IAS based on VAAs into lifelong education represents a substantial advancement. This innovative approach offers superior teaching resources, educational methods, and learning opportunities, empowering individuals to embrace and sustain lifelong learning journeys more effectively in the digital age.
在当今飞速发展的社会中,建立学习型社会至关重要。终身教育体系(LLES)在丰富个人的知识和情感、促进持续成长、培养终身学习的习惯方面发挥着至关重要的作用。然而,传统的终身教育体系往往在可及性、开放性和资源共享方面存在局限性,限制了终身学习的机会,打击了终身学习的热情。针对这些局限性,我们假设将信息技术,特别是矢量分析算法,融入终身教育系统,可以彻底改变学习体验(LE)。通过利用互联网和先进算法的力量,新的终身教育系统有望提供优越的在线学习环境、丰富的资源和智能数据分析能力,从而促进更有效的终身学习。该方法涉及在终身教育框架内开发和实施基于矢量分析算法的信息时代服务。本研究旨在为学习者提供更多获取优质在线学习资源的途径,同时提供智能数据分析以优化学习途径。随着互联网技术的不断发展,信息技术已被应用到各个领域。基于向量分析算法(VAAs)的信息时代服务(IAS)将与 LLES 相结合。最大限度地利用技术为终身学习者提供优质的在线学习环境、在线学习资源和智能数据分析,帮助学习者更好地进行终身学习。新型 LLES 与传统方法的对比实验结果表明,新型 LLES 有了显著的改进。新系统提高了 31.8%的教材匹配度,提供了更宽广、更便捷的学习路径,并提供了更丰富的教学资源。此外,使用新系统的学习者的平均学习效率提高了 7%。将基于 VAAs 的综合学习系统融入终身教育是一项重大进步。这种创新方法提供了优质的教学资源、教育方法和学习机会,使个人能够在数字时代更有效地接受和坚持终身学习。
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引用次数: 0
The impact of GitHub on students' learning and engagement in a software engineering course GitHub 对学生学习和参与软件工程课程的影响
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-18 DOI: 10.1002/cae.22775
Prutha Patani, Saurabh Tiwari, Santosh Singh Rathore

GitHub, a widely used software development platform, facilitates organization of projects and collaboration. Its popularity extends to students who use it to host code and create open repositories for class projects. However, despite its potential benefits, the use of GitHub in education has often been unplanned and lacked structure. Consequently, the effectiveness of GitHub in improving student learning and project development skills remains unclear. This study explores the impact of using GitHub as a tool in a software engineering course on students' skill sets and perspectives. We present the results of an experiment conducted with 319 undergraduate students to assess whether using GitHub improves their engagement in teamwork and subsequently enhances learning. The study conducted pre- and postsurveys to capture students' perspectives and experiences. Additionally, we analyzed the number of commits, pull requests (PRs), and issues from group repositories to assess learning outcomes. Our findings revealed that most students had limited knowledge of collaborative development and teamwork before using GitHub in the course. However, after using GitHub, they demonstrated effective use of teamwork skills and collaborative development, resulting in significant improvements in their overall learning.

GitHub 是一个广泛使用的软件开发平台,为项目的组织和协作提供了便利。GitHub 也受到了学生们的欢迎,他们使用 GitHub 来托管代码,并为课堂项目创建开放式资源库。然而,尽管 GitHub 具有潜在的优势,但其在教育领域的使用往往缺乏计划性和结构性。因此,GitHub 在提高学生学习和项目开发技能方面的效果尚不明确。本研究探讨了在软件工程课程中使用 GitHub 作为工具对学生技能和视野的影响。我们以 319 名本科生为实验对象,评估了使用 GitHub 是否能提高他们在团队合作中的参与度,进而增强学习效果。该研究进行了事前和事后调查,以了解学生的观点和经验。此外,我们还分析了提交次数、拉取请求(PR)和小组资源库中的问题,以评估学习成果。我们的研究结果表明,在课程中使用 GitHub 之前,大多数学生对协作开发和团队合作的了解有限。然而,在使用 GitHub 之后,他们有效地运用了团队协作技能和协作开发,从而显著提高了整体学习效果。
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引用次数: 0
Synergizing computer-aided design, commercial software, and cutting-edge technologies in an innovative nozzle test apparatus for an engineering laboratory course 将计算机辅助设计、商业软件和尖端技术协同应用于工程实验课程的创新型喷嘴测试设备中
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-18 DOI: 10.1002/cae.22773
Mingtai Chen

