Computer Applications in Engineering Education最新文献

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Impact of basic artificial intelligence (AI) course on understanding concepts, literacy, and empowerment in the field of AI among students 人工智能(AI)基础课程对学生理解人工智能领域的概念、素养和能力的影响
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-11-11 DOI: 10.1002/cae.22806
Yan Hua Chen, Kai Zhang
{"title":"Impact of basic artificial intelligence (AI) course on understanding concepts, literacy, and empowerment in the field of AI among students","authors":"Yan Hua Chen,&nbsp;Kai Zhang","doi":"10.1002/cae.22806","DOIUrl":"https://doi.org/10.1002/cae.22806","url":null,"abstract":"<p>With the development of information technologies and information processing methods, it is important to provide high-quality education in the field of artificial intelligence (AI). The study aims to investigate the impact of an educational course on AI on the comprehension of concepts, literacy, and empowerment in the field of AI among students of higher educational institutions. The experiment involved 125 students from Hohai University in China. As a result of taking the training course, students were able to improve their understanding of concepts (increasing their average score from 6.33 to 9.69), literacy (from 2.94 to 3.99), and empowerment (from 3.90 to 4.04) in AI. The resulting data statistically confirmed the effectiveness of the developed course for improving confidence in the field of AI. The training module can be applied to improve confidence in the field of AI for students in various careers, as information competence is important these days and increases the success of graduates in employment. When it comes to further research, the encouraging results of this study suggest opportunities for promoting this training program among a diverse group of participants. To confirm the effectiveness of the developed course, it can be conducted among students in schools and other educational institutions, reducing it to even more basic if necessary.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"33 1","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142685261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing educational efficiency: Generative AI chatbots and DevOps in Education 4.0 提高教育效率:教育 4.0 中的生成式人工智能聊天机器人和 DevOps
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-10-27 DOI: 10.1002/cae.22804
Edis S. Mekić, Mihailo N. Jovanović, Kristijan V. Kuk, Bojan P. Prlinčević, Ana M. Savić
{"title":"Enhancing educational efficiency: Generative AI chatbots and DevOps in Education 4.0","authors":"Edis S. Mekić,&nbsp;Mihailo N. Jovanović,&nbsp;Kristijan V. Kuk,&nbsp;Bojan P. Prlinčević,&nbsp;Ana M. Savić","doi":"10.1002/cae.22804","DOIUrl":"https://doi.org/10.1002/cae.22804","url":null,"abstract":"<p>The emergence of new technologies has developed a new industrial need for engineering graduate students. This modern industry needs a modern educational framework to support further development. This research revolves around developing the learning methodological approach for university courses that aligns with Education 4.0 and can fulfill the essential knowledge requirements for future engineers in Industry 4.0. We used a constructive approach as a baseline methodology already proven in the field of engineering education. On the other hand, we modified this approach by implementing Industry 4.0 standards, such as Agile methodology, DevOps tools, and Artificial intelligence chatbots. In this way, we managed to establish one more step in the digital transformation of education as one of the paramount cornerstones of Industry 4.0. As a result, during the course, Agile methodology and DevOps tools created a learning environment very similar to the real software development environment in companies. The efficiency of the delivery of the learning material also increased by implementation and integration of AI chatbots. This was tracked by the number of projects developed during course implementation. The study showed that in the field of education, the implementation of novel approaches developed in the industry to increase efficiency can be implemented in the educational environment. It also showed that the implementation of those methodologies does not hinder but improves the efficiency of the educational cycle.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665112","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research and innovation of the “ship navigation radar” course based on the four-in-one approach in engineering education accreditation 基于 "四位一体 "工程教育认证方法的 "船舶导航雷达 "课程研究与创新
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-10-20 DOI: 10.1002/cae.22803
Lian Jingjing, Yang Xiao, Wang Delong
{"title":"Research and innovation of the “ship navigation radar” course based on the four-in-one approach in engineering education accreditation","authors":"Lian Jingjing,&nbsp;Yang Xiao,&nbsp;Wang Delong","doi":"10.1002/cae.22803","DOIUrl":"https://doi.org/10.1002/cae.22803","url":null,"abstract":"<p>To achieve the strategic goal of marine and transportation power, it is imperative to cultivate highly skilled navigation professionals with a strong theoretical foundation and practical expertize. Seizing the opportunity by the “Double Thousand Plan” first-class undergraduate courses initiated by the Ministry of Education, a four-in-one experimental teaching model is developed for ship navigation radar courses that integrate virtual reality technology under the context of engineering certification. The model encompasses land laboratory real training, maritime radar simulator training platform, comprehensive real-ship training at sea, and virtual laboratory teaching and training. Through this innovative approach, students can acquire essential knowledge of ship navigation radar required for practical activities in navigation practice while honing their operational skills in positioning, navigation, and collision avoidance using radars. Furthermore, an analysis of course attainment and future development trends is conducted to provide insights into enhancing maritime education and fostering internationally competitive shipping talents.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Jupyter Notebook for teaching mathematical modeling with experiments 用实验教学数学建模的 Jupyter 笔记本
