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25 pages, 5106 KB  
Article
Innovating Pedagogy and Experiential Learning in Geology Through the Recovery of a Historic University Geology Museum
by Eugenio Sanz Pérez, Ignacio Menéndez-Pidal, Juan Carlos Mosquera-Feijóo and Joaquín Sanz de Ojeda
Educ. Sci. 2026, 16(3), 460; https://doi.org/10.3390/educsci16030460 - 17 Mar 2026
Abstract
Universities are struggling in a continuously changing environment surrounded by both accelerated digitalization and increasingly influential Artificial Intelligence. However, experiential learning stemming from direct visualization still relies on traditional tools and supporting materials. This work presents how a historic geology museum can serve [...] Read more.
Universities are struggling in a continuously changing environment surrounded by both accelerated digitalization and increasingly influential Artificial Intelligence. However, experiential learning stemming from direct visualization still relies on traditional tools and supporting materials. This work presents how a historic geology museum can serve as a pedagogical innovation for Civil Engineering students despite the challenges universities face amid accelerating digitalization. The geological collections of the School of Civil Engineering at the Universidad Politécnica de Madrid, neglected for decades, have recently been restored and transformed into a dynamic university museum that now plays a significant role in both degree and MEng education. This museum preserves several Paleolithic collections assembled by its professors since the school’s establishment in 1802. Historical and museological research confirms that these holdings—2471 minerals, 4555 rocks, 2012 fossils, archeological materials, and a unique set of 1200 formatted stone samples from 19th- and early 20th-century Spanish quarries—constitute one of the oldest and most comprehensive geological collections preserved in a Spanish engineering institution. The museum’s revitalization is implying new research on several sub-collections, still in progress. In summary, the historical museum has been integrated into Civil Engineering teaching, supporting experiential and lifelong learning in geology and geotechnics. Furthermore, the museum serves as an innovative tool for teaching geology to secondary school students, promoting innovation in teaching practices and scientific dissemination, and encouraging interest in Earth sciences. Overall, the museum is becoming a valuable resource for innovative pedagogy to respond to the lifelong learning implications of STEM educational practices. Full article
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19 pages, 711 KB  
Article
It Takes a Village: A Case Study on Leveraging Community Strengths, Assets, and Investment to Support a Pathway into STEMM for K-12 Youth Residing in a Low-SES Area
by Kyeorda Kemp, Nedi Affas, Mackenzie Farrow, Nooraldin Kamalaldin, Savanna Lavendar, Paige Pistotti, Lucia Spera, Aeshah Tawfik and Michele Wogaman
Educ. Sci. 2026, 16(3), 459; https://doi.org/10.3390/educsci16030459 - 17 Mar 2026
Abstract
The economic and societal advantages of Science, Technology, Engineering, Mathematics, and Medicine (STEMM) occupations are considerable; however, access to STEMM education and training opportunities is unequal, especially for youth from low-socioeconomic-status (SES) areas. Young people from low-SES areas may experience sustained structural, financial, [...] Read more.
The economic and societal advantages of Science, Technology, Engineering, Mathematics, and Medicine (STEMM) occupations are considerable; however, access to STEMM education and training opportunities is unequal, especially for youth from low-socioeconomic-status (SES) areas. Young people from low-SES areas may experience sustained structural, financial, and social barriers that limit their ability to develop identities as STEMM practitioners and to persist in pursuing these fields. This case study describes the design, implementation, and evaluation of a community-based mini-medical summer camp held in a low-SES area to support the development of STEMM identities and to increase 6th–11th-grade students’ biomedical and medical knowledge and career interests. The program utilized partnerships with local entities to provide access to biomedical and medical content. Nineteen students completed the program; fifteen consented to and assented to assessment using pre- and post-tests of STEMM-related knowledge and self-efficacy, and completed all measurements. Students’ STEMM knowledge levels increased significantly; however, their STEMM self-efficacy did not change, possibly due to high initial confidence and the short duration of participation. Students reported high engagement and increased interest in the sciences and medicine. Overall, this study suggests that community-centered outreach programs can increase STEMM engagement and learning in low-SES environments. Full article
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19 pages, 274 KB  
Article
Sociotechnical Judgment in Engineering Education: Cases at the Intersection of Energy and Society
by Desen S. Özkan, Avneet Hira and Mikayla Friday
Educ. Sci. 2026, 16(3), 458; https://doi.org/10.3390/educsci16030458 - 17 Mar 2026
Abstract
Engineering education often emphasizes technical competencies while underemphasizing and devaluing the social, ethical, and political contexts of engineering systems. This gap is particularly pronounced in middle-year courses, where students develop technical fluency but rarely confront the sociotechnical complexity of real-world problems. We propose [...] Read more.
