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Evaluation of an Autonomous Vehicle User Interface for Sensory Impaired Users
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作者 Elena Angeleska Linda Lüchtrath Paolo Pretto 《Journal of Transportation Technologies》 2024年第4期570-589,共20页
Autonomous vehicles (AVs) hold immense promises in revolutionizing transportation, and their potential benefits extend to individuals with impairments, particularly those with vision and hearing impairments. However, ... Autonomous vehicles (AVs) hold immense promises in revolutionizing transportation, and their potential benefits extend to individuals with impairments, particularly those with vision and hearing impairments. However, the accommodation of these individuals in AVs requires developing advanced user interfaces. This paper describes an explorative study of a multimodal user interface for autonomous vehicles, specifically developed for passengers with sensory (vision and/or hearing) impairments. In a driving simulator, 32 volunteers with simulated sensory impairments, were exposed to multiple drives in an autonomous vehicle while freely interacting with standard and inclusive variants of the infotainment and navigation system interface. The two user interfaces differed in graphical layout and voice messages, which adopted inclusive design principles for the inclusive variant. Questionnaires and structured interviews were conducted to collect participants’ impressions. The data analysis reports positive user experiences, but also identifies technical challenges. Verified guidelines are provided for further development of inclusive user interface solutions. 展开更多
关键词 Autonomous Vehicles User interface Inclusive Design Wizard of Oz Simulation
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Reducing UI Complexity Using Use Case Analysis in Adaptive Interfaces
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作者 Qing-Xing Qu Le Zhang +1 位作者 Fu Guo Vincent G.Duffy 《Computers, Materials & Continua》 2025年第12期4607-4627,共21页
This study aims to validate the Object-Oriented User Interface Customization(OOUIC)framework by employing Use Case Analysis(UCA)to facilitate the development of adaptive User Interfaces(UIs).The OOUIC framework advoca... This study aims to validate the Object-Oriented User Interface Customization(OOUIC)framework by employing Use Case Analysis(UCA)to facilitate the development of adaptive User Interfaces(UIs).The OOUIC framework advocates for User-Centered Design(UCD)methodologies,including UCA,to systematically identify intricate user requirements and construct adaptive UIs tailored to diverse user needs.To operationalize this approach,thirty users of Product Lifecycle Management(PLM)systems were interviewed across six distinct use cases.Interview transcripts were subjected to deductive content analysis to classify UI objects systematically.Subsequently,adaptive UIs were developed for each use case,and their complexity was quantitatively compared against the original system UIs.The results demonstrated a significant reduction in complexity across all adaptive UIs(Mean Difference,MD=0.11,t(5)=8.26,p<0.001),confirming their superior efficiency.The findings validate the OOUIC framework,demonstrating that UCD effectively captures complex requirements for adaptive UI development,while adaptive UIs mitigate interface complexity through object reduction and optimized layout design.Furthermore,UCA and deductive content analysis serve as robust methodologies for object categorization in adaptive UI design.Beyond eliminating redundant elements and prioritizing object grouping,designers can further reduce complexity by adjusting object dimensions and window sizing.This study underscores the efficacy of UCA in developing adaptive UIs and streamlining complex interfaces.Ultimately,UCD proves instrumental in gathering intricate requirements,while adaptive UIs enhance usability by minimizing object clutter and refining spatial organization. 展开更多
关键词 User interface customization interface complexity user-centered design deductive content analysis complex information system
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Visualized User Interface for Decision Support System 被引量:2
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作者 Li Tong, Feng Shan & Cai Jun Department of Automatic Control Engineering, Huazhong University of Science and Technology, Wuhan 430074, P. R. China Li Tong, Feng Shan & Cai Jun Visualized User Interface for Decision Support System 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1997年第3期60-64,共5页
To work efficiently with DSS, most users need assistance in representation conversion, i. e., translating the specific outcome from the DSS into the universal language of visual. In generally, it is much easier to und... To work efficiently with DSS, most users need assistance in representation conversion, i. e., translating the specific outcome from the DSS into the universal language of visual. In generally, it is much easier to understand the results from the DSS if they are translated into charts, maps, and other scientific displays, because visualization exploits human natural ability to recognize and understand visual pattern. In this paper we discuss the concept of visualization for DSS. AniGraftool, a software system, is introduced as an example of Visualized User Interface for DSS. 展开更多
关键词 VISUALIZATION User interface Decision support system.