IF 2 3区 工程技术
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
{"title":"A Jupyter Notebook for teaching mathematical modeling with experiments","authors":"Jaime González-Sierra,&nbsp;Luis Gerardo Trujillo-Franco,&nbsp;Hugo Francisco Abundis-Fong","doi":"10.1002/cae.22801","DOIUrl":"https://doi.org/10.1002/cae.22801","url":null,"abstract":"<p>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.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142664897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of a virtual teaching module for advanced semiconductor fabrication and its learning effectiveness analysis 高级半导体制造虚拟教学模块的开发及其学习效果分析
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-10-08 DOI: 10.1002/cae.22802
Wernhuar Tarng, Jen-Kai Huang, Jen-Chu Shu, Yu-Hsuan Lin, Ting-Yun Chang, Hsin-Yu Jwo, Chun-Wei Tang
{"title":"Development of a virtual teaching module for advanced semiconductor fabrication and its learning effectiveness analysis","authors":"Wernhuar Tarng,&nbsp;Jen-Kai Huang,&nbsp;Jen-Chu Shu,&nbsp;Yu-Hsuan Lin,&nbsp;Ting-Yun Chang,&nbsp;Hsin-Yu Jwo,&nbsp;Chun-Wei Tang","doi":"10.1002/cae.22802","DOIUrl":"https://doi.org/10.1002/cae.22802","url":null,"abstract":"<p>Semiconductor fabrication is the process of manufacturing semiconductor devices, typically integrated circuits (ICs) such as microprocessors and memory. This involves transferring circuit diagrams onto a silicon wafer using photomasks and photoresists. After a series of fabrication processes, ICs are created on the wafer surface and then diced into individual chips, which are packaged and tested with quality control procedures to become the final products. Virtual reality (VR) simulates imaginary experiences or environments difficult to achieve in the real world through human senses and immersive equipment, allowing users to interact in a virtual 3D space in real time, making it well suited for applications in science education and industrial training. This study transforms the essential knowledge of advanced semiconductor manufacturing processes into an easily understandable virtual teaching module, thereby creating educational resources for high school and college students. The objective is to enhance their scientific and technological literacy, yielding substantial benefits for the general public. This study utilized VR technology to simplify and clarify the knowledge about the semiconductor manufacturing process, making it more engaging for learners. The virtual teaching module's learning content includes an overview of wafer preparation, semiconductor fabrication, chip packaging, and IC testing. Users can interact with the virtual teaching module and conduct virtual experiments to enhance their understanding by trial and error. Experimental results show that it can improve students' learning achievement and learning motivation. Therefore, the virtual teaching module is suitable for high-school students and the general public to understand semiconductor technology and its applications. The effectiveness of the virtual teaching module is heavily dependent on the availability and quality of VR hardware and software. Limited access to advanced VR equipment or technical issues could have affected the learning experience, thereby influencing the learning outcomes.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142664528","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transforming academic assessment: The metaverse-backed Web 3 secure exam system 变革学术评估:元网络支持的 Web 3 安全考试系统
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-10-05 DOI: 10.1002/cae.22797
Abdul Razzaq, Tao Zhang, Muhammad Numair, Abdulrahman Alreshidi, Cheng Jing, Abdulaziz Aljaloud, Shahbaz A. K. Ghayyur, Salman Ahmed, Mumtaz Qurat Ul Ain
{"title":"Transforming academic assessment: The metaverse-backed Web 3 secure exam system","authors":"Abdul Razzaq,&nbsp;Tao Zhang,&nbsp;Muhammad Numair,&nbsp;Abdulrahman Alreshidi,&nbsp;Cheng Jing,&nbsp;Abdulaziz Aljaloud,&nbsp;Shahbaz A. K. Ghayyur,&nbsp;Salman Ahmed,&nbsp;Mumtaz Qurat Ul Ain","doi":"10.1002/cae.22797","DOIUrl":"https://doi.org/10.1002/cae.22797","url":null,"abstract":"<p>Metaverse—a three-dimensional computational environment—combines physical and virtual reality to enable social relationships and immersive experiences by mimicking real-world scenarios. Metaverse is considered the third wave of the internet revolution (exploiting Web 3.0), leveraging upcoming technologies such as extended reality and artificial intelligence shaping a new era of human–-machine interactions. In recent years, increased research and development on educational technologies (EduTech) based on blockchain technology has seen substantial growth of metaverse-based solutions within the higher education context. This research aims to synergize blockchain technology and metaverse environments to conduct online exams (metaExam) in a trustworthy, reliable, and secure way. The synergy between blockchain and the metaverse brings various benefits, such as improved security, cost effectiveness, and increased efficiency in the online examination process. One of the central features of the proposed solution metaExam