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Search Results (491)

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Keywords = eye-tracking technologies

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25 pages, 10900 KB  
Article
Texture-Driven Affective Empowerment in Bionic Machinery Installation Art: An Empirical Design Study Based on Eye Tracking and the PAD Model
by Yu Cui and Meng Wang
Appl. Sci. 2026, 16(8), 3740; https://doi.org/10.3390/app16083740 - 10 Apr 2026
Abstract
Material and texture decisions in bionic machinery installation art often remain intuition-dependent, limiting the reusability of empirical evidence for experience design. Building on the biomimetic content logic in biomimetic design theory, this study proposes a targeted framework—Texture Bionics—and operationalizes texture into four quantifiable [...] Read more.
Material and texture decisions in bionic machinery installation art often remain intuition-dependent, limiting the reusability of empirical evidence for experience design. Building on the biomimetic content logic in biomimetic design theory, this study proposes a targeted framework—Texture Bionics—and operationalizes texture into four quantifiable perceptual dimensions: transparency, hardness, roughness, and surface texture, forming a controllable sample space of 12 plastic texture conditions. A case database encompassing 56 representative works (2000–present) was constructed to justify material selection; plastics were chosen for their tunable properties and feasibility for parameterized modulation. In a standardized viewing setup (≈500 lx illumination; 60 cm viewing distance), participants viewed a dynamic biomimetic mechanical wing module with interchangeable textured plastic surfaces. Subjective affect responses were captured using PAD ratings, and objective attention was assessed via wearable eye-tracking technology. Repeated-measures analyses showed robust main effects of texture on total fixation duration across all four dimensions, and selective effects on time to first fixation (significant/marginal for transparency, roughness, and surface texture but not hardness); pupillary response metrics provided no stable discrimination. PAD mappings further revealed functional “role types” (e.g., Key driver, Explore guide, Stable base), and a strong association between Arousal and inter-participant variability in fixation distribution, suggesting that high-arousal textures act as strategy amplifiers rather than uniformly increasing attention. Finally, findings were translated into an actionable Texture Design Toolkit using a three-question workflow—function label → attention goal → differentiation risk—to support evidence-based orchestration of installation narratives. Full article
(This article belongs to the Special Issue Natural Language Processing (NLP): Technologies and Applications)
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20 pages, 3204 KB  
Article
Eye-Tracking for Human Performance Assessment in Industry 5.0 Research
by Dana Hamarsheh, Caden Edwards and Mary Fendley
Theor. Appl. Ergon. 2026, 2(2), 5; https://doi.org/10.3390/tae2020005 - 10 Apr 2026
Abstract
In the new industrial revolution 5.0 era, manufacturing facilities with manual assembly have higher expectations, higher mass customization, and more human involvement, as well as including new digital technologies in smart workstations. Given these expectations, the cognitive load of manual assembly workers is [...] Read more.
In the new industrial revolution 5.0 era, manufacturing facilities with manual assembly have higher expectations, higher mass customization, and more human involvement, as well as including new digital technologies in smart workstations. Given these expectations, the cognitive load of manual assembly workers is increasing. Cognitive assessment systems are being added to manufacturing facilities to work in parallel with physical and sensory assistance systems to establish better work conditions for workers and better overall system performance. This paper presents an exploratory study using eye-tracking as an assessment system to identify potential locations of increased cognitive workload and errors to better understand where and how to employ assistance for workers to improve the manual assembly and inspection process. The results of this study indicate that the highest workload occurs with measuring and inspection tasks, and most errors occur during the assembly of parts, where their geometry impacts placement. It also demonstrates the feasibility of eye-tracking as a low-cost, integral part of the human–computer system in the assembly environment. Full article
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14 pages, 2720 KB  
Article
Social Attention in Electronic Picture Books with Social Scenes for Children with Autism Spectrum Disorder: Insights from Eye-Tracking Studies
by Lintao Yang, Yan Chen, Meifen Chen, Xiaoqun Wang and Leyuan Liu
Behav. Sci. 2026, 16(4), 536; https://doi.org/10.3390/bs16040536 - 2 Apr 2026
Viewed by 253
Abstract
Electronic picture book free viewing can promote language comprehension ability and social cognitive abilities in children with autism by providing structured visual information. Understanding autism spectrum disorder (ASD) children’s visual attention patterns during electronic picture book free viewing can inform targeted educational research. [...] Read more.