This study explores compressible flow, a field reliant on mathematical models for effective teaching. Using laboratory experiments as pedagogical tools, we introduce a compact nozzle test apparatus that integrates cutting-edge technologies—additive manufacturing (AM), pressure-sensitive paint, the Schlieren system, image processing, and computational fluid dynamics (CFD)—in a compressible flow laboratory course. Commercial software, including MATLAB, SOLIDWORKS, ANSYS Fluent, and LabVIEW, facilitates the incorporation of these technologies. The research outlines the course structure, objectives, and details of student projects. Through a comparative analysis of experimental results, analytical calculations, and CFD simulations, we showcase the successful integration of AM in pedagogical practices for compressible flow, addressing critical concerns like nozzle strength and surface roughness. Statistical data from student projects offer practical insights, ensuring accuracy in experimental applications. The laboratory's design and detailed lists of components and costs provide a meaningful comparison with a supersonic wind tunnel, considering manufacturing expenses, operational costs, spatial requirements, and noise levels. The assessment of lab report grades underscores the approach's efficacy in conveying compressible flow concepts successfully, facilitated by modern computers. In summary, our study presents a comprehensive, efficient, and technologically advanced approach to teaching compressible flow within a concise framework.

本研究探讨了可压缩流这一依赖数学模型进行有效教学的领域。利用实验室实验作为教学工具,我们介绍了一种紧凑型喷嘴测试装置,该装置在可压缩流实验课程中集成了尖端技术--快速成型(AM)、压敏涂料、Schlieren 系统、图像处理和计算流体动力学(CFD)。包括 MATLAB、SOLIDWORKS、ANSYS Fluent 和 LabVIEW 在内的商业软件为这些技术的融入提供了便利。研究概述了课程结构、目标和学生项目的细节。通过对实验结果、分析计算和 CFD 模拟的比较分析,我们展示了将 AM 成功融入可压缩流教学实践的成果,解决了喷嘴强度和表面粗糙度等关键问题。来自学生项目的统计数据提供了实用的见解,确保了实验应用的准确性。考虑到制造费用、运营成本、空间要求和噪音水平,实验室的设计和详细的组件清单及成本与超音速风洞进行了有意义的比较。对实验报告成绩的评估强调了该方法在现代计算机的帮助下成功传达可压缩流概念的功效。总之,我们的研究提出了一种全面、高效、技术先进的方法,在简洁的框架内教授可压缩流。
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引用次数: 0
Educational impact of Metaverse learning environment for engineering mechanics dynamics 工程力学动力学 Metaverse 学习环境的教育影响
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-09 DOI: 10.1002/cae.22772
Manjit S. Sidhu, Sara Mousakhani, Chen K. Lee, Kirandeep K. Sidhu

Mechanics dynamics course is challenging for mechanical engineering students. Strong abilities in abstract thinking, reasoning, and problem-solving are prerequisites for this course. Technology advancements in Industrial Revolution 4.0 have brought about significant changes in engineering education, and traditional teaching methods may no longer be sufficient to prepare students for the requirements of this industrial revolution. Relating to all Internet technologies, the Metaverse is an emerging environment that allows immersive interactive experiences to enhance comprehension. Combining Metaverse with constructivist learning, students can engage in engineering tasks and receive real-time feedback for deeper understanding. Education 5.0 emphasizes the use of new applications and technology to provide more humanized education, with an emphasis on students' social and emotional growth and solutions that improve life in society. However, since the Metaverse learning environment is still in its infancy, more empirical research is required regarding the application of the Metaverse environment using a constructivist approach to facilitate teaching and learning in engineering, particularly in the setting of mechanics dynamics. This research proposal aims to investigate and design a conceptual framework for the Metaverse environment as an additional learning aid in mechanical engineering education. The research findings could enhance the quality of mechanical engineering education, which is in line with the current Malaysia education blueprint that is, the incorporation of new educational technology aids and interventions. Additionally, the findings could provide new insights into the design of engineering curricula teaching practices and the Malaysian Science, Technology, Innovation, and Economy policy of providing new educational platforms that is, to nurture a creative society and a skilled workforce.