is to leverage cryptographic protocols via blockchain to control data access, making verification faster and protecting against misuse. Exam scores and grades are stored on a blockchain ledger using a digital signature method to enhance security. We validated the proposed solution by testing a prototype on the Ethereum platform using the Sepolia Testnet network using Microsoft Windows environment. Evaluation results indicate (i) query response time (10–50 ms), (ii) and query execution performance (CPU utilization between 1%–5%) offering computationally feasible solution. This research contributes by integrating blockchain and metaverse technologies to offer a solution metaExam that can offer improved security and immersive user experience for exam management. The proposed solution and its validation can provide insights into transforming online exams, offering a fresh perspective on addressing concerns about exam grade authenticity and verifying academic credentials in EduTech.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142664630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of MS Excel and FastTest PlugIn to automatically evaluate the students' performance in structural engineering courses 应用 MS Excel 和 FastTest PlugIn 自动评估学生在结构工程课程中的表现
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-09-29 DOI: 10.1002/cae.22799
M. Huerta-Gomez-Merodio, M. V. Requena-Garcia-Cruz
{"title":"Application of MS Excel and FastTest PlugIn to automatically evaluate the students' performance in structural engineering courses","authors":"M. Huerta-Gomez-Merodio,&nbsp;M. V. Requena-Garcia-Cruz","doi":"10.1002/cae.22799","DOIUrl":"https://doi.org/10.1002/cae.22799","url":null,"abstract":"&lt;div&gt;\u0000 \u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Background&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;In recent years, the method of assessment in universities has been rapidly changing, shifting from entirely in-person evaluations to a blended evaluation approach (b-Learning).&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Purpose&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;To effectively implement this type of assessment, it is necessary to create numerous similar problems with different data sets. In structural engineering courses, this entails a significant amount of work for the lecturers. Therefore, this work introduces a novel teaching and evaluation strategy leveraging technology to automate tasks, aiming to enhance student monitoring and alleviate lecturer workload.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Method&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;The digital platform Moodle has been used combined with the FastTest PlugIn to create computer coding to develop different problems. These problems, maintaining consistent structures but varying data, served both instructional and evaluative purposes in two structural engineering courses. As a novelty, these problems are automatically evaluated and created following the coding routine created. Some drawbacks have been identified while applying the method. Scientifically validated quizzes have been used to assess the efficacy of the method in engaging students and enhancing their confidence and satisfaction.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Results&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Findings suggest that while initial setup requires additional time, the investment pays off in the grading efficiency, benefiting educators and students alike. The method has facilitated the creation of additional exercises for practice, and the inclusion of automatically corrected diagrams was appreciated by students. The results have indicated that this method has improved the motivation, attention, and confidence among students, leading to significant enhancements in academic performance, up to 40%.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Conclusions&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;This methodology has achieved positive responses from students. Hence, it is concluded that the time invested in developing structural engineering problems using MS Excel and the FastTest PlugIn in Moodle is worthwhile, as it motivates students to improve their academic performance. Furthermore, as the main outcome, it is shown that the time invested by the lecturer in developing the problems is amortized in subsequent academic years since the problems are graded automatically. For courses with many students, it is amortized sooner.&lt;/p&gt;\u0000 ","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cae.22799","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665169","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genie-on-demand: A custom AI chatbot for enhancing learning performance, self-efficacy, and technology acceptance in occupational health and safety for engineering education 按需精灵:用于提高工程教育中职业健康与安全的学习成绩、自我效能和技术接受度的定制人工智能聊天机器人
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-09-27 DOI: 10.1002/cae.22800
Vando Gusti Al Hakim, Nuur Azreen Paiman, Mohamad Haidar Syaifullah Rahman