Electronic picture book free viewing can promote language comprehension ability and social cognitive abilities in children with autism by providing structured visual information. Understanding autism spectrum disorder (ASD) children’s visual attention patterns during electronic picture book free viewing can inform targeted educational research. The attentional preference of children with ASD toward electronic picture books with social scenes remains under-explored. This study aimed to understand the social attention of children with ASD during free viewing of electronic picture books with social scenes. Eye-tracking technology was used to record the visual behavior of 24 children with ASD viewing electronic picture books independently, and 25 typically developing (TD) children were selected as the control group. The results showed that children with ASD allocated less fixation time to social information in electronic picture books than TD children, with a clear difference in the fixation time spent on facial regions. Children with ASD neither displayed the same attention to happy facial expressions in electronic picture books as TD children nor did they show significant differences in attention to different emotions. These findings contribute to our understanding of visual attention patterns in children with ASD during electronic picture book free viewing and provide empirical evidence for future research on optimizing visual viewing guidance for children with ASD. Full article
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28 pages, 1463 KB  
Systematic Review
Evaluating UX and Usability in Automotive Human–Machine Interfaces: A Systematic Review
by Marco Cescon and Margherita Peruzzini
Appl. Sci. 2026, 16(7), 3437; https://doi.org/10.3390/app16073437 - 1 Apr 2026
Viewed by 329
Abstract
Human–Machine Interfaces (HMIs) are increasingly important in vehicles and other safety-critical systems, yet approaches to their usability and User eXperience (UX) evaluation remain fragmented. This systematic literature review investigates how HMIs are empirically evaluated across domains, with a primary focus on automotive HMIs, [...] Read more.
Human–Machine Interfaces (HMIs) are increasingly important in vehicles and other safety-critical systems, yet approaches to their usability and User eXperience (UX) evaluation remain fragmented. This systematic literature review investigates how HMIs are empirically evaluated across domains, with a primary focus on automotive HMIs, complemented by evidence from related safety-critical domains. The review examines UX and usability evaluation methodologies, tools, standards, and technological trends reported in recent research. Peer-reviewed journal articles published between 2015 and 2025 were considered if they addressed empirical usability or UX evaluation of HMIs. Searches were conducted in Scopus and ScienceDirect databases following PRISMA guidelines. From n = 659 records initially identified, n = 82 papers were included in the final analysis. The literature was synthesized using a descriptive and narrative approach, focusing on evaluation contexts, testing methodologies, sensor-based tools, applied standards, and assessment metrics. Most papers investigated automotive HMIs, while fewer addressed aerospace, industrial, maritime, and other safety-critical applications. Simulation-based user testing emerged as the dominant evaluation approach, frequently supported by eye-tracking and physiological sensing technologies and subjective evaluation questionnaires. A more detailed analysis revealed that adherence to international standards (e.g., ISO 9241 and ISO 26262) was not always consistently evident. Overall, the evidence highlights substantial methodological heterogeneity, fragmented adoption of standards, and limited cross-domain comparability. While today UX and usability evaluation can benefit from continuous technological advances, the field lacks standardized and replicable assessment protocols. Future research should prioritize stronger integration of standards, multimodal evaluation approaches, and longitudinal study designs. Full article
(This article belongs to the Special Issue Enhancing User Experience in Automation and Control Systems)
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22 pages, 2650 KB  
Article
Design and Implementation of an Eyewear-Integrated Infrared Eye-Tracking System
by Carlo Pezzoli, Marco Brando Mario Paracchini, Daniele Maria Crafa, Marco Carminati, Luca Merigo, Tommaso Ongarello and Marco Marcon
Sensors 2026, 26(7), 2065; https://doi.org/10.3390/s26072065 - 26 Mar 2026
Viewed by 419
Abstract
Eye-tracking is a key enabling technology for smart eyewear, supporting hands-free interaction, accessibility, and context-aware human–machine interfaces under strict constraints on size, power consumption, and computational complexity. While camera-based solutions provide high accuracy, their integration into lightweight and low-power wearable platforms remains challenging. [...] Read more.
