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16 pages, 871 KiB  
Article
The Synergistic Impact of 5G on Cloud-to-Edge Computing and the Evolution of Digital Applications
by Saleh M. Altowaijri and Mohamed Ayari
Mathematics 2025, 13(16), 2634; https://doi.org/10.3390/math13162634 (registering DOI) - 16 Aug 2025
Abstract
The integration of 5G technology with cloud and edge computing is redefining the digital landscape by enabling ultra-fast connectivity, low-latency communication, and scalable solutions across diverse application domains. This paper investigates the synergistic impact of 5G on cloud-to-edge architectures, emphasizing its transformative role [...] Read more.
The integration of 5G technology with cloud and edge computing is redefining the digital landscape by enabling ultra-fast connectivity, low-latency communication, and scalable solutions across diverse application domains. This paper investigates the synergistic impact of 5G on cloud-to-edge architectures, emphasizing its transformative role in revolutionizing sectors such as healthcare, smart cities, industrial automation, and autonomous systems. Key advancements in 5G—including Enhanced Mobile Broadband (eMBB), Ultra-Reliable Low-Latency Communication (URLLC), and Massive Machine-Type Communications (mMTC)—are examined for their role in enabling real-time data processing, edge intelligence, and IoT scalability. In addition to conceptual analysis, the paper presents simulation-based evaluations comparing 5G cloud-to-edge systems with traditional 4G cloud models. Quantitative results demonstrate significant improvements in latency, energy efficiency, reliability, and AI prediction accuracy. The study also explores challenges in infrastructure deployment, cybersecurity, and latency management while highlighting the growing opportunities for innovation in AI-driven automation and immersive consumer technologies. Future research directions are outlined, focusing on energy-efficient designs, advanced security mechanisms, and equitable access to 5G infrastructure. Overall, this study offers comprehensive insights and performance benchmarks that will serve as a valuable resource for researchers and practitioners working to advance next-generation digital ecosystems. Full article
(This article belongs to the Special Issue Innovations in Cloud Computing and Machine Learning Applications)
16 pages, 7479 KiB  
Article
Anti-Swelling Dual-Network Zwitterionic Conductive Hydrogels for Flexible Human Activity Sensing
by Zexing Deng, Litong Shen, Qiwei Cheng, Ying Li, Qianqian Liu and Xin Zhao
Polymers 2025, 17(16), 2230; https://doi.org/10.3390/polym17162230 (registering DOI) - 16 Aug 2025
Abstract
Conventional conductive hydrogels are susceptible to swelling in aquatic environments; which compromises their mechanical integrity; a limitation that poses a potential challenge to their long-term stability and application. In this study, a zwitterionic ion-conductive hydrogel was fabricated from polyvinyl alcohol (PVA), acrylic acid [...] Read more.
Conventional conductive hydrogels are susceptible to swelling in aquatic environments; which compromises their mechanical integrity; a limitation that poses a potential challenge to their long-term stability and application. In this study, a zwitterionic ion-conductive hydrogel was fabricated from polyvinyl alcohol (PVA), acrylic acid (AA), and [2-(methacryloyloxy)ethyl]dimethyl-(3-sulfopropyl)ammonium hydroxide (SMBA), forming a dual-network structure. A copolymer of zwitterionic SBMA and AA formed the first network, and PVA formed the second network by repeated freeze–thawing. The equilibrium state of zwitterionic SBMA was modulated by AA to protonate the SBMA, which resulted in the conversion of -SO3 to -SO3H; thus, hydrogels had the anti-swelling property driven by electrostatic repulsion. In addition, the prepared hydrogels possessed excellent mechanical properties (tensile strength of 0.76 MPa, elongation at break of 322%, and compressive strength of 0.97 MPa at 75% compressive strain) and remarkable anti-swelling properties (80% swelling after 120 h of immersion). Owing to the zwitterionic nature of SBMA, the hydrogel also showed inherent antimicrobial properties and high electrical conductivity, which could be capable of monitoring human movement and physiological signals. This work provides a facile strategy for designing hydrogels with remarkable mechanical properties and anti-swelling characteristics, expanding the application environment of hydrogels in flexible sensing Full article
(This article belongs to the Section Polymer Networks and Gels)
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10 pages, 742 KiB  
Article
Virtual Reality-Based Versus Traditional Teaching Approaches in the Oral Hygiene Education of Children with Autism Spectrum Disorder
by Antonio Fallea, Carola Costanza, Simona L’Episcopo, Massimiliano Bartolone, Francesco Rundo, Daniela Smirni, Michele Roccella, Maurizio Elia, Raffaele Ferri and Luigi Vetri
J. Clin. Med. 2025, 14(16), 5795; https://doi.org/10.3390/jcm14165795 - 15 Aug 2025
Abstract
Background/Objectives: Maintaining proper oral hygiene is particularly challenging for individuals with autism spectrum disorder (ASD) due to sensory sensitivities, communication difficulties, and anxiety. Traditional oral hygiene education methods may be ineffective for this population, thereby necessitating innovative solutions. This study evaluates the [...] Read more.