Engineering education often emphasizes technical competencies while underemphasizing and devaluing the social, ethical, and political contexts of engineering systems. This gap is particularly pronounced in middle-year courses, where students develop technical fluency but rarely confront the sociotechnical complexity of real-world problems. We propose sociotechnical judgment as a framework to help students see the intimately intertwining nature of technical knowledge and social, ethical, and contextual reasoning, using energy systems—particularly offshore wind—as an illustrative domain. We designed three course-integrated case studies in thermodynamics, circuits, and statics/dynamics to embed sociotechnical judgment in middle-year engineering courses. These cases include pedagogical strategies, such as project-based learning, problem-based learning, and role-play exercises connecting technical analysis with social, environmental, and policy considerations. The design of these case studies is rooted in real-world problems surrounding U.S. offshore wind, engineering science learning outcomes, and ABET student outcomes. In these pedagogies, we have created opportunities for students to analyze technical systems while engaging with social, ecological, and political factors. Offshore wind projects, including turbine siting, transmission system design, and efficiency trade-offs, provide opportunities to operationalize sociotechnical reasoning in authentic, regionally relevant contexts. Sociotechnical judgment provides a practical framework for bridging technical competency and contextual reasoning in engineering education. Integrating sociotechnical cases into core courses will prepare students to navigate complex, real-world systems through engagement with ethical, social, and environmental considerations inherent in engineering practice. Full article
(This article belongs to the Special Issue Rethinking Engineering Education)
22 pages, 725 KB  
Article
A Comparative NLP-BASED Sentiment Analysis of Basic Psychological Needs and Engagement Among Students with and Without Disability Accommodations in a Design Thinking Course with HyFlex Settings
by Elnara Mammadova, Nathan Mentzer, Federico R. Waitoller and Anne Traynor
Educ. Sci. 2026, 16(3), 457; https://doi.org/10.3390/educsci16030457 - 17 Mar 2026
Abstract
Although HyFlex teaching has been studied for decades and has become part of the teaching norm since the 2020 pandemic, studies have generally not investigated the learning experiences of students with disabilities in HyFlex classrooms. This study compared the basic psychological needs (BPN) [...] Read more.
Although HyFlex teaching has been studied for decades and has become part of the teaching norm since the 2020 pandemic, studies have generally not investigated the learning experiences of students with disabilities in HyFlex classrooms. This study compared the basic psychological needs (BPN) and engagement of undergraduate students who did (SwA) and did not (SwoA) request academic disability accommodations in an introductory, active learning, human-centered design thinking course, a core component of engineering technology education. Data were collected from 3748 primarily first-year undergraduate engineering technology students between fall 2021 and spring 2024, 126 of whom requested disability accommodation through the disability office. The data sources consisted of an end-of-course survey, in which students reported their basic psychological satisfaction level on a Likert scale and described their BPN experiences and engagement in response to open-ended survey questions. As a novel contribution, this study integrates the descriptive analysis of Likert-scale measures with textual- and word-level sentiment analysis, advancing conceptual understanding of reported BPN satisfaction and engagement and revealing divergent patterns across analytic approaches. While the SwA group reported lower scores across all BPN constructs compared to their counterparts, the highest number of them provided positive feedback statements across all BPN domains. Conversely, the SwoA group reported higher BPN scores across all constructs, yet the highest number of them used negative sentiments in their responses across all BPN constructs. The majority of SwA provided positive feedback on autonomy satisfaction, while the majority of SwoA’s positive feedback was on relatedness to the instructor. Future directions for advancing engineering technology education and disability data collection in higher education are provided. Full article
(This article belongs to the Special Issue Rethinking Engineering Education)
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21 pages, 5344 KB  
Article
Active Learning in Engineering Education: A Case Study from a Digital Logic Design Course
by Majdi Mansouri
Appl. Sci. 2026, 16(6), 2880; https://doi.org/10.3390/app16062880 - 17 Mar 2026
Abstract
This study explores the design and implementation of active learning strategies in a Digital Logic Design (DLD) course offered at Sultan Qaboos University. By shifting away from traditional lecture formats and incorporating tools such as interactive quizzes, collaborative whiteboard sessions, and real-time feedback [...] Read more.