Eye-tracking is a key enabling technology for smart eyewear, supporting hands-free interaction, accessibility, and context-aware human–machine interfaces under strict constraints on size, power consumption, and computational complexity. While camera-based solutions provide high accuracy, their integration into lightweight and low-power wearable platforms remains challenging. This paper is a feasibility study for the design, simulation, and experimental evaluation of a photosensor oculography (PSOG) eye-tracking system that is fully integrated into an eyewear frame, based on near-infrared (NIR) emitters and photodiodes. The proposed approach combines simulation-driven optimization of the optical constellation, a multi-frequency modulation and demodulation scheme enabling parallel source discrimination and robust ambient-light rejection, and a resource-efficient signal acquisition pipeline suitable for embedded implementation. Eye rotations in azimuth and elevation are inferred from differential reflectance patterns of ocular regions (sclera, iris, and pupil) using lightweight regression techniques, including shallow neural networks and Gaussian process regression, selected to balance estimation accuracy with computational and power constraints. System performance is evaluated using a controllable artificial-eye platform under defined geometric and illumination conditions, enabling repeatable assessment of gaze-estimation accuracy and algorithmic behavior. Sub-degree errors are achieved in this controlled setting, demonstrating the feasibility and potential effectiveness of the proposed architecture. Practical considerations for translation to real-world smart eyewear, including human-subject validation, anatomical variability, calibration strategies, and embedded deployment, are discussed and identified as directions for future work. By detailing the optical design methodology, modulation strategy, and algorithmic trade-offs, this work clarifies the distinct contributions of the proposed PSOG system relative to existing frame-integrated and camera-free eye-tracking approaches, and provides a foundation for further development toward wearable and augmented-reality applications. Full article
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21 pages, 802 KB  
Systematic Review
Eye Tracking for Rehabilitation and Training in Paediatric Neurodevelopmental Disorders: A Systematic Review
by Guido Catalano, Sara Abbondio, Roberta Nicotra, Valentina Berselli, Marta Guarischi, Valentina Vezzali and Sabrina Signorini
Brain Sci. 2026, 16(3), 337; https://doi.org/10.3390/brainsci16030337 - 21 Mar 2026
Viewed by 419
Abstract
Background: Eye-tracking (ET) devices are gaining attention in technology-based paediatric rehabilitation through their intrinsic ability to assess patients’ engagement and visual attention within motivating, technology-based environments. We conducted a systematic review of available evidence from 2004 to 2025 on the implementation of ET [...] Read more.
Background: Eye-tracking (ET) devices are gaining attention in technology-based paediatric rehabilitation through their intrinsic ability to assess patients’ engagement and visual attention within motivating, technology-based environments. We conducted a systematic review of available evidence from 2004 to 2025 on the implementation of ET in rehabilitative trainings targeting paediatric populations with neurological and neurodevelopmental disorders. This paper aims to outline the rehabilitative outcomes pursued in the clinical populations considered. Methods: This systematic review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Three electronic databases (PubMed, Web of Science, and Scopus) were consulted to summarise the state of the art of the last 20 years. Selected articles were categorised according to the type of treated disorder and the rehabilitated function. Results: ET devices have been increasingly integrated into paediatric rehabilitation with promising results across multiple neurodevelopmental conditions (e.g., ASD, ADHD, cerebral palsy). These systems have proven effective not only in training gaze control, but also in enhancing executive functions, social cognition, communication, and participation. Furthermore, they promote personalised and data-driven solutions and support high levels of engagement, feasibility, and user satisfaction. Conclusions: ET represents a promising frontier for paediatric rehabilitation, addressing various neurodevelopmental disorders. The gaze-contingent protocols employed have demonstrated potential effects in promoting adaptive behaviour across multiple developmental areas. Further research is warranted to provide shared guidance and to strengthen practice recommendations. Full article
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33 pages, 4469 KB  
Review
Eye Movements in Architecture and Environmental Design: A Review of Methods, Applications, and Future Directions
by Jinge Luo, Lingjiang Liu, Dale Abo and Xiaofei Wang
Buildings 2026, 16(6), 1231; https://doi.org/10.3390/buildings16061231 - 20 Mar 2026
Viewed by 278
Abstract
Eye movement research has emerged as a powerful tool in architectural and environmental design, offering insights into how people visually engage with built and natural surroundings. Eye tracking technology enables the study of visual attention, user engagement, and navigation patterns, thereby informing user-centered [...] Read more.
