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Integrating generative artificial intelligence into chemical engineering education: Staff and student perspectives 将生成式人工智能整合到化学工程教育中:教职员和学生的观点
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-31 DOI: 10.1016/j.ece.2026.100503
Evan Cunningham, Iain Kings, Phillip Robbins, Matthew J. Keith
Generative artificial intelligence (GAI) is rapidly transforming higher education, raising pedagogical, ethical, and epistemological challenges. In chemical engineering, concerns have emerged that student over-reliance on GAI may undermine the development of key skills such as problem-solving, creativity, and critical thinking. This mixed-methods study explored staff and student perspectives on the integration of GAI into chemical engineering education. Data were gathered through questionnaires (students n = 115; staff n = 17), two student focus groups, and five semi-structured staff interviews. Quantitative data were statistically analysed, and qualitative data were examined using reflexive thematic analysis. Five themes were identified: ethics, reliability and accuracy, impact on learning, pedagogical disruption, and staff use. Applying the Technological Pedagogical Content Knowledge (TPACK) model highlighted distinct staff–student differences. Students viewed GAI as a beneficial learning support, with limited concern for bias or authorship. Staff raised critical issues around reliability, transparency, and pedagogical alignment, but acknowledged GAI’s potential to streamline routine tasks such as feedback provision. Based on these insights, this study goes beyond reporting perspectives, to also propose curriculum interventions including early AI literacy and critique-based assessment. It also offers policy recommendations addressing equity, sustainability, and the responsible integration of GAI into chemical engineering education.
生成式人工智能(GAI)正在迅速改变高等教育,提出了教学、伦理和认识论方面的挑战。在化学工程中,人们担心学生过度依赖GAI可能会破坏关键技能的发展,如解决问题、创造力和批判性思维。这项混合方法的研究探讨了教师和学生对将GAI整合到化学工程教育中的观点。通过问卷调查(学生n = 115;教师n = 17)、两个学生焦点小组和五个半结构化的教师访谈来收集数据。定量数据进行统计分析,定性数据使用反身性主题分析进行检验。确定了五个主题:道德、可靠性和准确性、对学习的影响、教学中断和员工使用。应用技术教学内容知识(TPACK)模型突出了明显的师生差异。学生将GAI视为一种有益的学习支持,对偏见或作者的关注有限。工作人员提出了关于可靠性、透明度和教学一致性的关键问题,但承认GAI在简化反馈提供等日常任务方面的潜力。基于这些见解,本研究超越了报告的视角,还提出了包括早期人工智能素养和基于批评的评估在内的课程干预措施。它还提供了关于公平、可持续性和负责任地将GAI整合到化学工程教育中的政策建议。
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引用次数: 0
Improving student motivation and learning in chemical engineering education: A case of scanning electron microscopy with virtual 3D technology 在化学工程教学中提高学生学习动机:以虚拟三维扫描电子显微镜技术为例
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 DOI: 10.1016/j.ece.2025.100498
Darren Yi Sern Low, Israq Ali, Siah Ying Tang
Nanotechnology characterization involves analysing nanoscale materials to understand their properties. Effective teaching of these techniques is crucial for students in this advancing field, especially with widespread use of digital tools and virtual learning. From a pedagogical viewpoint, the use of these tools remains grounded in constructivist and experiential learning theories, which emphasize active participation and interaction for conceptual understanding. Such approaches allow students to construct knowledge through visual exploration and simulation, complementing traditional instructions. This study explored the impact of a virtual 3D instructional lesson on scanning electron microscopy (SEM) in a nanotechnology course for chemical engineering undergraduates. Using the EON-XR platform, the study assessed students' motivation and performance through Keller's Attention-Relevance-Confidence-Satisfaction (ARCS) model, paired with the Instructional Materials Motivation Survey (IMMS). Results showed an overall mean score of 3.89 out of 5, with 82 % of students reporting improved understanding of SEM equipment via the lesson. The majority supported using 3D technology to enhance learning, particularly for visualizing complex equipment components, which is vital for engineering research and scientific understanding. The findings suggest that tailored 3D lessons positively influence students' motivation across attention, relevance, confidence, and satisfaction, while facilitating remote learning, and potentially leading to improved learning outcomes and experiences.