机械动力学课程对于机械工程专业的学生来说具有挑战性。具备较强的抽象思维、推理和解决问题的能力是学习这门课程的先决条件。工业革命 4.0 的技术进步给工程教育带来了重大变革,传统的教学方法可能不再足以让学生做好准备,以适应这场工业革命的要求。与所有互联网技术相关,Metaverse 是一种新兴的环境,它允许身临其境的互动体验,以提高理解能力。将 Metaverse 与建构主义学习相结合,学生可以参与工程任务并获得实时反馈,从而加深理解。教育 5.0 强调利用新的应用和技术提供更加人性化的教育,注重学生的社会和情感成长,以及改善社会生活的解决方案。然而,由于 Metaverse 学习环境仍处于起步阶段,因此需要开展更多的实证研究,探讨如何利用建构主义方法应用 Metaverse 环境来促进工程学教学,特别是力学动态环境中的教学。本研究提案旨在调查和设计一个概念框架,将 Metaverse 环境作为机械工程教育的额外学习辅助工具。研究成果可以提高机械工程教育的质量,这也符合当前马来西亚的教育蓝图,即采用新的教育技术辅助手段和干预措施。此外,研究结果还能为工程课程教学实践的设计以及马来西亚的科技创新和经济政策提供新的教育平台,即培养创造性社会和技能型劳动力。
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引用次数: 0
Towards hybrid technical learning: Transforming traditional Laboratories for distance learning 实现混合技术学习:为远程学习改造传统实验室
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-08 DOI: 10.1002/cae.22771
Najib Abekiri, Mohammed Ajaamoum, Azzedine Rachdy, Boujemaa Nassiri, Mohamed Benydir

The rise in the number of students pursuing scientific and technical fields, along with the constraints of physical infrastructure and the difficulties posed by the COVID-19 pandemic, has led to a reassessment of conventional laboratory learning. The shift towards virtual or remote laboratories is not only a response to these challenges but also a chance to enhance educational methodologies in science and engineering. This study aims to develop and evaluate a method for transforming traditional laboratories into distance laboratories for science and engineering education. The focus is on optimizing existing laboratory equipment and integrating low-cost IoT solutions to facilitate distance experiments while adopting a hybrid learning approach. This approach seamlessly integrates theory, simulations, remote experiments, and reflective activities. The study analyzed a diverse group of students from the electrical engineering discipline, evaluating their engagement, motivation, and learning outcomes. The preliminary results suggest an increase in student motivation and engagement, demonstrating improved analytical capacity and a more comprehensive understanding of experimental concepts. The implementation of IoT solutions in traditional laboratories can transform them into hybrid learning environments. This integration of practical and digital methods can address challenges and improve learning experiences. It emphasizes the importance of evolving teaching practices to engage and motivate students in the digital era.

攻读理工科专业的学生人数增加,加上物质基础设施的限制和 COVID-19 大流行病带来的困难,促使人们对传统的实验室学习进行重新评估。向虚拟或远程实验室的转变不仅是对这些挑战的回应,也是加强科学和工程学教育方法的一个机会。本研究旨在开发和评估一种将传统实验室转变为理工科教育远程实验室的方法。重点是优化现有实验室设备,整合低成本物联网解决方案,以促进远程实验,同时采用混合学习方法。这种方法将理论、模拟、远程实验和反思活动完美地结合在一起。研究分析了电气工程学科的不同学生群体,评估了他们的参与度、学习动机和学习成果。初步结果表明,学生的学习积极性和参与度都有所提高,分析能力也有所增强,对实验概念的理解也更加全面。在传统实验室中实施物联网解决方案可以将实验室转变为混合学习环境。这种实践与数字方法的整合可以应对挑战,改善学习体验。它强调了在数字时代发展教学实践以吸引和激励学生的重要性。
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引用次数: 0
A multimodal pedagogical approach to teaching electromagnetics 电磁学教学的多模式教学法
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-06 DOI: 10.1002/cae.22758
Waseem Sheikh

Electromagnetics is a core course in the undergraduate electrical engineering curriculum that entails the study of electric and magnetic fields. Students, usually, perceive it as a challenging course since it requires them to build mental models of the spatial and time-varying electric and magnetic fields that cannot be seen by the naked eye. Moreover, the mathematics used in this subject is quite complex and abstract and can further compound the students' difficulties in connecting abstract math with real-life industry applications. To address these challenges, the author designed an undergraduate electromagentics course, which utilized certain pedagogical techniques to enhance the learning experience of the students. These pedagogies include extensive usage of MATLAB simulations, animations, and videos during the course that helps students visualize and conceptualize abstract concepts, usage of a comprehensive course-wide equation sheet, and highlighting the connection of the theory with real-life applications and industry jobs. This paper presents some of the simulations designed by the author as part of this course. Moreover, the equation sheet is also reproduced and access to its � � L� � A� � T� � E� � X $L,{scriptstyle A},T,E,X$ source is provided for the benefit of other instructors and students. The paper also presents results from the end-of-semester students' survey to measure the efficacy of these pedagogical techniques.