Background/Objectives: Maintaining proper oral hygiene is particularly challenging for individuals with autism spectrum disorder (ASD) due to sensory sensitivities, communication difficulties, and anxiety. Traditional oral hygiene education methods may be ineffective for this population, thereby necessitating innovative solutions. This study evaluates the effectiveness of a virtual reality (VR)-based educational program in improving home oral hygiene practices among children and adolescents with ASD. Methods: Sixty-four children with ASD (Level 1) were recruited and divided into two groups. Group 1 received traditional oral hygiene education, while Group 2 used a VR-based intervention featuring a virtual domestic bathroom with an avatar demonstrating proper brushing and flossing techniques. The intervention lasted eight weeks, with two one-hour sessions per week. The oral health assessment tool (OHAT) was used to evaluate oral hygiene status before and after the intervention. An unpaired t-test compared outcomes between groups. Results: Both groups showed improvements in oral hygiene, but the VR intervention group exhibited a significantly greater reduction in OHAT scores compared to the traditional education group (p < 0.001) due to a greater improvement in oral health. The VR-based approach enhanced engagement and adherence to oral hygiene routines, particularly benefiting children with ASD who struggle with conventional methods. Conclusions: VR-based education appears to be a promising tool for improving oral hygiene habits in children with ASD by providing an interactive and immersive learning experience. Future research should explore long-term adherence and the broader application of VR in healthcare education. Full article
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21 pages, 21564 KiB  
Article
Remote Visualization and Optimization of Fluid Dynamics Using Mixed Reality
by Sakshi Sandeep More, Brandon Antron, David Paeres and Guillermo Araya
Appl. Sci. 2025, 15(16), 9017; https://doi.org/10.3390/app15169017 - 15 Aug 2025
Abstract
This study presents an innovative pipeline for processing, compressing, and remotely visualizing large-scale numerical simulations of fluid dynamics in a virtual wind tunnel (VWT), leveraging virtual and augmented reality (VR/AR) for enhanced analysis and high-end visualization. The workflow addresses the challenges of handling [...] Read more.