纳米技术表征包括分析纳米级材料以了解其性质。这些技术的有效教学对学生在这个不断发展的领域至关重要,特别是随着数字工具和虚拟学习的广泛使用。从教学的角度来看,这些工具的使用仍然以建构主义和体验式学习理论为基础,这些理论强调积极参与和互动,以促进概念理解。这种方法允许学生通过视觉探索和模拟来构建知识,补充了传统的教学方法。本研究探讨在化学工程本科的纳米技术课程中,虚拟3D教学课程对扫描电子显微镜(SEM)的影响。本研究使用EON-XR平台,通过Keller的注意-关联-信心-满意度(ARCS)模型,结合教材动机调查(IMMS)来评估学生的动机和表现。结果显示,总体平均得分为3.89分(满分5分),82% %的学生报告通过课程提高了对SEM设备的理解。大多数人支持使用3D技术来增强学习,特别是用于可视化复杂设备组件,这对工程研究和科学理解至关重要。研究结果表明,量身定制的3D课程对学生的注意力、相关性、信心和满意度等方面的动机产生了积极影响,同时促进了远程学习,并有可能改善学习成果和体验。
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引用次数: 0
Making it crystal clear: Educating for water sustainability through service-learning 说得很清楚:通过服务学习教育水资源的可持续性
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2026-01-01 DOI: 10.1016/j.ece.2026.100499
Ana Cabarcas-Fuentes, Jorge Rodríguez-Chueca
This study examines the implementation and outcomes of a Service-Learning (SL) project aimed at strengthening the technical and professional competencies of Master’s students in Environmental and Chemical Engineering, while fostering environmental awareness among secondary school learners. The activity, focused on integrated water cycle management, was developed collaboratively with the Young Water Professionals Spanish Chapter, the association béVe, and several secondary schools. Master’s students acted as “teachers for a day,” designing and delivering interactive sessions that combined scientific rigor with participatory and creative methodologies. Data were collected through voluntary, anonymous pre- and post-activity questionnaires and open-ended feedback, and analyzed using descriptive statistics and thematic content analysis. Results indicate that the SL experience effectively reinforced Master’s students’ technical knowledge and promoted key soft skills such as communication, teamwork, and creativity. Secondary school participants reported high levels of satisfaction, engagement, and conceptual understanding, particularly valuing the interactive and affective components of the sessions. While the study was conducted within a specific course and cohort, and relied on voluntary and anonymous surveys, these conditions provide a realistic context for interpreting the outcomes and ensuring broad participation. The initiative fostered intergenerational and intercultural exchange, with young professionals mentoring Master’s students and inspiring younger learners, especially female students, to consider STEM-related fields. The findings highlight the pedagogical and social potential of Service-Learning as a transformative approach linking academic learning, professional growth, and community engagement, and provide guidance for adapting SL programs in broader national and international educational contexts.