This study explores the design and implementation of active learning strategies in a Digital Logic Design (DLD) course offered at Sultan Qaboos University. By shifting away from traditional lecture formats and incorporating tools such as interactive quizzes, collaborative whiteboard sessions, and real-time feedback mechanisms, the course aimed to increase student engagement and deepen conceptual understanding. A mixed-methods approach was used, including classroom observation, visual documentation, and post-course satisfaction surveys (n = 49). Inferential statistical analyses and effect sizes were calculated on key survey items. Findings indicate that these strategies significantly enhanced both cognitive and affective aspects of learning. This paper offers insights for educators in STEM disciplines seeking to cultivate active learning environments that align with contemporary pedagogical frameworks. Full article
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17 pages, 517 KB  
Article
Navigating the Transition: Developing Second-Career Science Student Teachers’ Pedagogical Competence Through a Challenge-Based Learning Course
by Orit Broza
Educ. Sci. 2026, 16(3), 450; https://doi.org/10.3390/educsci16030450 - 16 Mar 2026
Abstract
The future of innovation and economic growth depends on our ability to nurture the next generation of scientists. The global shortage of qualified STEM (Science, Technology, engineering, Mathematics) teachers has led many countries to expedite the transition of subject-matter experts from industry and [...] Read more.
The future of innovation and economic growth depends on our ability to nurture the next generation of scientists. The global shortage of qualified STEM (Science, Technology, engineering, Mathematics) teachers has led many countries to expedite the transition of subject-matter experts from industry and academia into teaching roles. These second-career science student teachers typically participate in accelerated training programs designed to address urgent shortages. This study addresses a gap in the literature regarding effective pedagogical interventions for career-changing professionals in STEM fields, focusing on the experience and transformation of second-career science student teachers. This qualitative case study explores how a Challenge-Based Learning (CBL) course fosters the development of pedagogical competences via developing an instructional unit collaboratively, among five second-career science student teachers enrolled in an accelerated teacher education program. Drawing on data collected through instructors’ field notes, iterative work-in-progress lesson drafts, and reflective final papers, the study employs qualitative content analysis to trace changes in participants’ instructional approaches and professional identity. Findings reveal that engagement with the CBL framework promoted a significant shift from teacher-centered to learner-centered instruction, as participants increasingly integrated collaborative learning, inquiry-based activities, and reflective practices into their lesson planning and classroom teaching. The iterative nature of CBL, which emphasizes real-world problem-solving and structured opportunities for reflection and peer feedback, was instrumental in supporting participants’ adaptive expertise and confidence as novice teachers. Moreover, the course experience contributed to the emergence of a professional teaching identity, with participants reporting greater self-efficacy, a stronger sense of belonging to the teaching community, and increased motivation to persist in the profession. The results underscore the potential of integrating CBL and learning sciences principles into accelerated teacher preparation programs to enhance both cognitive and affective dimensions of teacher development. Full article
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19 pages, 5376 KB  
Article
Grounding Systemic Changes in Museum Visitors’ Identities and Agendas: Lessons Learned from an Engineering Design Exhibition
by Susan M. Letourneau, Katherine Ziff and Dana Schloss
Educ. Sci. 2026, 16(3), 444; https://doi.org/10.3390/educsci16030444 - 16 Mar 2026
Abstract
As museums and science centers work to reach broad and diverse public audiences, staff face challenges in aligning learner-centered educational approaches with the needs and motivations of audiences with varying identities and agendas. This article synthesizes several years of practitioner-driven work, in which [...] Read more.