This study presents an innovative pipeline for processing, compressing, and remotely visualizing large-scale numerical simulations of fluid dynamics in a virtual wind tunnel (VWT), leveraging virtual and augmented reality (VR/AR) for enhanced analysis and high-end visualization. The workflow addresses the challenges of handling massive databases generated using Direct Numerical Simulation (DNS) while maintaining visual fidelity and ensuring efficient rendering for user interaction. Fully immersive visualization of supersonic (Mach number 2.86) spatially developing turbulent boundary layers (SDTBLs) over strong concave and convex curvatures was achieved. The comprehensive DNS data provides insights on the transport phenomena inside turbulent boundary layers under strong deceleration or an Adverse Pressure Gradient (APG) caused by concave walls as well as strong acceleration or a Favorable Pressure Gradient (FPG) caused by convex walls under different wall thermal conditions (i.e., Cold, Adiabatic, and Hot walls). The process begins with a .vts file input from a DNS, which is visualized using ParaView software. These visualizations, representing different fluid behaviors based on a DNS with a high spatial/temporal resolution and employing millions of “numerical sensors”, are treated as individual time frames and exported in GL Transmission Format (GLTF), which is a widely used open-source file format designed for efficient transmission and loading of 3D scenes. To support the workflow, optimized Extract–Transform–Load (ETL) techniques were implemented for high-throughput data handling. Conversion of exported Graphics Library Transmission Format (GLTF) files into Graphics Library Transmission Format Binary files (typically referred to as GLB) reduced the storage by 25% and improved the load latency by 60%. This research uses Unity’s Profile Analyzer and Memory Profiler to identify performance limitations during contour rendering, focusing on the GPU and CPU efficiency. Further, immersive VR/AR analytics are achieved by connecting the processed outputs to Unity engine software and Microsoft HoloLens Gen 2 via Azure Remote Rendering cloud services, enabling real-time exploration of fluid behavior in mixed-reality environments. This pipeline constitutes a significant advancement in the scientific visualization of fluid dynamics, particularly when applied to datasets comprising hundreds of high-resolution frames. Moreover, the methodologies and insights gleaned from this approach are highly transferable, offering potential applications across various other scientific and engineering disciplines. Full article
(This article belongs to the Section Computing and Artificial Intelligence)
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24 pages, 3691 KiB  
Article
Immersive Virtual Reality in Psychotherapeutic Interventions for Youth with Eating Disorders: A Pilot Study in a Rural Context
by Lídia Sarrió-Colas, Silvia Reverté-Villarroya, Anna Belén Castellà-Culvi, Dolors Barberà-Roig, Cinta Gas-Prades, Antonio Coello-Segura and Mireia Adell-Lleixà
Appl. Sci. 2025, 15(16), 9013; https://doi.org/10.3390/app15169013 - 15 Aug 2025
Abstract
Technological innovation in immersive virtual reality is fostering the development of novel psychotherapeutic interventions in mental health, particularly benefiting populations with limited access to specialized services. This pilot study explores the feasibility, tolerability, and therapeutic potential of an immersive virtual reality-based psychotherapeutic intervention [...] Read more.
Technological innovation in immersive virtual reality is fostering the development of novel psychotherapeutic interventions in mental health, particularly benefiting populations with limited access to specialized services. This pilot study explores the feasibility, tolerability, and therapeutic potential of an immersive virtual reality-based psychotherapeutic intervention for adolescents and young people with eating disorders in a rural setting. A quasi-experimental pre-test/post-test design was used, with a control group (n = 5) and an experimental group (n = 5), applying weekly immersive virtual reality sessions focused on body perception and food exposure. Preliminary results showed good acceptance and a low incidence of cybersickness. However, a reduction in anxiety levels was observed in the experimental group after immersive virtual reality exposure, particularly in trait anxiety, suggesting a potential effect of the intervention on emotional regulation. While these changes were not statistically significant, the direction and magnitude of the effect warrant further investigation. Changes in body mass index were also noted during the intervention. The remotely guided sessions, conducted via fifth-generation mobile network connectivity, demonstrated technical feasibility and encouraging clinical outcomes, even in geographically isolated or underserved areas. These findings support the use of immersive VR as a complementary tool in the early stages of treatment for eating disorders, contributing to improved body perception and emotional self-regulation. This work not only reinforces the applicability of immersive technology in real-world clinical practice but also opens new avenues for the development of personalized, accessible, and emotionally meaningful interventions in child and adolescent mental health. Full article
(This article belongs to the Special Issue Emerging Technologies in Innovative Human–Computer Interactions)
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20 pages, 5461 KiB  
Article
Design and Implementation of a 3D Korean Sign Language Learning System Using Pseudo-Hologram
by Naeun Kim, HaeYeong Choe, Sukwon Lee and Changgu Kang
Appl. Sci. 2025, 15(16), 8962; https://doi.org/10.3390/app15168962 - 14 Aug 2025
Abstract
Sign language is a three-dimensional (3D) visual language that conveys meaning through hand positions, shapes, and movements. Traditional sign language education methods, such as textbooks and videos, often fail to capture the spatial characteristics of sign language, leading to limitations in learning accuracy [...] Read more.