本研究探讨一项服务学习计划的推行情况及成效,该计划旨在加强环境及化学工程硕士生的技术及专业能力,同时培养中学生的环保意识。这项活动的重点是综合水循环管理,是与西班牙青年水务专业人员分会、bacei协会和几所中学合作开展的。硕士生充当“一天的老师”,设计和讲授将科学严谨性与参与性和创造性方法相结合的互动课程。通过自愿、匿名的活动前后问卷和开放式反馈收集数据,并使用描述性统计和专题内容分析进行分析。结果表明,SL体验有效地强化了硕士生的技术知识,提升了沟通、团队合作、创造力等关键软技能。中学参与者报告了高水平的满意度、参与度和概念理解,特别是重视会议的互动和情感组成部分。虽然这项研究是在一个特定的课程和队列中进行的,并且依赖于自愿和匿名的调查,但这些条件为解释结果和确保广泛参与提供了一个现实的背景。该倡议促进了代际和跨文化交流,由年轻的专业人士指导硕士生,并激励年轻的学习者,特别是女学生,考虑stem相关领域。研究结果强调了服务学习作为一种连接学术学习、专业成长和社区参与的变革性方法的教学和社会潜力,并为在更广泛的国内和国际教育背景下调整服务学习计划提供了指导。
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引用次数: 0
Education effects of a seminar on defense-in-depth on individuals’ ability to identify risk-reduction measures in chemistry laboratories 纵深防御研讨会对个人识别化学实验室降低风险措施能力的教育效果
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-11-28 DOI: 10.1016/j.ece.2025.100497
Yusuke Koshiba , Kenji Wakui , Fumio Nakata , Masahiko Ito
It is essential to take a multilayered approach to risk reduction. This study examined whether the introduction of the concept of defense-in-depth, an approach used to achieve process safety, could allow university students and staff to propose improved, multilayered measures of the risk reduction for incidents that can occur in chemistry laboratories. A 10-minute seminar on defense-in-depth was conducted with university members. The participants completed questionnaires before and after the seminar. The collected data were analyzed with statistical methods and quantitative text analysis. After the seminar, the participants were able to propose a significantly larger number of safety measures per person for given incident scenarios than they could before the seminar. Furthermore, although before the seminar, participants’ attention was primarily focused on items that are easily imagined from the incident scenario, they proposed safety measures across all levels of defense-in-depth after the seminar. These findings are indisputable evidence that the seminar enabled participants to propose multilayered risk-reduction strategies. The results provide valuable insight into the development of more effective safety education programs and practices of risk reduction that can be implemented in chemistry laboratories.
Tweetable abstract
A short seminar on defense-in-depth enabled university students propose more multilayered and effective measures for risk reduction in chemistry laboratories.
必须采取多层方法来减少风险。本研究考察了引入纵深防御概念(一种用于实现过程安全的方法)是否可以让大学生和工作人员提出改进的、多层的措施来降低化学实验室中可能发生的事件的风险。与大学成员一起进行了10分钟的纵深防御讨论会。与会者在研讨会前后分别完成问卷调查。采用统计学方法和定量文本分析法对收集到的资料进行分析。在研讨会之后,与研讨会之前相比,参与者能够针对给定的事故场景提出更多的人均安全措施。此外,尽管在研讨会之前,参与者的注意力主要集中在从事件场景中容易想象出来的项目上,但在研讨会之后,他们提出了跨各个层面的纵深防御安全措施。这些发现是无可争辩的证据,证明研讨会使与会者能够提出多层次的降低风险策略。研究结果为制定更有效的安全教育计划和降低风险的实践提供了宝贵的见解,这些计划和实践可以在化学实验室中实施。在一个关于纵深防御的简短研讨会上,大学生提出了更多层次、更有效的降低化学实验室风险的措施。
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引用次数: 0
Combining card games and laboratory practice to teach polymer reaction engineering to undergraduate students 结合纸牌游戏与实验室实践,对大学生进行聚合物反应工程教学
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-11-22 DOI: 10.1016/j.ece.2025.100496
Gabriel Ferreira Toledo, Roniérik Pioli Vieira
Given the contemporary challenges in chemical engineering education, innovative pedagogical approaches are essential for developing students' ability to apply fundamental scientific principles to complex problems. This study presents the implementation of a collaborative learning methodology that combines game-based learning with demonstrative practice to teach polymer science concepts, specifically polymerization, to undergraduate chemical engineering students. The approach integrates Vygotsky's sociointeractionist theory, emphasizing social interaction and mediation within the Zone of Proximal Development, with active learning strategies proven effective in engineering education. An educational card game focused on polymerization mechanisms was developed and coupled with a hands-on demonstrative synthesis of hydrogels. This dual approach combines the motivational aspects of games, e.g., immediate feedback, progressive challenges, and collaborative gameplay, while providing tangible evidence of theoretical principles through practical experimentation. Students worked in small teams to achieve optimal card combinations while exploring complex polymer reaction engineering concepts, followed by laboratory practice, allowing real-time observation and analysis of typical chain-growth reaction processes. Results demonstrate enhanced student engagement and improved understanding of key concepts associated with polymer structure, polymerization pathways, and introductory reactor design.