电磁学是电气工程本科课程的一门核心课程,涉及电场和磁场的研究。学生通常认为这是一门具有挑战性的课程,因为它要求学生建立肉眼无法看到的空间和时间变化的电场和磁场的心智模型。此外,这门学科所使用的数学相当复杂和抽象,会进一步加剧学生将抽象数学与现实生活中的行业应用联系起来的困难。为了应对这些挑战,作者设计了一门本科生电动力学课程,利用某些教学技巧来增强学生的学习体验。这些教学方法包括:在课程中广泛使用 MATLAB 仿真、动画和视频,帮助学生将抽象概念形象化和概念化;使用全课程综合方程表;强调理论与实际应用和行业工作的联系。本文介绍了作者在该课程中设计的一些模拟。此外,本文还复制了方程表,并提供了其源代码,供其他教师和学生参考。本文还介绍了学期末学生调查的结果,以衡量这些教学技巧的效果。
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引用次数: 0
Teaching design and implementation of traffic system simulation course based on a computer virtual reality software under the background of engineering education 工程教育背景下基于计算机虚拟现实软件的交通系统仿真课程的教学设计与实施
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-02 DOI: 10.1002/cae.22769
Ying-Ying Liu, Dan-Ping Wang, Jing Gu, Yuan-Fang Fu

The further reform and development of engineering education courses can help improve the teaching quality of higher education institutions, implement the fundamental task of talent cultivation, and provide important support and channels for cultivating high-quality and supportive engineering technical talents. The traffic system simulation course is an applied science closely related to engineering technology. It mainly cultivates senior engineering technical talents engaged in research and development of transportation engineering, analysis of road traffic characteristics, and transportation planning and design. Considering the characteristics of the traffic system simulation course, this study puts forward the course teaching design based on computer virtual reality software. Combined with the training objectives of applied talents in the traffic system simulation course, this study focuses on how to reform the teaching content and teaching mode with the help of Vissim computer simulation software. The course teaching design refines and optimizes the teaching content by the use of computer software. The use of Vissim software in the course enriches the teaching content and methods and stimulates students' interest in learning. Through the guidance of active exploration and self-directed learning for students, the traffic system simulation course reform has created a more positive and effective learning environment for students, which helps to cultivate their exploratory spirit and innovative ability. The implementation of the course teaching reform has gradually improved students' learning initiative and ability to master course content, as well as their practical problem-solving abilities. Good teaching results have been achieved.

进一步改革和发展工程教育课程,有利于提高高等学校的教学质量,落实人才培养的根本任务,为培养高素质、支撑型工程技术人才提供重要的支撑和渠道。交通系统仿真课程是一门与工程技术密切相关的应用科学。主要培养从事交通工程研究与开发、道路交通特性分析、交通规划与设计的高级工程技术人才。考虑到交通系统仿真课程的特点,本研究提出了基于计算机虚拟现实软件的课程教学设计。结合交通系统仿真课程应用型人才的培养目标,本研究重点探讨了如何借助 Vissim 计算机仿真软件改革教学内容和教学模式。课程教学设计借助计算机软件对教学内容进行了细化和优化。在课程中使用 Vissim 软件,丰富了教学内容和方法,激发了学生的学习兴趣。交通系统仿真课程改革通过引导学生主动探索、自主学习,为学生创造了更加积极有效的学习环境,有利于培养学生的探索精神和创新能力。课程教学改革的实施,逐步提高了学生学习的主动性和掌握课程内容的能力,以及解决实际问题的能力。取得了良好的教学效果。
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引用次数: 0
ProgEdu4Web: An automated assessment tool for motivating the learning of web programming course ProgEdu4Web:激励网络编程课程学习的自动评估工具
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-05-28 DOI: 10.1002/cae.22770
Hoang-Thanh Duong, Hsi-Min Chen