Eye movement research has emerged as a powerful tool in architectural and environmental design, offering insights into how people visually engage with built and natural surroundings. Eye tracking technology enables the study of visual attention, user engagement, and navigation patterns, thereby informing user-centered design. This paper reviews a wide and vast body of research that demonstrates eye tracking’s capacity to inform architectural and environmental design decisions by providing objective, data-driven insights into human perception and interaction with the built world. Key methodologies are discussed, including desktop, mobile, and VR-based systems, as well as recent advances in software analytics and artificial intelligence. Beyond summarizing the existing literature, this review critically evaluates methodological approaches, identifies key challenges, and outlines future research directions. The key findings indicate increased integration of immersive technologies, diversification of analytical paradigms, and expanded application in sustainable and user-centered design. However, methodological heterogeneity, limited ecological validation, and insufficient integration with design optimization frameworks remain significant limitations. This review provides a structured foundation for advancing interdisciplinary research and enhancing evidence-based architectural design. The paper concludes by outlining a forward-looking research agenda for creating more responsive, intuitive, and human-centered environments. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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22 pages, 6671 KB  
Article
Evaluating the Influence of Alert Modalities on Driver Attention Transitions Under Visual Distraction: A Sequence Analysis Approach
by Niloufar Shirani, Elena Orlova, Manmohan Joshi, Paul (Young Joun) Ha, Yu Song, Anshu Bamney, Kai Wang and Eric Jackson
Systems 2026, 14(3), 328; https://doi.org/10.3390/systems14030328 - 20 Mar 2026
Viewed by 333
Abstract
This study evaluates how different alert conditions influence driver attention transitions under conditions of visual distraction using sequence analysis. Employing a within-subject experimental design, 13 participants underwent trials in a driving simulator, experiencing three distinct alert conditions: face-tracking auditory alerts, steering wheel auditory [...] Read more.
This study evaluates how different alert conditions influence driver attention transitions under conditions of visual distraction using sequence analysis. Employing a within-subject experimental design, 13 participants underwent trials in a driving simulator, experiencing three distinct alert conditions: face-tracking auditory alerts, steering wheel auditory torque alerts, and a control scenario without alerts. An eye-tracking system was used to capture drivers’ gaze durations and sequences across three key areas of interest: road, dashboard, and tablet-based infotainment system. Analysis involved computation of transition probabilities, Markov chain modeling for long-term attentional distributions, and entropy analyses to quantify the randomness of gaze transitions. Results showed that face-tracking alerts significantly increased the likelihood of gaze redirection to the road compared to the other conditions, enhancing both immediate and sustained attention. Steering wheel torque alerts demonstrated minimal effectiveness, sometimes performing worse than the no-alert condition due to their passive nature, allowing drivers to bypass attention redirection. Steady-state analyses confirmed that face alerts notably improved sustained driver focus on the road by approximately 3.6%, reinforcing their utility for prolonged attentional control. Entropy analyses further revealed that face alerts provided an optimal balance between structured attention shifts and behavioral flexibility, enhancing attentional predictability. Findings are consistent with previous literature, emphasizing the superior effectiveness of active, gaze-based interventions over passive mechanisms. This research underscores the importance of designing proactive alert systems in vehicle safety technology to effectively mitigate visual distraction-related risks. Full article
(This article belongs to the Special Issue Safe Systems for Road Safety: A Human Factors Perspective)
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17 pages, 2825 KB  
Article
The Impact of Multidimensional Warning Messages on Payment Security Behavior Across Different Scenarios
by Siyu Fan, Dongyu Liu, Te Ran, Yawen Guo and Haibo Yang
Behav. Sci. 2026, 16(3), 454; https://doi.org/10.3390/bs16030454 - 19 Mar 2026
Viewed by 267
Abstract
To ensure the security of mobile payments, anti-fraud warning messages serve as a critical defensive interface between users and potential risks. The effectiveness of their design directly influences users’ risk perceptions and security-related behaviors. The present study employed eye-tracking technology to examine the [...] Read more.