Sign language is a three-dimensional (3D) visual language that conveys meaning through hand positions, shapes, and movements. Traditional sign language education methods, such as textbooks and videos, often fail to capture the spatial characteristics of sign language, leading to limitations in learning accuracy and comprehension. To address this, we propose a 3D Korean Sign Language Learning System that leverages pseudo-hologram technology and hand gesture recognition using Leap Motion sensors. The proposed system provides learners with an immersive 3D learning experience by visualizing sign language gestures through pseudo-holographic displays. A Recurrent Neural Network (RNN) model, combined with Diffusion Convolutional Recurrent Neural Networks (DCRNNs) and ProbSparse Attention mechanisms, is used to recognize hand gestures from both hands in real-time. The system is implemented using a server–client architecture to ensure scalability and flexibility, allowing efficient updates to the gesture recognition model without modifying the client application. Experimental results show that the system enhances learners’ ability to accurately perform and comprehend sign language gestures. Additionally, a usability study demonstrated that 3D visualization significantly improves learning motivation and user engagement compared to traditional 2D learning methods. Full article
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25 pages, 1734 KiB  
Article
A Multimodal Affective Interaction Architecture Integrating BERT-Based Semantic Understanding and VITS-Based Emotional Speech Synthesis
by Yanhong Yuan, Shuangsheng Duo, Xuming Tong and Yapeng Wang
Algorithms 2025, 18(8), 513; https://doi.org/10.3390/a18080513 - 14 Aug 2025
Abstract
Addressing the issues of coarse emotional representation, low cross-modal alignment efficiency, and insufficient real-time response capabilities in current human–computer emotional language interaction, this paper proposes an affective interaction framework integrating BERT-based semantic understanding with VITS-based speech synthesis. The framework aims to enhance the [...] Read more.
Addressing the issues of coarse emotional representation, low cross-modal alignment efficiency, and insufficient real-time response capabilities in current human–computer emotional language interaction, this paper proposes an affective interaction framework integrating BERT-based semantic understanding with VITS-based speech synthesis. The framework aims to enhance the naturalness, expressiveness, and response efficiency of human–computer emotional interaction. By introducing a modular layered design, a six-dimensional emotional space, a gated attention mechanism, and a dynamic model scheduling strategy, the system overcomes challenges such as limited emotional representation, modality misalignment, and high-latency responses. Experimental results demonstrate that the framework achieves superior performance in speech synthesis quality (MOS: 4.35), emotion recognition accuracy (91.6%), and response latency (<1.2 s), outperforming baseline models like Tacotron2 and FastSpeech2. Through model lightweighting, GPU parallel inference, and load balancing optimization, the system validates its robustness and generalizability across English and Chinese corpora in cross-linguistic tests. The modular architecture and dynamic scheduling ensure scalability and efficiency, enabling a more humanized and immersive interaction experience in typical application scenarios such as psychological companionship, intelligent education, and high-concurrency customer service. This study provides an effective technical pathway for developing the next generation of personalized and immersive affective intelligent interaction systems. Full article
(This article belongs to the Section Algorithms for Multidisciplinary Applications)
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25 pages, 737 KiB  
Article
Smart Construction and Spectator Satisfaction in Sports Venues: The Role of Flow Experience in Intelligent Design Under the National Fitness Initiative
by Lu Zhang, Li Wang and Yujie Zhang
Buildings 2025, 15(16), 2855; https://doi.org/10.3390/buildings15162855 - 13 Aug 2025
Viewed by 203
Abstract
Amid the nationwide promotion of fitness and the rapid expansion of China’s sports industry, enhancing spectator satisfaction in sports consumption has become a crucial driver for the industry’s sustainable development. Based on the theory of mind-flow perception, this paper explores the influence of [...] Read more.