鉴于化学工程教育面临的当代挑战,创新的教学方法对于培养学生将基本科学原理应用于复杂问题的能力至关重要。本研究提出了一种协作学习方法的实施,该方法将基于游戏的学习与示范实践相结合,向本科化学工程专业的学生教授聚合物科学概念,特别是聚合。该方法结合了维果茨基的社会互动主义理论,强调了最近发展区内的社会互动和调解,以及在工程教育中被证明有效的主动学习策略。一个教育纸牌游戏的重点是聚合机制,并结合了动手示范合成水凝胶。这种双重方法结合了游戏的动机方面,如即时反馈、渐进式挑战和协作玩法,同时通过实际实验提供理论原则的切实证据。学生们以小组为单位,在探索复杂聚合物反应工程概念的同时,实现最佳卡片组合,随后进行实验室实践,允许实时观察和分析典型的链式生长反应过程。结果表明,提高了学生的参与度,提高了对聚合物结构、聚合途径和反应器设计入门相关关键概念的理解。
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引用次数: 0
Learning by brewing tea: Student experiences of a kolb-aligned, constructivist, learning-oriented assessment in chemical engineering 泡茶中学习:化学工程中以集体为中心、建构主义、以学习为导向的学生评鉴
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-11-17 DOI: 10.1016/j.ece.2025.100495
Zurina Zainal Abidin
This study evaluated a low-tech, low-cost tea-making task as a student-led experiential (SLE) assessment to introduce solid–liquid extraction in a second-year chemical engineering course. The design integrated Kolb’s Experiential Learning Theory and constructivism within a learning-oriented assessment perspective. A mixed-methods approach combined a 10-item Likert questionnaire with open-ended reflections from the same cohort (N = 46). Quantitative analyses reported descriptive tendencies, Spearman inter-item associations (primary), and internal consistency while qualitative data underwent thematic analysis. Perceptions of the assessment were uniformly positive, and the scale showed excellent reliability (Cronbach’s α = 0.952). Inter-item associations formed a coherent pattern consistent with a single experiential construct rather than isolated features. Qualitatively, 28 students’ comments converged on six themes which were knowledge and understanding (hands-on activity clarifies concepts), collaboration (peer dialogue and mutual correction), affective engagement (enjoyable, low-stakes), skill development (communication, confidence), autonomy and creativity (decision-making, problem solving), and learning-oriented element. Together, these findings indicated that concrete experience, structured peer interaction, and immediate feedback jointly support sense-making and participation. Overall, the tea-making SLE operated as assessment-as-learning, eliciting the very performances it sought to cultivate while maintaining a psychologically safe environment. Minor instrument refinements are recommended to enhance sensitivity at the top end and surface transfer more explicitly across future cohorts. The approach is inexpensive, scalable, and theoretically aligned, offering a practical template for embedding authentic, experiential and constructivist assessment in unit-operations teaching.