The expanding software industry has increased the demand for proficient programming professionals. However, more than technical expertise is needed for successful software development; code quality assurance and effective teamwork are also indispensable. Unfortunately, recent graduates often exhibit deficiencies in programming, code quality assurance, and teamwork skills, highlighting the need for improvements in these areas. In response to these challenges, this study presents ProgEdu4Web, an innovative Automated Programming Assessment System designed to evaluate code quality and teamwork proficiency in web programming. The system integrates automatic source code evaluation tools for static code analysis, ensuring timely feedback on coding quality issues. To assess the effectiveness of ProgEdu4Web, a questionnaire and hypothesis model was employed, surveying a cohort of 111 students enrolled in web programming classes. The study's findings demonstrate that the system significantly alleviated instructor workload while motivating students to enhance their web programming with good code quality and teamwork abilities.

不断扩大的软件产业增加了对精通编程专业人员的需求。然而,成功的软件开发不仅需要专业技术,代码质量保证和有效的团队合作也不可或缺。遗憾的是,应届毕业生往往在编程、代码质量保证和团队合作技能方面表现出不足,这凸显了在这些领域进行改进的必要性。为应对这些挑战,本研究提出了创新的自动编程评估系统 ProgEdu4Web,旨在评估网络编程中的代码质量和团队合作能力。该系统集成了用于静态代码分析的自动源代码评估工具,确保及时反馈编码质量问题。为了评估 ProgEdu4Web 的有效性,我们采用了问卷调查和假设模型,对 111 名网络编程班学生进行了调查。研究结果表明,该系统大大减轻了教师的工作量,同时激励学生以良好的代码质量和团队合作能力提高网络编程水平。
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引用次数: 0
Predictive modeling of on-time graduation in computing engineering programs: A case study from Northern Chile 计算机工程专业按时毕业的预测模型:智利北部案例研究
IF 2 3区 工程技术 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-05-26 DOI: 10.1002/cae.22767
Aldo Quelopana, Brian Keith, Ricardo Pizarro

In the ever-evolving landscape of 21st-century education, this research seeks to understand the challenges of on-time graduation for students in two related computing majors. In particular, we focus on the Universidad Católica del Norte computing engineering programs in Chile, specifically the “Computing and Informatics Civil Engineering” (ICCI) and “Computing and Informatics Execution Engineering” (IECI) programs. We developed a machine-learning-based model using random forests to predict delays in submissions of the final report of graduation projects, the key step in the graduation pipeline of the analyzed students. We had access to a data set comprised of 209 students in the period from 2013 to 2017, out of these students, only 111 completed all their graduation requirements. Thus, we focused on this subset of students for the analysis. Our analyses of results indicate that individual advisors minimally contribute to predicting timely or late submissions, emphasizing the need for a holistic approach. In contrast, the specific major, graduation modality, and time in the program play crucial roles, with GPA emerging as the most influential factor (24.06%). Notably, the “Professional Work” modality exhibits a moderate positive correlation with late submissions, contextualized by students' employment commitments. The study's predictive model offers actionable insights for educators and administrators, identifying at-risk students and advocating for personalized support strategies. This research contributes to the ongoing dialogue on enhancing educational outcomes by integrating data-driven approaches tailored to diverse student profiles.

在 21 世纪教育不断发展的背景下,本研究试图了解两个相关计算机专业的学生在按时毕业方面所面临的挑战。我们特别关注智利北天主教大学(Universidad Católica del Norte)的计算工程专业,尤其是 "计算与信息学土木工程"(ICCI)和 "计算与信息学执行工程"(IECI)专业。我们使用随机森林开发了一个基于机器学习的模型,用于预测毕业项目最终报告提交的延迟,这是被分析学生毕业过程中的关键步骤。我们获得了 2013 年至 2017 年期间 209 名学生的数据集,其中只有 111 名学生完成了所有毕业要求。因此,我们重点对这部分学生进行了分析。我们的分析结果表明,个别指导老师对预测及时提交或延迟提交的贡献微乎其微,这强调了采用整体方法的必要性。相比之下,具体专业、毕业方式和在读时间则起着至关重要的作用,而 GPA 则是影响最大的因素(24.06%)。值得注意的是,"专业工作 "模式与逾期提交呈中度正相关,这与学生的就业承诺有关。该研究的预测模型为教育工作者和管理者提供了可操作的见解,有助于识别高危学生并倡导个性化的支持策略。这项研究为正在进行的关于通过整合数据驱动的方法来提高教育成果的对话做出了贡献。
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引用次数: 0
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Computer Applications in Engineering Education
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