Amid the nationwide promotion of fitness and the rapid expansion of China’s sports industry, enhancing spectator satisfaction in sports consumption has become a crucial driver for the industry’s sustainable development. Based on the theory of mind-flow perception, this paper explores the influence of stadium intelligent design on race consumption satisfaction, focusing on the four dimensions of stadium intelligent application perception, personality design perception, digital development perception, and technology integration perception, introduces the mind-flow experience as a mediating variable to construct a theoretical model, and analyzes the questionnaire data of 641 spectators with structural equation modeling. The results show that each perception dimension of intelligent design of stadiums has a significant positive effect on consumer satisfaction. Among them, intelligent applications enhance convenience and interactivity, individual design stimulates emotional resonance and immersion, and digital development and technological convergence optimize the audience’s interactive experience through augmented reality, the Internet of Things, and other technologies. flow experience serves as a key mediator to transform functional attributes into emotional value and immersion experience, significantly enhancing satisfaction. This study contributes theoretical insights and managerial guidance for the integration of AI-driven design, human–technology interaction, and smart construction strategies in modern sports venues. The results have broader implications for enhancing digital user environments and optimizing the infrastructure for next-generation event-based urban development. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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24 pages, 4598 KiB  
Article
Microbial Biosurfactant as Sustainable Inhibitor to Mitigate Biocorrosion in Metallic Structures Used in the Offshore Energy Sector
by Yslla Emanuelly S. Faccioli, Irinan B. França, Kaio Wêdann Oliveira, Bruno Augusto C. Roque, Alexandre Augusto P. Selva Filho, Attilio Converti, Rita de Cássia F. Soares da Silva and Leonie A. Sarubbo
Coatings 2025, 15(8), 937; https://doi.org/10.3390/coatings15080937 - 11 Aug 2025
Viewed by 121
Abstract
Microbiologically influenced corrosion (MIC) represents a critical challenge to the integrity of pipelines, piping, and metal structures in offshore environments, directly affecting the safety and operational costs of companies in the energy sector. However, conventional control methods, such as the use of chemical [...] Read more.
Microbiologically influenced corrosion (MIC) represents a critical challenge to the integrity of pipelines, piping, and metal structures in offshore environments, directly affecting the safety and operational costs of companies in the energy sector. However, conventional control methods, such as the use of chemical inhibitors, raise environmental and economic concerns. To face this problem, a biosurfactant produced by Pseudomonas cepacia CCT 6659 was tested as a biocorrosion inhibiting agent on carbon steel specimens immersed in seawater. For this purpose, static and dynamic conditions were simulated using different concentrations of the biosurfactant. Furthermore, analyses were performed using Scanning Electron Microscopy paired with Energy Dispersive Spectroscopy (SEM/EDS) to visualize the morphology of the biofilm and its chemical components. Laboratory tests indicated that the biosurfactant formulated in a 1:5 (v/v) ratio reduced the mass loss of test specimens (119.72 ± 2.64 g/m2) by no less than 57.3% compared to the control (280.28 ± 4.58 g/m2). Under dynamic conditions, the 1:2 (v/v) formulation showed greater protection, being able to reduce specimen corrosion (578.87 ± 7.01 g/m2) by 69.6% compared to the control (1901.41 ± 13.53 g/m2). SEM/EDS analyses revealed changes in surface composition and a reduction in corrosive elements associated with sulfur in the formed biofilms, which may be associated with a decrease in sulfate-reducing bacteria (SRB) activity, suggesting microbial inhibition by the biosurfactant. The results obtained in this study highlight the biosurfactant as a viable and ecological alternative to synthetic inhibitors, with potential application in the protection of metal structures exposed to corrosive environments in offshore energy systems, promoting greater durability, sustainability, and less environmental impact. Full article
(This article belongs to the Section Corrosion, Wear and Erosion)
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24 pages, 10671 KiB  
Article
Evaluating Cultural Heritage Preservation Through Augmented Reality: Insights from the Kaisareia-AR Application
by Hatice Dogan Turkoglu and Nese Cakıcı Alp
Architecture 2025, 5(3), 59; https://doi.org/10.3390/architecture5030059 - 11 Aug 2025
Viewed by 316
Abstract
This study investigates how augmented-reality (AR) technology can enhance the presentation and preservation of cultural heritage, using Kayseri Castle as a case study. Although previous studies have explored AR applications in heritage contexts, few have addressed their role in representing multi-layered architectural histories [...] Read more.