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A natural language user interface for fuzzy scope queries 被引量:1
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作者 黄艳 俞宏峰 +1 位作者 耿卫东 潘支鹤 《Journal of Zhejiang University Science》 CSCD 2003年第2期152-161,共10页
This paper presents a two-agent framework to build a natural langua g e query interface for IC information system, focusing more on scope queries in a single English sentence. The first agent, parsing agent, syntact... This paper presents a two-agent framework to build a natural langua g e query interface for IC information system, focusing more on scope queries in a single English sentence. The first agent, parsing agent, syntactically p rocesses and semantically interprets natural language sentence to construct a fu zzy structured query language (SQL) statement. The second agent, defuzzif ying agent, defuzzifies the imprecise part of the fuzzy SQL statement into its e quivalent executable precise SQL statement based on fuzzy rules. The first agent can also actively ask the user some necessary questions when it manages to disa mbiguate the vague retrieval requirements. The adaptive defuzzification approach employed in the defuzzifying agent is discussed in detail. A prototype interface has been implemented to demonstrate the effectiveness. 展开更多
关键词 Integrated circuit information system Natural langua ge user interface GRAMMAR Fuzzy rule Matching degree
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Context-Based Mobile User Interface 被引量:1
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作者 Mao Zheng Sihan Cheng Qian Xu 《Journal of Computer and Communications》 2016年第9期1-9,共9页
Context awareness is increasingly gaining applicability in interactive ubiquitous mobile computing systems. Each context-aware application has its own set of behaviors to react to context modifications. Hence, every s... Context awareness is increasingly gaining applicability in interactive ubiquitous mobile computing systems. Each context-aware application has its own set of behaviors to react to context modifications. Hence, every software engineer needs to clearly understand the goal of the development and to categorize the context in the application. We incorporate context-based modifications into the appearance or the behavior of the interface, either at the design time or at the run time. In this paper, we present application behavior adaption to the context modification via a context-based user interface in a mobile application. We are interested in a context-based user interface in a mobile device that is automatically adapted based on the context information. We use the adaption tree, named in our methodology, to represent the adaption of mobile device user interface to various context information. The context includes the user’s domain information and dynamic environment changes. Each path in the adaption tree, from the root to the leaf, presents an adaption rule. An e-commerce application is chosen to illustrate our approach. This mobile application was developed based on the adaption tree in the Android platform. The automatic adaption to the context information has enhanced human-computer interactions. 展开更多
关键词 Pervasive Computing Context-Aware Systems Mobile User interface Adaption Tree
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Information visualization,physicality and intuitive use for tangible user interfaces 被引量:1
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作者 HO U Shijiang LIU Guohua 《Computer Aided Drafting,Design and Manufacturing》 2012年第3期18-22,共5页
In the last two decades, tangible user interfaces (TUIs) have emerged as a new interface type that interlinks the digital and physical worlds. TUIs show a potential to enhance the way in which people interact with d... In the last two decades, tangible user interfaces (TUIs) have emerged as a new interface type that interlinks the digital and physical worlds. TUIs show a potential to enhance the way in which people interact with digital information. First, this paper exam- ines the existing body of work on tangible user interfaces and discusses their application domains, especially information visualiza- tion. Then it provides a definition of intuitive use and reviews formerly separated ideas on physicality. As interaction has an impact on the overall product experience, we also discuss whether intuitive use influences the users' aesthetic judgements of such products. 展开更多
关键词 human-computer interaction tangible user interfaces intuitive use AESTHETICS physicality information visualization
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Formal Reduction of Interfaces to Large-scale Process Control Systems
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作者 Walter Hussak 《International Journal of Automation and computing》 EI 2007年第4期413-421,共9页