本研究评估了一项低技术、低成本的泡茶任务,作为学生主导的体验式(SLE)评估,以在化学工程二年级课程中引入固液萃取。本设计在以学习为导向的评估视角下,整合了Kolb的体验学习理论和建构主义。混合方法方法结合了10项李克特问卷和来自同一队列的开放式反思(N = 46)。定量分析报告了描述性倾向、Spearman项目间关联(主要)和内部一致性,而定性数据进行了专题分析。对评估的认知一致是积极的,量表具有极好的信度(Cronbach 's α = 0.952)。项目间的关联形成了与单一经验构念一致的连贯模式,而不是孤立的特征。从质量上讲,28名学生的评论集中在六个主题上,分别是知识和理解(动手活动澄清概念)、协作(同伴对话和相互纠正)、情感参与(愉快、低风险)、技能发展(沟通、自信)、自主和创造力(决策、解决问题)和以学习为导向的元素。总之,这些发现表明,具体的经验、结构化的同伴互动和即时反馈共同支持意义形成和参与。总的来说,泡茶SLE以评估即学习的方式运作,在保持心理安全环境的同时,激发了它所寻求的表现。建议对仪器进行微小的改进,以提高灵敏度,并在未来的队列中更明确地进行表面转移。这种方法价格低廉,可扩展,并且在理论上是一致的,为在单元操作教学中嵌入真实的、经验的和建构主义的评估提供了一个实用的模板。
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引用次数: 0
A pedagogical case study on enhancing laboratory proficiency through virtual mammalian cell culture laboratory 通过虚拟哺乳动物细胞培养实验室提高实验室能力的教学案例研究
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-10-31 DOI: 10.1016/j.ece.2025.10.004
Aydin Berenjian , Mostafa Seifan , Matt J. Kipper , Nigel Robertson
This study investigates the effectiveness of virtual laboratory simulations in improving proficiency in mammalian cell culture among graduate biomedical and chemical engineering students. Laboratory skills, especially in mammalian cell culture, are critical but challenging to acquire due to resource constraints, safety issues, and logistical limitations. Utilizing a newly developed virtual lab, this research involved 19 students enrolled in a cell and tissue engineering course at Colorado State University. Participants completed comprehensive pre-lab and post-lab assessments that included quantitative surveys and qualitative feedback. Results revealed substantial gains in students' confidence, procedural competence, and conceptual understanding. Specifically, over 90 % of students reported high levels of confidence in aseptic techniques, cell thawing, cryopreservation, and cell counting. The quantitative analysis also demonstrated that the virtual lab significantly enhanced students’ understanding of the principles underlying cell culture and media preparation. Performing virtual lab enabled them to acquire the knowledge and skills necessary to perform, control, and monitor experiments in a physical laboratory setting. Although the virtual lab also contributed to improved understanding in certain areas such as the environmental conditions within a biosafety cabinet these gains were not statistically significant. This study demonstrates that virtual labs serve as valuable supplements to significantly enrich engineering education. By reinforcing fundamental concepts and providing virtual hands-on experience, virtual lab s can bridge the gap between theory and real-world application.
本研究探讨虚拟实验室模拟在提高生物医学和化学工程研究生对哺乳动物细胞培养的熟练程度方面的有效性。实验室技能,特别是哺乳动物细胞培养,是至关重要的,但由于资源限制,安全问题和后勤限制,很难获得。利用一个新开发的虚拟实验室,这项研究涉及19名在科罗拉多州立大学细胞和组织工程课程注册的学生。参与者完成了全面的实验前和实验后评估,包括定量调查和定性反馈。结果显示,学生的信心、程序能力和概念理解都有了实质性的提高。具体来说,超过90% %的学生报告对无菌技术、细胞解冻、冷冻保存和细胞计数有很高的信心。定量分析还表明,虚拟实验室显著提高了学生对细胞培养和培养基制备原理的理解。进行虚拟实验室使他们能够获得在物理实验室环境中执行、控制和监视实验所需的知识和技能。虽然虚拟实验室也有助于提高对某些领域的理解,如生物安全柜内的环境条件,但这些收获在统计上并不显著。本研究表明,虚拟实验室是丰富工程教育的重要补充。通过强化基本概念和提供虚拟实践经验,虚拟实验室可以弥合理论与实际应用之间的差距。
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引用次数: 0
Inclusive design for chemistry laboratories: A participatory approach to supporting students with disabilities in STEM education 化学实验室的包容性设计:支持STEM教育中残疾学生的参与式方法
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-10-29 DOI: 10.1016/j.ece.2025.10.003
Martin Torres Brunengo , Agustina Rocca , Alicia Mollo , Rocío Guevara , María Ortega , Ivana Núñez , Gabriel González
This article presents the process implemented to promote inclusive education in STEM at the Faculty of Chemistry, Universidad de la República, Montevideo, Uruguay. As a successful case study, it analyses the academic trajectory of an undergraduate chemical engineering student, who is also a co-author of this work, with a particular focus on the implementation of an institutional inclusion project. The process begins by identifying support needs, making curricular adjustments, co-designing assistive tools, and implementing them when necessary. In cases where specific adaptations are required to support laboratory participation or study-related tasks, low-cost and replicable devices are developed (crucial in the context of public education in emerging or developing countries) using Arduino programming and 3D printing. The process addressed individual learning needs while also fostering broader institutional improvements in inclusive teaching practices. The implementation of this process, as illustrated by the case study, demonstrates that inclusive education in STEM is both feasible and transformative when supported by a coordinated institutional strategy and when diversity is embraced as a catalyst for pedagogical and institutional innovation.