As museums and science centers work to reach broad and diverse public audiences, staff face challenges in aligning learner-centered educational approaches with the needs and motivations of audiences with varying identities and agendas. This article synthesizes several years of practitioner-driven work, in which science center staff revised an engineering design exhibition in response to visitor feedback and observations in practice. Analyses examine practitioners’ perspectives about the unanticipated challenges within the original design of the exhibition, and the ways in which museum staff updated their expectations and pedagogical strategies. Analyses are grounded in two theoretical models: (1) Falk’s Museum Visitor Experience Model, which describes how people use museum visits to affirm specific aspects of their identities; and (2) Dawson’s Access and Equity Framework, which describes structural forms of inaccessibility and exclusion that become embedded within museum spaces. These frameworks are used to examine the systemic changes that staff made to multiple facets of the visitor experience, including signage, framing and facilitation of activities, curation and preparation of materials, and the design of adjacent exhibits. This ever-expanding process was a necessary investment to realize the exhibition’s original intention of building on visitors’ existing knowledge, identities, and lived experiences. Full article
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27 pages, 16838 KB  
Article
Spatiotemporal Evolution of Drought and Its Multi-Factor Driving Mechanisms in Xinjiang During 1981–2020
by Xuchuang Yu, Siguo Liu, Anni Deng, Runsen Li, Xiaotao Hu, Ping’an Jiang and Ning Yao
Agriculture 2026, 16(6), 669; https://doi.org/10.3390/agriculture16060669 - 15 Mar 2026
Abstract
Drought is a highly destructive natural disaster that inflicts severe economic losses. Its formation mechanisms are complex, yet existing studies have often focused on single driving factors, leaving the synergistic effects of multiple factors insufficiently explored. Based on multi-source data from Xinjiang spanning [...] Read more.
Drought is a highly destructive natural disaster that inflicts severe economic losses. Its formation mechanisms are complex, yet existing studies have often focused on single driving factors, leaving the synergistic effects of multiple factors insufficiently explored. Based on multi-source data from Xinjiang spanning 1981–2020, this study systematically examined the combined impacts of atmospheric circulation, underlying surface conditions, and human activities on drought, using the multi-temporal-scale Standardized Precipitation Evapotranspiration Index (SPEI) and Standardized Soil Moisture Index (SSI), along with partial correlation analysis, spatial autocorrelation, and principal component analysis. The results show that Xinjiang experienced a pronounced drying trend over the past 40 years, with the seasonal SPEI and SSI both exhibiting significant declines. Drought intensity was higher in northern Xinjiang than in the south. Correlations between drought indices and circulation indices, such as Atlantic Multidecadal Oscillation (AMO), were relatively weak, indicating a limited regulatory influence of large-scale circulation on regional drought under the dual constraints of topography and an inland setting. Among underlying surface factors, slope significantly influenced drought spatial patterns. Mountainous areas and basin interiors showed positive spatial correlations, characterized respectively by high–high clustering (high slope and high drought index) and low–low clustering (low slope and low drought index). In contrast, basin margins exhibited low–high clustering (low slope surrounded by high drought index), reflecting negative spatial correlation. Aspect showed no significant effect. Vegetation cover displayed clear seasonal coupling with drought, with strong negative correlations in spring due to intensified water stress. Human activities also played a prominent role. Since the mid-1990s, the expansion of built-up land and increased agricultural water use have shifted drought–land use relationships toward low–high clustering (low drought index surrounded by high land-use intensity) in southern Xinjiang oases, and toward low–low clustering (low drought index and low land-use intensity) in eastern Xinjiang. Meanwhile, ecological restoration projects promoted a transition from low–high to high–high clustering (high drought index and high land-use intensity) in some areas, alleviating local drying trends. Principal component analysis further revealed a shift in the dominant driver: land-use change was the primary factor before 2005, whereas vegetation cover became the key driver thereafter. By clarifying the mechanisms underlying multi-factor interactions in drought in Xinjiang, this study provides scientific support for integrated water resource management, ecological conservation, and climate adaptation strategies in arid regions. Full article
(This article belongs to the Section Artificial Intelligence and Digital Agriculture)
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17 pages, 2781 KB  
Article
A Study on the Teaching Model for Hydraulic Engineering Curricula Based on the OBE-BOPPPS Theory
by Yuqiang Wang, Miaoyan Liu, Rifeng Xia and Yu Zhou
Water 2026, 18(6), 685; https://doi.org/10.3390/w18060685 - 15 Mar 2026
Abstract
In response to problems inherent in conventional hydraulic engineering education including compartmentalized courses, fragmented knowledge delivery, overlapping and omitted content, and insufficient development of students’ integrated practical competencies this study develops an instructional model for a coordinated curriculum group based on the OBE-BOPPPS [...] Read more.