This study investigates how augmented-reality (AR) technology can enhance the presentation and preservation of cultural heritage, using Kayseri Castle as a case study. Although previous studies have explored AR applications in heritage contexts, few have addressed their role in representing multi-layered architectural histories of complex sites. The research focuses on the development and evaluation of the KAISAREIA-AR application, which integrates historical, architectural, and cultural narratives into an interactive AR platform. By reconstructing the castle’s distinct historical layers—spanning the Roman, Seljuk, Ottoman, and Republic periods—the study seeks to assess AR’s effectiveness in providing immersive visitor experiences while maintaining the authenticity of heritage sites. Three-dimensional models of the castle were created using 3ds Max, enriched with visual and auditory information, and deployed via Unity software on wearable AR devices. The study employed the Unified Theory of Acceptance and Use of Technology (UTAUT) framework and Structural Equation Modeling (SEM) to evaluate the application’s usability and impact on user engagement. The findings indicate that AR significantly enhances the accessibility, understanding, and appreciation of cultural heritage by providing dynamic, immersive experiences. The KAISAREIA-AR application demonstrated its potential to bridge historical authenticity with modern technology, offering a replicable model for integrating AR into cultural heritage conservation and education. Full article
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20 pages, 3034 KiB  
Article
Real-Time Hand Tracking and Collision Detection for Immersive Mixed-Reality Boxing Training on Apple Vision Pro
by Alexey Karelin, Dmitry Brazhenko, Georgii Kliukovkin and Yehor Chernenko
Sensors 2025, 25(16), 4943; https://doi.org/10.3390/s25164943 - 10 Aug 2025
Viewed by 435
Abstract
This study presents a real-time hand tracking and collision detection system for immersive mixed-reality boxing training on Apple Vision Pro (Apple Inc., Cupertino, CA, USA). Leveraging the device’s advanced spatial computing capabilities, this research addresses the limitations of traditional fitness applications that lack [...] Read more.
This study presents a real-time hand tracking and collision detection system for immersive mixed-reality boxing training on Apple Vision Pro (Apple Inc., Cupertino, CA, USA). Leveraging the device’s advanced spatial computing capabilities, this research addresses the limitations of traditional fitness applications that lack precision for technique-based sports like boxing with visual-only hand tracking. The system is designed to provide objective feedback by recognizing boxing-specific gestures with sub-centimeter accuracy and validating biomechanical correctness during punch execution. A three-stage pipeline consisting of geometric filtering, biomechanical validation, and punch technique assessment rejects accidental or improper motions. Experimental evaluation involving 12 participants demonstrated a gesture recognition accuracy of 96.3% and a technique validation accuracy of 88.5%. The system consistently operated at 60 FPS with low latency and high robustness across diverse lighting conditions. These results indicate the potential of Apple Vision Pro as a platform for precision sports training and highlight the educational impact of mixed reality in democratizing access to high-quality boxing instruction. The proposed framework is extensible to other skill-based sports requiring fine motor control and real-time feedback. Full article
(This article belongs to the Section Physical Sensors)
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26 pages, 1484 KiB  
Article
Digital Twin-Enhanced Programming Education: An Empirical Study on Learning Engagement and Skill Acquisition
by Ming Lu and Zhongyi Hu
Computers 2025, 14(8), 322; https://doi.org/10.3390/computers14080322 - 8 Aug 2025
Viewed by 356
Abstract
As an introductory core course in computer science and related fields, “Fundamentals of Programming” has always faced many challenges in stimulating students’ interest in learning and cultivating their practical coding abilities. The traditional teaching model often fails to effectively connect theoretical knowledge with [...] Read more.