A formal methodology is proposed to reduce the amount of information displayed to remote human operators at interfaces to large-scale process control plants of a certain type. The reduction proceeds in two stages. In ... A formal methodology is proposed to reduce the amount of information displayed to remote human operators at interfaces to large-scale process control plants of a certain type. The reduction proceeds in two stages. In the first stage, minimal reduced subsets of components, which give full information about the state of the whole system, are generated by determining functional dependencies between components. This is achieved by using a temporal logic proof obligation to check whether the state of all components can be inferred from the state of components in a subset in specified situations that the human operator needs to detect, with respect to a finite state machine model of the system and other human operator behavior. Generation of reduced subsets is automated with the help of a temporal logic model checker. The second stage determines the interconnections between components to be displayed in the reduced system so that the natural overall graphical structure of the system is maintained. A formal definition of an aesthetic for the required subgraph of a graph representation of the full system, containing the reduced subset of components, is given for this purpose. The methodology is demonstrated by a case study. 展开更多
关键词 Finite state machines process control temporal logic user interfaces user modeling.
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A graphical user interface(GUI)for model-based radiation-induced acoustic computed tomography
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作者 Michelle Simon Prabodh Kumar Pandey +1 位作者 Leshan Sun Liangzhong Xiang 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS CSCD 2023年第1期39-53,共15页
Radiation-induced acoustic computed tomography(RACT)is an evolving biomedical imaging modality that aims to reconstruct the radiation energy deposition in tissues.Traditional backprojection(BP)reconstructions carry no... Radiation-induced acoustic computed tomography(RACT)is an evolving biomedical imaging modality that aims to reconstruct the radiation energy deposition in tissues.Traditional backprojection(BP)reconstructions carry noisy and limited-view artifacts.Model-based algorithms have been demonstrated to overcome the drawbacks of BPs.However,model-based algorithms are relatively more complex to develop and computationally demanding.Furthermore,while a plethora of novel algorithms has been developed over the past decade,most of these algorithms are either not accessible,readily available,or hard to implement for researchers who are not well versed in programming.We developed a user-friendly MATLAB-based graphical user interface(GUI;RACT2D)that facilitates back-projection and model-based image reconstructions for twodimensional RACT problems.We included numerical and experimental X-ray-induced acoustic datasets to demonstrate the capabilities of the GUI.The developed algorithms support parallel computing for evaluating reconstructions using the cores of the computer,thus further accelerating the reconstruction speed.We also share the MATLAB-based codes for evaluating RACT reconstructions,which users with MATLAB programming expertise can further modify to suit their needs.The shared GUI and codes can be of interest to researchers across the globe and assist them in e±cient evaluation of improved RACT reconstructions. 展开更多
关键词 Radiation-induced acoustic computed tomography(RACT) image reconstruction graphical user interface(GUI) photoacoustic tomography
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The Influence of a User-Centred Design Focus on the Effectiveness of a User Interface for an Agricultural Machine
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作者 Aadesh Kumar Rakhra Mitchell Kyle Green Daniel Delmar Mann 《Agricultural Sciences》 2020年第11期947-965,共19页
As agricultural machines become more complex, it is increasingly critical that special attention be directed to the design of the user interface to ensure that the operator will have an adequate understanding of the s... As agricultural machines become more complex, it is increasingly critical that special attention be directed to the design of the user interface to ensure that the operator will have an adequate understanding of the status of the machine at all times. A user-centred design focus was employed to develop two conceptual designs (UCD1 & UCD2) for a user interface for an agricultural air seeder. The two concepts were compared against an existing user interface (baseline condition) using the metrics of situation awareness (Situation Awareness Global Assessment Technique), mental workload (Integrated Workload Scale), reaction time, and subjective feedback. There were no statistically significant differences among the three user interfaces based on the metric of situation awareness;however, UCD2 was deemed to be significantly better than either UCD1 or the baseline interface on the basis of mental workload, reaction time and subjective feedback. The research has demonstrated that a user-centred design focus will generate a better user interface for an agricultural machine. 展开更多
关键词 User interface User-Centred Design Agricultural Machine Situation Awareness Mental Workload