{"title":"Genie-on-demand: A custom AI chatbot for enhancing learning performance, self-efficacy, and technology acceptance in occupational health and safety for engineering education","authors":"Vando Gusti Al Hakim,&nbsp;Nuur Azreen Paiman,&nbsp;Mohamad Haidar Syaifullah Rahman","doi":"10.1002/cae.22800","DOIUrl":"https://doi.org/10.1002/cae.22800","url":null,"abstract":"<p>Occupational Health and Safety (OHS) education is essential for preparing engineering students to maintain safety standards and prevent workplace hazards. Traditional learning resources, such as textbooks, can be time-consuming and inadequate for immediate, context-specific queries. Advanced AI chatbots offer interactive and immediate feedback, but they often lack specificity and depend on users' prompting skills, which not all students possess. This study introduces “Genie-on-Demand,” a custom AI chatbot designed to address students' queries with precise, curriculum-aligned responses. Educators can train the chatbot using specific learning materials by uploading PDFs, ensuring relevant and accurate answers. A quasi-experimental study was conducted with 106 electrical engineering students divided into three groups: those using the custom chatbot, those using a conventional chatbot (ChatGPT), and those employing traditional learning methods. Results demonstrated that the custom chatbot significantly improved learning performance, self-efficacy, and technology acceptance compared to other methods. Students reported increased confidence and effectiveness in using the custom chatbot as a learning assistant. This study highlights the potential of customized AI solutions in education, with versatile applications across various disciplines.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Virtual reality for training on measuring human exposure to electromagnetic fields around cellular base stations 虚拟现实技术用于测量人类暴露于蜂窝基站周围电磁场的培训
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-09-25 DOI: 10.1002/cae.22798
Iñigo Cuiñas, Iago González-Alonso, Isabel Expósito, Manuel García-Sánchez, Pablo Torío
{"title":"Virtual reality for training on measuring human exposure to electromagnetic fields around cellular base stations","authors":"Iñigo Cuiñas,&nbsp;Iago González-Alonso,&nbsp;Isabel Expósito,&nbsp;Manuel García-Sánchez,&nbsp;Pablo Torío","doi":"10.1002/cae.22798","DOIUrl":"https://doi.org/10.1002/cae.22798","url":null,"abstract":"<p>Assessing of human exposure to electromagnetic field is one of the tasks of a telecommunication engineer. This activity has significant social interest, as the measured levels must comply with health safety limits. It is also an appealing area for students as it integrates concepts related to radiofrequency, antennas, and propagation, both theoretically and practically. We offer our students practical activities for measuring field levels, using test and measurement equipment. Additionally, we have developed a virtual reality tool to enhance our students' skills in this area, which is presented in this paper. We compare the learning outcomes of two separate groups of students to validate the performance of this new tool. The first group attended a lesson with theoretical content and then performed outdoor measurements. The second group had the added virtual reality experience before using the test equipment. Quantitative results show an improvement in the assimilation of the concepts, and qualitative feedback from the users confirms the effectiveness of this approach.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cae.22798","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142665150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance of a Large-Language Model in scoring construction management capstone design projects 大语言模型在建筑管理毕业设计项目评分中的表现
IF 2 3区 工程技术
Computer Applications in Engineering Education Pub Date : 2024-09-14 DOI: 10.1002/cae.22796
Gabriel Castelblanco, Laura Cruz-Castro, Zhenlin Yang
{"title":"Performance of a Large-Language Model in scoring construction management capstone design projects","authors":"Gabriel Castelblanco,&nbsp;Laura Cruz-Castro,&nbsp;Zhenlin Yang","doi":"10.1002/cae.22796","DOIUrl":"10.1002/cae.22796","url":null,"abstract":"<p>Grading is one of the most relevant hurdles for instructors, diverting instructor's focus on the development of engaging learning activities, class preparation, and attending to students' questions. Institutions and instructors are continuously looking for alternatives to reduce educators' time required on grading, frequently, resulting in hiring teaching assistants whose inexperience and frequent rotation can lead to inconsistent and subjective evaluations. Large Language Models (LLMs) like GPT-4 may alleviate grading challenges; however, research in this field is limited when dealing with assignments requiring specialized knowledge, complex critical thinking, subjective, and creative. This research investigates whether GPT-4's scores correlate with human grading in a construction capstone project and how the use of criteria and rubrics in GPT influences this correlation. Projects were graded by two human graders and three training configurations in GPT-4: no detailed criteria, paraphrased criteria, and explicit rubrics. Each configuration was tested through 10 iterations to evaluate GPT consistency. Results challenge GPT-4's potential to grade argumentative assignments. GPT-4's score correlates slightly better (although poor overall) with human evaluations when no additional information is provided, underscoring the poor impact of the specificity of training materials for GPT scoring in this type of assignment. Despite the LLMs' promises, their limitations include variability in consistency and reliance on statistical pattern analysis, which can lead to misleading evaluations along with privacy concerns when handling sensitive student data. Educators must carefully design grading guidelines to harness the full potential of LLMs in academic assessments, balancing AI's efficiency with the need for nuanced human judgment.</p>","PeriodicalId":50643,"journal":{"name":"Computer Applications in Engineering Education","volume":"32 6","pages":""},"PeriodicalIF":2.0,"publicationDate":"2024-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142248859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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