To ensure the security of mobile payments, anti-fraud warning messages serve as a critical defensive interface between users and potential risks. The effectiveness of their design directly influences users’ risk perceptions and security-related behaviors. The present study employed eye-tracking technology to examine the effectiveness of warning messages in mobile payment transfer scenarios and the impact of specific warning design features on user decision-making. Experiment 1 utilized a 2 (warning message: present vs. absent) × 3 (potential risk level: high, medium, low) within-subject design to test the fundamental role of warning message presence. Results indicated that the presence of warning messages significantly prolonged participants’ reaction times when selecting the transfer option, suggesting a more cautious decision-making process. Building on Experiment 1, Experiment 2 employed a 2 (warning color: red vs. blue) × 2 (warning semantic type: imperative vs. reminder) × 3 (potential risk level: high, medium, low) within-subject design and incorporated eye-tracking technology to investigate the effects of these design variables and underlying attentional mechanisms. Red warnings and imperative semantics were both found to significantly increase the likelihood of transfer rejection, with these design advantages being particularly pronounced in high-risk contexts. These findings provide empirical evidence to guide mobile payment platforms in optimizing dynamically adaptive, context-sensitive anti-fraud warning designs. Full article
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15 pages, 2232 KB  
Article
Search Efficiency and Visual Appeal of Pictorial-Based and Typography-Based Map
by Dorotea Kovačević and Klementina Možina
ISPRS Int. J. Geo-Inf. 2026, 15(3), 119; https://doi.org/10.3390/ijgi15030119 - 12 Mar 2026
Viewed by 340
Abstract
Visual information should be presented clearly and effectively so that it is quickly and easily understood. The same principle applies to different types of maps and plans. This study explores the relationship between a map’s design and how users interact with it when [...] Read more.
Visual information should be presented clearly and effectively so that it is quickly and easily understood. The same principle applies to different types of maps and plans. This study explores the relationship between a map’s design and how users interact with it when searching for specific targets. Focusing on a digital tourist city map, we employed an eye-tracking technology to investigate how different cartographic designs (pictorial-based versus typography-based) influence visual search. As the need for visually appealing designs becomes an important part of the user experience, we further explored the observers’ perceptions of the maps’ visual appeal. The results show that the typography-based maps enabled a more effective visual search than the pictorial, as measured by search time, fixation count, and the number of fixations before locating the target. A greater amount of visual attention was directed towards the typography-based maps, as measured by completion time and several eye-tracking metrics during the observers’ evaluation of the maps’ visual appeal. Based on the results, this study highlights the practical implications of effective map design in enhancing users’ navigation and their visual engagement with cartographic data. Full article
(This article belongs to the Special Issue Cartography and Geovisual Analytics)
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21 pages, 1455 KB  
Article
Temporal Optimization of Dynamic Message Signs: A Survival Analysis of Driver Comprehension Factors
by Mousa Abushattal, Fadi Alhomaidat, Rasha Al-Shamaseen, Mohammad Al-Marafi, Layan Alkodary and Ahmed Jaber
Vehicles 2026, 8(3), 50; https://doi.org/10.3390/vehicles8030050 - 8 Mar 2026
Viewed by 291
Abstract
Dynamic Message Signs (DMSs) play a critical role in conveying real-time traffic information to drivers; however, their effectiveness heavily relies on how messages are structured and displayed, particularly regarding phasing duration and content length. This study examines the influence of these two factors [...] Read more.