In response to problems inherent in conventional hydraulic engineering education including compartmentalized courses, fragmented knowledge delivery, overlapping and omitted content, and insufficient development of students’ integrated practical competencies this study develops an instructional model for a coordinated curriculum group based on the OBE-BOPPPS teaching theory. The curriculum cluster model aims to integrate interdisciplinary course content, restructure curriculum structure hierarchy, eliminate disciplinary barriers, and establish clear stratified and interrelated knowledge relationships. The model centers on competency development, constructing a three-dimensional “agent–objective” system that connects “teacher–student–curriculum” with “knowledge–competency–literacy.” It further establishes a multi-indicator evaluation system encompassing teachers, students, and courses. The comprehensive evaluation employing Principal Component Analysis, Entropy Weight Method, and CRITIC method demonstrates that the curriculum group teaching model significantly outperforms traditional course-based instruction in transcending disciplinary boundaries, enhancing knowledge systematicity, improving teaching precision, and strengthening knowledge acquisition as well as students’ comprehensive competencies. This approach achieves dynamic optimization and precision feedback in the teaching process, effectively facilitating the systematic transfer of knowledge and the holistic development of students’ innovative practical abilities. It thereby provides a scientific pathway and empirical support for the reform of hydraulic engineering education and the cultivation of high-quality talent. Full article
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29 pages, 1576 KB  
Article
AI-Enabled Building Design Collaboration: Insights from Australian Adoption and Implementation
by Ju Hyun Lee and Michael J. Ostwald
Buildings 2026, 16(6), 1126; https://doi.org/10.3390/buildings16061126 - 12 Mar 2026
Viewed by 107
Abstract
The integration of Artificial Intelligence (AI) into Architecture, Engineering, and Construction (AEC) practice is reshaping building design processes and collaborative workflows. However, AI’s role as a design collaborator remains poorly understood across educational and professional contexts. To address this gap, this study conducts [...] Read more.
The integration of Artificial Intelligence (AI) into Architecture, Engineering, and Construction (AEC) practice is reshaping building design processes and collaborative workflows. However, AI’s role as a design collaborator remains poorly understood across educational and professional contexts. To address this gap, this study conducts an empirical survey of built environment students, academics, and professionals. Collectively, the study develops a comprehensive view of AI’s role in building design collaboration. The survey findings (n = 155) show widespread use of Large Language Models (LLMs) and image-generation tools across design education and practice, especially for creative and documentation-related tasks. While AI is valued for enhancing productivity and streamlining workflows, respondents also express concerns around technology dependency, data privacy, bias, and trust. This study contributes dual-perspective insights—encompassing both theoretical foundations and contemporary perceptions—into AI’s evolution towards transparent and multimodal design collaboration. The findings support a more structured and context-aware integration of AI tools into building design practice. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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17 pages, 1480 KB  
Article
Perceptions of Generative Artificial Intelligence Among Biomedical Academics with Career Trajectories in Healthcare: A Mixed Methods Study
by Ryan M. Chapman, Carrie E. Chapman, Heather E. Johnson and David D. Chapman
AI 2026, 7(3), 106; https://doi.org/10.3390/ai7030106 - 12 Mar 2026
Viewed by 209
Abstract
Generative Artificial Intelligence (GenAI) has been a viable technology for decades, yet widespread adoption in healthcare and academic settings has remained limited to research. One possible explanation for this is limited understanding about the beliefs around GenAI use amongst faculty and students training [...] Read more.