本文介绍了乌拉圭蒙得维的亚República大学化学系为促进STEM全纳教育而实施的过程。作为一个成功的案例研究,它分析了一名化学工程本科学生的学术轨迹,他也是这项工作的合著者,特别关注了一个机构包容项目的实施。这个过程从确定支持需求开始,进行课程调整,共同设计辅助工具,并在必要时实施它们。在需要进行特定调整以支持实验室参与或研究相关任务的情况下,使用Arduino编程和3D打印开发低成本和可复制的设备(在新兴国家或发展中国家的公共教育背景下至关重要)。这一过程解决了个人的学习需求,同时也促进了包容性教学实践中更广泛的制度改进。正如案例研究所示,这一进程的实施表明,如果得到协调的制度战略的支持,并将多样性作为教学和制度创新的催化剂,STEM的全纳教育既是可行的,也是变革性的。
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引用次数: 0
Integrating artificial‑intelligence assistance into chemical process control education 将人工智能辅助纳入化学过程控制教育
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-10-27 DOI: 10.1016/j.ece.2025.10.002
Zuyi Huang
Chemical process control is traditionally one of the most mathematically demanding courses in the chemical engineering curriculum. Students need to master ordinary differential equations (ODEs), Laplace transforms, transfer functions and proportional‑integral‑derivative (PID) controller design. At Villanova University we developed a pilot project to integrate artificial‑intelligence assistance throughout the process‑control pipeline. Three modules were created: (1) Python coding for ODE simulation, (2) Laplace and inverse Laplace transforms with transfer‑function parameter estimation, and (3) PID controller tuning. For each module, pre-class videos and handouts introduced theoretical concepts and demonstrated example code. Students reviewed these materials before class, and class time was used primarily for answering questions and clarifying concepts. Most project work was completed independently outside of class. Students were instructed to ask a large‑language‑model chatbot (ChatGPT) to explain equations, generate and debug Python code, and interpret the physical meaning of models. Pre‑class handouts and videos prepared students for both in-class and independent practice, and anonymous surveys measured learning impact and students’ overall experience. Fifty-nine students completed all three modules and responded to a 15-question survey, which included 13 multiple-choice rating questions and 2 open-ended questions. The rating questions were grouped into categories measuring students’ confidence in Python coding, understanding of ODE modeling and process control concepts, ability to use AI tools effectively, and perceived applicability of the skills to real-world problems. Responses were scored on a five-point scale, where a rating of 5 indicated the most positive feedback. Statistical analysis showed mean ratings ranging from 3.28 to 4.36, with the highest confidence gain reported in the category assessing the ability to apply the learned skills to real-world problems. Qualitative comments reveal that students valued the novelty of using AI tools but desired clearer instructions and more coding guidance. This study demonstrates a fully integrated approach to AI-assisted education in chemical process control, spanning ODE modeling, Laplace transform, transfer functions, and controller tuning within a single coherent framework. By combining Python-based coding in Google Colab with structured AI interaction strategies, the work bridges theoretical concepts and practical applications across the entire modeling–control pipeline. This project offers an example for AI-based control and engineering education studies.