Dynamic Message Signs (DMSs) play a critical role in conveying real-time traffic information to drivers; however, their effectiveness heavily relies on how messages are structured and displayed, particularly regarding phasing duration and content length. This study examines the influence of these two factors on driver readability, comprehension, and gaze behavior using an advanced virtual reality (VR) driving simulator. Controlled experiments simulated four DMS scenarios, combining two phasing intervals (2.5 and 4 s) with short and long message formats, adhering to Michigan Department of Transportation (MDOT) guidelines. The experiment integrated eye-tracking technology to measure fixation duration and frequency, while statistical methods, including survival analysis and LASSO regression, were employed to identify significant predictors of message readability. Results revealed that shorter messages with shorter phasing intervals led to the highest comprehension rates and reduced cognitive strain. Furthermore, individual characteristics such as gender, driving speed, and highway driving experience significantly affected how drivers engaged with DMS messages. These findings contribute to the development of more effective DMS deployment strategies and provide practical design recommendations to enhance traffic safety and information delivery on high-speed roadways. Full article
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17 pages, 1869 KB  
Article
Simultaneous Analysis of Microsaccades and Pupil Size Variations in Age-Related Cognitive Impairment Using Eye-Tracking Technology
by Seokjun Oh, Tahsin Nairuz, Sung-Jun Park and Jong-Ha Lee
J. Eye Mov. Res. 2026, 19(2), 29; https://doi.org/10.3390/jemr19020029 - 5 Mar 2026
Cited by 1 | Viewed by 394
Abstract
Age-related cognitive impairment represents a critical stage in the continuum of neurodegenerative disorders, including Alzheimer’s disease (AD), highlighting the need for objective and non-invasive physiological indicators of early neurological change. This study investigates the simultaneous analysis of microsaccadic eye movements and pupil size [...] Read more.
Age-related cognitive impairment represents a critical stage in the continuum of neurodegenerative disorders, including Alzheimer’s disease (AD), highlighting the need for objective and non-invasive physiological indicators of early neurological change. This study investigates the simultaneous analysis of microsaccadic eye movements and pupil size variations as ocular biomarkers associated with age-related cognitive impairment using eye-tracking technology. A total of 70 participants were recruited and categorized into three age groups: individuals in their 20s, 60s, and 70s. Participants in their 70s were further categorized based on MMSE-K scores into cognitively normal (≥24) and impaired (≤23) subgroups. Quantitative analyses showed a significant age-related increase in microsaccade frequency along both axes, with significantly higher microsaccade frequencies (p < 0.01) among individuals with lower cognitive scores within the same age group. Pupil size variation, including constriction and dilation rates, declined with age, while response speed remained relatively unchanged across all age groups. These findings highlight a clear association between age related-cognitive decline and involuntary ocular responses. The proposed dual-biomarker method offers a non-invasive and quantitative framework that may complement traditional cognitive screening tools. Future studies involving larger cohorts and clinically diagnosed AD populations are required to determine the diagnostic utility of these ocular biomarkers. Full article
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19 pages, 13666 KB  
Article
Research on Alarm Interface of Virtual Monitoring System for Ventilation Control in Flotation Workshop Based on Cognitive Load Theory
by Jiang Shao, Zhi-Yong Chen, Shang-Song Jiang, Han-Yu Feng, Yu-Peng Li and Guo-Ping Ma
Appl. Sci. 2026, 16(5), 2393; https://doi.org/10.3390/app16052393 - 28 Feb 2026
Viewed by 251
Abstract
Flotation workshop ventilation control virtual monitoring system alarm interfaces need to adapt to high-dynamic and high-interference industrial environments, while traditional interfaces have information overload and chaotic layout, leading to excessive cognitive load of operators and low alarm response efficiency, which makes it urgent [...] Read more.