Generative Artificial Intelligence (GenAI) has been a viable technology for decades, yet widespread adoption in healthcare and academic settings has remained limited to research. One possible explanation for this is limited understanding about the beliefs around GenAI use amongst faculty and students training in biomedical disciplines that frequently lead to non-physician healthcare careers, including physical therapy (PT), occupational therapy (OT), allied health (AH), and biomedical engineering (BME). Furthermore, no known studies exist assessing differences that may exist across those disciplines. Given the significant number of professionals in those disciplines and the outsized impact they have on the healthcare system, investigating their beliefs around GenAI use is vital before widespread adoption. Accordingly, we investigated the perceptions of GenAI among students and faculty in the aforementioned fields that frequently lead to careers in healthcare. We found that knowledge of GenAI significantly influences comfort with its use completing college coursework including whether respondents believed it contributed to the process of completing that coursework and whether use of GenAI enhances learning. Interestingly, however, there were no statistically significant differences in perceptions of GenAI across disciplines, roles, or institution sizes. Qualitative findings revealed concerns about plagiarism, decline of critical thinking skills, and ethical challenges, while also recognizing GenAI’s potential to enhance learning efficiency and idea generation. Critically, the study results emphasize the need for proper training and guidelines to ensure GenAI is integrated responsibly into healthcare-related education. Full article
(This article belongs to the Section Medical & Healthcare AI)
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19 pages, 4400 KB  
Article
Enhancing Fire Safety Education Through PLC and HMI-Driven Interactive Learning
by Musa Al-Yaman, Miral AlMashayeikh, Majd AlFedailat, Ahmad M. A. Malkawi and Majid Al-Taee
Fire 2026, 9(3), 121; https://doi.org/10.3390/fire9030121 - 12 Mar 2026
Viewed by 195
Abstract
Fire safety plays a vital role in protecting lives, property, and the environment, and it keeps communities and organizations running safely. Many existing fire pump control systems fall short in educational and small-to-medium industrial settings: they often control only one pump at a [...] Read more.
Fire safety plays a vital role in protecting lives, property, and the environment, and it keeps communities and organizations running safely. Many existing fire pump control systems fall short in educational and small-to-medium industrial settings: they often control only one pump at a time, rely heavily on manual monitoring, and come with high costs that limit accessibility. To address these gaps, we developed an affordable, hands-on educational kit that brings real-world fire safety systems into the classroom using modern automation technology. The system is built around a Delta DVP12SA211R PLC chosen for its built-in real-time clock, integrated RS-232/RS-485 ports for reliable communication, and expanded with DVP16SP11R digital I/O and DVP04AD-S2 analog input modules to interface with simulated sensors mimicking smoke detection and water pressure. Students interact with the system through a Delta DOP-110IS HMI, which features Ethernet connectivity for remote observation, electrical isolation for safe operation, and a 200 ms screen update rate to ensure responsive, realistic feedback. The kit enables learners to explore critical emergency scenarios, including automatic switching between jockey and main pumps, low-pressure alerts, and system failover, transforming theoretical concepts into tangible skills. In user evaluations, 57.1% of students with no prior experience reported that the simulations closely mirrored real-world systems, while 80% of those with a fire safety background found the kit reinforced their existing knowledge; notably, 57.1% of instructors rated it as highly effective for teaching core fire safety principles across diverse learner profiles. By integrating industrial-grade hardware with scenario-based learning, this tool not only deepens understanding of fire protection systems but also better prepares future engineers for the practical demands of fire safety and industrial automation careers. Full article
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27 pages, 2550 KB  
Review
A Systems Engineering Framework for Resilient, Sustainable, and Healthy School Classroom Indoor Climate for Young Children: A Narrative Review
by Asit Kumar Mishra
Architecture 2026, 6(1), 45; https://doi.org/10.3390/architecture6010045 - 11 Mar 2026
Viewed by 146
Abstract
School classrooms represent complex, interconnected systems where indoor environmental quality critically influences student health, cognitive performance, and educational equity. Yet traditional approaches operate in disciplinary silos, creating systemic failures in design, operation, and maintenance. This narrative review adopts a systems engineering framework to [...] Read more.