As an introductory core course in computer science and related fields, “Fundamentals of Programming” has always faced many challenges in stimulating students’ interest in learning and cultivating their practical coding abilities. The traditional teaching model often fails to effectively connect theoretical knowledge with practical applications, resulting in a low retention rate of students’ learning and a weak ability to solve practical problems. Digital twin (DT) technology offers a novel approach to addressing these challenges by creating dynamic, virtual replicas of physical systems with real-time, interactive capabilities. This study explores DT integration in programming teaching and its impact on learning engagement (behavioral, cognitive, emotional) and skill acquisition (syntax, algorithm design, debugging). A quasi-experimental design was employed to study 135 first-year undergraduate students, divided into an experimental group (n = 90) using a DT-based learning environment and a control group (n = 45) receiving traditional instruction. Quantitative data analysis was conducted on participation surveys, planning evaluations, and qualitative feedback. The results showed that, compared with the control group, the DT group exhibited a higher level of sustained participation (p < 0.01) and achieved better results in actual coding tasks (p < 0.05). Students with limited coding experience showed the most significant progress in algorithmic thinking. The findings highlight that digital twin technology significantly enhances engagement and skill acquisition in introductory programming, particularly benefiting novice learners through immersive, theory-aligned experiences. This study establishes a new paradigm for introductory programming education by addressing two critical gaps in digital twin applications: (1) differential effects on students with varying prior knowledge (engagement/skill acquisition) and (2) pedagogical mechanisms in conceptual visualization and authentic context creation. Full article
(This article belongs to the Special Issue Future Trends in Computer Programming Education)
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28 pages, 6430 KiB  
Article
AHP-Based Evaluation of Hybrid Kenaf/Flax/Glass Fiber-Reinforced Biocomposites for Unmanned Maritime Vehicle Applications
by Yang Huang, Mohamed Thariq Hameed Sultan, Andrzej Łukaszewicz, Farah Syazwani Shahar and Zbigniew Oksiuta
Materials 2025, 18(16), 3731; https://doi.org/10.3390/ma18163731 - 8 Aug 2025
Viewed by 393
Abstract
Unmanned maritime vehicles (UMVs) have become essential tools in marine research and monitoring, significantly enhancing operational efficiency and reducing risks and costs. Fiber-reinforced composites have been widely used in marine applications due to their excellent characteristics. However, environmental concerns and the pursuit of [...] Read more.
Unmanned maritime vehicles (UMVs) have become essential tools in marine research and monitoring, significantly enhancing operational efficiency and reducing risks and costs. Fiber-reinforced composites have been widely used in marine applications due to their excellent characteristics. However, environmental concerns and the pursuit of sustainable development goals have driven the development of environmentally friendly materials. The development of eco-friendly biocomposites for UMV construction can effectively reduce the environmental impact of marine equipment. This study investigates the effects of seawater aging on kenaf/flax/glass-fiber-reinforced composites under artificial seawater conditions and determines their ranking for UMVs using the Analytic Hierarchy Process (AHP). These hybrid composites, fabricated with various stacking sequences, were prepared using a combination of hand lay-up and vacuum bagging techniques. All plant fibers underwent sodium hydroxide treatment to eliminate impurities and enhance interfacial bonding, while nano-silica was incorporated into the epoxy matrix to improve overall performance. After 50 days of immersion in artificial seawater, mechanical tests were conducted to evaluate the extent of changes in mechanical properties. Subsequently, the AHP analysis was performed based on three main criteria and thirteen sub-criteria to determine the most suitable configuration for marine applications. The results demonstrate that the stacking sequence plays a critical role in resisting seawater-induced degradation and maintaining mechanical performance. GKFKG exhibited the highest retention rates for both tensile strength (86.77%) and flexural strength (88.36%). Furthermore, the global priority vector derived from the AHP analysis indicates that hybrid composites consisting of kenaf, flax, and glass fibers consistently ranked highest. The optimum configuration among these hybrid composites was determined to be GKFKG, followed by GFKFG, GKKKG, and GKGKG. Full article
(This article belongs to the Special Issue Modeling and Optimization of Material Properties and Characteristics)
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13 pages, 3511 KiB  
Article
Comparative Analysis of Electrophoretic Deposition and Dip Coating for Enhancing Electrical Properties of Electrospun PVDF Mats Through Carbon Nanotube Deposition
by Michał Kopacz, Piotr K. Szewczyk, Elżbieta Długoń and Urszula Stachewicz
Materials 2025, 18(16), 3730; https://doi.org/10.3390/ma18163730 - 8 Aug 2025
Viewed by 275
Abstract
Integrating carbon nanotubes (CNTs) into electrospun polyvinylidene fluoride (PVDF) fibers is a promising approach for developing conductive and multifunctional materials. This study systematically compared two CNT deposition techniques, electrophoretic deposition (EPD) and dip coating (DC), in terms of their effectiveness in modifying the [...] Read more.