Flotation workshop ventilation control virtual monitoring system alarm interfaces need to adapt to high-dynamic and high-interference industrial environments, while traditional interfaces have information overload and chaotic layout, leading to excessive cognitive load of operators and low alarm response efficiency, which makes it urgent to optimize the interface design. This study constructed a scenario characteristics-cognitive requirements-interface design coupling model, and conducted a 3 (alarm position) × 2 (display form) × 2 (target quantity) within-subjects experiment combined with eye-tracking technology and the NASA-TLX scale. The combination of “display beside 3D model + background color filling” performed optimally, with the single-target task achieving a 2.067 s reaction time and 99.5% accuracy, and the multi-target task 2.460 s and 94.6% accuracy, significantly reducing extraneous cognitive load. This study proposed optimization strategies including display optimization and lightweight presentation, enriching the application of Cognitive Load Theory in high-risk industrial interfaces and providing scientific references for similar system design. Full article
(This article belongs to the Special Issue Human-Centered Design in Wearable Technology)
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16 pages, 293 KB  
Article
The Influence of Hearing Aid Type on Reading: Results of an Eye-Tracking Study at University
by Regina Fefelova, Ilia Poputnikov, Mikhail Mozgovoi and Mikhail Konstantinov
Audiol. Res. 2026, 16(2), 33; https://doi.org/10.3390/audiolres16020033 - 27 Feb 2026
Viewed by 271
Abstract
Background/Objectives: The study examines the characteristics of reading written texts depending on the type of hearing aid (monaural or binaural) and the individual hearing compensatory device used (cochlear implant or hearing aid) by students studying engineering fields of study in inclusive higher education. [...] Read more.
Background/Objectives: The study examines the characteristics of reading written texts depending on the type of hearing aid (monaural or binaural) and the individual hearing compensatory device used (cochlear implant or hearing aid) by students studying engineering fields of study in inclusive higher education. Methods: The identification of the students’ characteristics while reading was carried out using an eye-tracker. Results: The data obtained by eye-tracking technology indicate that there are no significant differences in the gaze point indicators when reading everyday text between students with binaural hearing aids and students without hearing impairments. At the same time, students with monaural cochlear implants showed different gaze point indicators when reading everyday text compared to the results of groups of students without hearing impairments and students with binaural hearing aids. Significant differences were found in indicators related to pupil diameter, in particular between the groups of students with monaural cochlear implants and students with binaural hearing aids. Conclusions: The results demonstrate the need to adapt written teaching materials not only to take into account the characteristics caused by the hearing impairment itself, but also to take into account individual characteristics caused by the type of hearing aid. However, given the small sample size (13–14 people in each group) and multiple variables included (types of devices and number), the results should be interpreted with caution and considered preliminary—additional studies involving a larger number of participants are needed to confirm the identified patterns. Full article
(This article belongs to the Section Speech and Language)
27 pages, 2238 KB  
Article
Exploring the Integration of Education for Sustainable Development into University Mathematics: Insights from SiC Thickness Measurement in Advanced Industrial Applications
by Chenxi Xia, Shaobo Xu, Yuhan Gong and Hongling Ding
Sustainability 2026, 18(4), 1900; https://doi.org/10.3390/su18041900 - 12 Feb 2026
Viewed by 396
Abstract
Against the backdrop of the synergistic advancement of Industry 4.0 and the dual-carbon strategy, traditional university mathematics education struggles to meet the demands for cultivating engineering talents’ integrated competencies in mathematics, specialization, and application. The STEM education paradigm urgently needs innovation. Guided by [...] Read more.
Against the backdrop of the synergistic advancement of Industry 4.0 and the dual-carbon strategy, traditional university mathematics education struggles to meet the demands for cultivating engineering talents’ integrated competencies in mathematics, specialization, and application. The STEM education paradigm urgently needs innovation. Guided by sustainable development principles, this study explores integrated approaches to university mathematics teaching for advanced manufacturing. It constructs a four-stage cyclical framework, Concept–Algorithm–Equipment–Evaluation (CAEE), and integrates Fourier Transform systems into industrial inspection workflows, using silicon carbide wafer thickness measurement as a case study. Targeting second-year students in Measurement and Control Technology and Instrumentation, a comparative design involving an experimental and a control group was employed. Comprehensive evaluation utilized AI-powered dynamic questionnaires, multimodal eye-tracking and EEG data, along with mixed-methods research. Results indicate that the assessment tools achieved high reliability and validity (0.906). The experimental group demonstrated significantly superior performance in deep learning proficiency and subject-specific educational structure (effect size 0.67) compared to the control group, along with modest positive enhancements in cognitive engagement and social interaction dimensions. This pedagogical model transcends conventional ‘knowledge collage’ integration, transforming mathematics from an external auxiliary tool into an ‘endogenous variable’ within industrial systems. It establishes a replicable and scalable STEM education practice paradigm. Full article
(This article belongs to the Collection Higher Education and Sustainable Development of Universities)
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