School classrooms represent complex, interconnected systems where indoor environmental quality critically influences student health, cognitive performance, and educational equity. Yet traditional approaches operate in disciplinary silos, creating systemic failures in design, operation, and maintenance. This narrative review adopts a systems engineering framework to demonstrate how integrated interventions—spanning policy, design, technology, and operations—create resilient, sustainable, and healthy classroom climates. Amid escalating climate change impacts (rising temperatures, heatwaves, wildfires) and emerging threats (airborne pathogens, urban pollution), reactive measures like school closures prove pedagogically counterproductive. This review synthesizes evidence on natural, mechanical, and mixed-mode ventilation systems optimized through advanced control strategies, smart technologies, and health-centred policies. Key findings reveal that synergistic integration of Policy, Management, Construction, Operation, and Smart Technologies, in a systems engineering framework, outperforms singular strategies. Critical interventions include hybrid ventilation coupled with layered defences (HEPA filtration, UVGI), AI-driven adaptive controls using IoT sensors and Model Predictive Control to optimize energy while managing pollutant concentrations, and mandatory IAQ standards rooted in stakeholder education. By framing classrooms as interconnected engineering systems, this work provides actionable insights for architects, engineers, policymakers, and administrators, positioning future school design toward resilience, sustainability, and human-centred health outcomes. Full article
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17 pages, 3717 KB  
Article
Improving Astrometric Precision with MLP-Driven Super-Resolution of Star Maps
by Yi Lu, Xiping Xu, Juncen Yan, Ning Zhang and Yaowen Lv
Sensors 2026, 26(6), 1769; https://doi.org/10.3390/s26061769 - 11 Mar 2026
Viewed by 185
Abstract
Aiming at the star centroid positioning error in dynamic star simulators, a super-resolution star map correction method is proposed based on a multi-layer perceptron (MLP). A complete technical chain of “system calibration–aberration field modeling–network correction” is constructed to establish a data-driven end-to-end framework [...] Read more.
Aiming at the star centroid positioning error in dynamic star simulators, a super-resolution star map correction method is proposed based on a multi-layer perceptron (MLP). A complete technical chain of “system calibration–aberration field modeling–network correction” is constructed to establish a data-driven end-to-end framework for unified modeling and compensation of optical aberrations, assembly deviations, and device discreteness. Experimental results show that the proposed method achieves sub-pixel accuracy: the maximum star centroid and inter-star angular distance errors are reduced by 22.9% and 37.5% on average, respectively, which is significantly superior to traditional methods. This work provides a reliable technical approach for high-precision star map display and star sensor ground calibration, with clear engineering application value. Full article
(This article belongs to the Special Issue Optical Sensors: Instrumentation, Measurement and Metrology)
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33 pages, 1365 KB  
Systematic Review
Advances in the Use of Prefabricated Systems in Real Estate Projects: A Systematic Review (2015–2025)
by Luis Mayo-Alvarez, Mario Galván-Ávila, Enrique Quesquén-Fernández and Álvaro Uribe-Heredia
Sustainability 2026, 18(6), 2717; https://doi.org/10.3390/su18062717 - 11 Mar 2026
Viewed by 128
Abstract
Over the last decade, prefabrication has emerged as a strategic alternative to address the global construction industry’s challenges concerning sustainability, productivity, and the housing deficit. This study analyzes the advances, benefits, limitations, and research gaps associated with its application in real estate projects [...] Read more.
Over the last decade, prefabrication has emerged as a strategic alternative to address the global construction industry’s challenges concerning sustainability, productivity, and the housing deficit. This study analyzes the advances, benefits, limitations, and research gaps associated with its application in real estate projects between 2015 and 2025. A systematic literature review was conducted under the PRISMA protocol, which allowed for the selection of 58 high-quality articles sourced from Scopus, Web of Science, SciELO, and Redalyc. The findings highlight Asia as the leader in innovation and industrialization, while Latin America is identified as an emerging region with applications in social housing, education, and modular infrastructure. Reported benefits include reduced time and costs, improved environmental performance, and the integration of digital technologies such as BIM, 3D printing, and digital twins. Nevertheless, regulatory gaps, cultural resistance, and limited coordination among industry, government, and academia persist. The study concludes that prefabrication constitutes a transformative engine for the real estate sector, but its consolidation requires stronger regulatory frameworks, broader empirical research in Latin America, and the adoption of circular economy and digitalization strategies to ensure a sustainable and socially accepted impact. Full article
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