化学过程控制历来是化工课程中数学要求最高的课程之一。学生需要掌握常微分方程(ode)、拉普拉斯变换、传递函数和比例积分导数(PID)控制器设计。在维拉诺瓦大学,我们开发了一个试点项目,在整个过程控制管道中集成人工智能辅助。创建了三个模块:(1)用于ODE仿真的Python编码,(2)带有传递函数参数估计的拉普拉斯和逆变换,以及(3)PID控制器调谐。对于每个模块,课前视频和讲义介绍了理论概念和演示示例代码。学生在课前复习这些材料,上课时间主要用于回答问题和澄清概念。大部分项目工作都是在课外独立完成的。学生们被要求要求一个大型语言模型聊天机器人(ChatGPT)解释方程,生成和调试Python代码,并解释模型的物理含义。课前讲义和视频为学生在课堂上和独立实践做了准备,匿名调查衡量了学习效果和学生的整体体验。59名学生完成了所有三个模块,并回答了15个问题的调查,其中包括13个选择题和2个开放式问题。评分问题被分为几个类别,衡量学生对Python编码的信心、对ODE建模和过程控制概念的理解、有效使用人工智能工具的能力,以及这些技能对现实问题的适用性。回答按五分制打分,其中5分表示最积极的反馈。统计分析显示,平均评分范围从3.28到4.36,在评估将所学技能应用于现实问题的能力这一类别中,信心增长最高。定性评论显示,学生们重视使用人工智能工具的新颖性,但希望获得更清晰的说明和更多的编码指导。本研究展示了一种完全集成的人工智能辅助化学过程控制教育方法,涵盖ODE建模、拉普拉斯变换、传递函数和单个连贯框架内的控制器调谐。通过将谷歌Colab中基于python的编码与结构化的人工智能交互策略相结合,该工作将整个建模控制管道的理论概念和实际应用联系起来。该项目为基于人工智能的控制和工程教育研究提供了一个范例。
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引用次数: 0
A three-stage progressive teaching model for chemical safety engineering: Integrating flipped classroom and knowledge graphs for competency development 化工安全工程三阶段递进式教学模式:整合翻转课堂与知识图谱的能力发展
IF 2.3 2区 教育学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Pub Date : 2025-10-10 DOI: 10.1016/j.ece.2025.10.001
Dingding Yang , Juan Zheng , Bohong Wang , Zhenming Li , Xinjiao Tian
With the rapid evolution of digital technologies, there is an imperative for higher education to undergo continuous renewal, particularly in the realms of curriculum architecture, instructional methodologies, and student evaluation paradigms. This research delves into the innovation of a Three-Stage Progressive Teaching Model (TSPM) within the undergraduate chemical safety engineering education framework. By leveraging online course resources and implementing a flipped classroom approach, the model seeks to enhance student agency, transforming traditional classrooms into dynamic interactive arenas for teachers, engineers, and learners. Centered on scenario-based project cases, the approach fosters core professional skills and is reinforced by a comprehensive assessment system applied across all instructional stages. The curriculum is deconstructed into six major modules and 251 course knowledge points, which are utilized to construct a knowledge graph. These knowledge points are categorized into conceptual knowledge points (99), skill-based knowledge points (110), and cognitive knowledge points (90), serving as the basis for tracking and evaluating teaching effectiveness. This system enables personalized monitoring of learning progression and quantifies the entire learning trajectory. A survey of students over the past five years yielded 125 valid responses, indicating strong recognition of the course. The suggestions and issues raised will inform future curriculum improvements to better support students’ professional development.
随着数字技术的快速发展,高等教育必须经历不断的更新,特别是在课程架构、教学方法和学生评估范式方面。本研究探讨了在本科化工安全工程教学框架下,三阶段递进式教学模式的创新。通过利用在线课程资源和实施翻转课堂方法,该模式旨在增强学生的能动性,将传统课堂转变为教师、工程师和学习者的动态互动舞台。该方法以基于场景的项目案例为中心,培养核心专业技能,并通过应用于所有教学阶段的综合评估系统得到加强。课程被解构为六大模块,251个课程知识点,利用这些知识点构建知识图谱。这些知识点分为概念性知识点(99个)、技能性知识点(110个)和认知性知识点(90个),是跟踪和评价教学效果的依据。该系统能够对学习进度进行个性化监控,并量化整个学习轨迹。一项针对过去五年学生的调查得出了125份有效回复,表明对这门课程的高度认可。所提出的建议和问题将为日后的课程改进提供参考,以更好地支持学生的专业发展。
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Education for Chemical Engineers
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