Integrating carbon nanotubes (CNTs) into electrospun polyvinylidene fluoride (PVDF) fibers is a promising approach for developing conductive and multifunctional materials. This study systematically compared two CNT deposition techniques, electrophoretic deposition (EPD) and dip coating (DC), in terms of their effectiveness in modifying the surface of aligned electrospun PVDF mats. Morphological characterization revealed that EPD produced more homogeneous and compact CNT coatings. In contrast, DC resulted in discontinuous and irregular layers regardless of deposition time. A key distinction between the two methods was the tunability of the coating: EPD allowed for precise control over CNT layer thickness and mass accumulation by adjusting the deposition time. In contrast, DC showed no significant changes in thickness with longer immersion. These structural differences translated into distinct electrical behaviors. Resistance measurements showed that EPD samples exhibited a substantial decrease in resistance with increasing deposition time, from 5.9 ± 2.5 kΩ to 0.2 ± 0.1 kΩ, indicating the formation of well-connected conductive pathways. On the other hand, DC samples maintained relatively constant, higher resistance values across all conditions. Additionally, EPD-coated mats demonstrated enhanced touch sensitivity, generating higher and more stable current responses compared to DC-deposited samples. These results confirm that EPD is a more effective, tunable method for fabricating conductive CNT coatings on electrospun PVDF mats, particularly for applications in flexible electronics and wearable sensors. Full article
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19 pages, 7432 KiB  
Article
Study on Residual Load-Bearing Capacity of Composite Steel Truss Bridge Girders After Vehicle Fire
by Shichao Wang, Shenquan Zhou, Kan Yang and Gang Zhang
Buildings 2025, 15(16), 2820; https://doi.org/10.3390/buildings15162820 - 8 Aug 2025
Viewed by 166
Abstract
To investigate the residual load-bearing capacity of composite steel truss bridge girders after vehicle fire, a 100 m simple supported composite steel truss bridge girder was selected as the research object, and a typical oil tanker fire was taken as the fire scenario. [...] Read more.
To investigate the residual load-bearing capacity of composite steel truss bridge girders after vehicle fire, a 100 m simple supported composite steel truss bridge girder was selected as the research object, and a typical oil tanker fire was taken as the fire scenario. This study identifies the most critical conditions associated with an oil tanker fire and outlines the degradation pattern of the residual load-bearing capacity of composite steel truss bridge girders after a vehicle fire. It also proposes a damage classification standard and an evaluation method for the load-bearing capacity based on the structural failure path and load-displacement curve. The results indicate that the most critical scenario during a vehicle fire occurs when the fire is located on the bridge deck, particularly in the middle section of the longitudinal bridge and the outermost lane of the transverse bridge. During a vehicle fire, the top chord is the component most affected by the thermal history. Under immersion cooling conditions, the remaining load-bearing capacity of the girder decreases more significantly compared with natural cooling. After the fire, the upper chord first reaches the yield strength, causing load transfer to adjacent horizontal inclined members. The stress of the horizontal inclined rod will develop rapidly, leading to structural instability and eventual failure. Four grades of load-bearing capacity damage for composite steel truss bridge girders after vehicle fire are defined to serve as references for practical engineering applications. Full article
(This article belongs to the Section Building Structures)
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