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A Single-Finger Operated Noncontact User Interface
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作者 Hiroki Higa 《Computer Technology and Application》 2013年第3期137-143,共7页
A noncontact user interface using image processing for people with neuromuscular diseases is presented in this paper. The user interface is composed of a Web camera and a PC, and allows users to manipulate the PC usin... A noncontact user interface using image processing for people with neuromuscular diseases is presented in this paper. The user interface is composed of a Web camera and a PC, and allows users to manipulate the PC using small movements of single finger. By using image processing techniques with the Web camera, the finger is appropriately detected from the images captured by it. Control boxes for pointing and text input functions are also made. To verify performances of the interface, some tasks are experimentally performed by three able-bodied subjects and a person suffering from spinal muscular atrophy. It was clear from the experimental results that all the subjects could smoothly nerforrn the t,~k~ 展开更多
关键词 Web camera image processing noncontact user interface neuromuscular disorder.
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Generating Graphic User Interface of Web Applications Using Source Code Generator Based on Dynamic Frames
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作者 Danijel Radosevic Denis Bracun Ivan Magdalenic 《Computer Technology and Application》 2011年第11期843-848,共6页
This paper deals with a problem of application generation together with their Graphic User Interface (GUI). Particularly, the source code generator based on dynamic frames was improved for more effective specificati... This paper deals with a problem of application generation together with their Graphic User Interface (GUI). Particularly, the source code generator based on dynamic frames was improved for more effective specification of GUI. It's too demanding for the developers to have specification of the application that contain all physical coordinates and other details of buttons and other GUI elements. The developed solution for this problem is based on post-processing of generated source code using iterators for specifying coordinates and other values of graphic elements. The paper includes two examples of generating web applications and their GUI. 展开更多
关键词 Generators graphic user interface dynamic frames.
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User Interface Development Based on Ontologies
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作者 A S Kleshchev M Y Chernyakhovskaya V V Gribova 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期192-193,共2页
The user interface is a central component of any mo de rn application program. It determines how well end users accept, learn, and effi ciently work with the application program. The user interface is very difficult t... The user interface is a central component of any mo de rn application program. It determines how well end users accept, learn, and effi ciently work with the application program. The user interface is very difficult to design, to implement, to modify. It takes approximately 70% of the time requ ired for designing an application program. All the existing tools for user interface design can be divided into two basic c ategories-Interface Builders and Model-based Interface development tools, whic h trace their roots from user interface management systems. Interface Builders a re the most widespread and excellent to create layouts and manipulate widgets. H owever, Interface Builders have the follow demerits. An interface designed using Interface Builders can contain hundreds of procedures. Interface Builders give us no possibility to develop different pieces of the same interface separately. They do not help us in managing user tasks and can be used only by programmers. Model-based interface development tools have attracted a high degree of interes t in last few years. The basic premise of model based technology is that the interface development can be fully supported by declarative models of all user interface characteristics such as their presen tation, dialogue, domain of application etc, and then the user interface develop ment can be centered around such models. The high potential of this technology has not been realized yet. This fact has the following reasons. The known interface models are partial representations of interfaces. They cannot be readily modified by developers, and are not publicly available to the HCI community. The central ingredient for success in model-ba sed systems is a declarative, complete, versatile interface model that can expre ss a wide variety of interface designs. Therefore tool developers have to avoid the following disadvantages of current interface models: inflexibility, system- dependence, and incompleteness. The main idea to achieve these model character istics mention above is to use ontologies. This broadened interest in ontologies is based on the fact that they provide ma chine-understandable representation of semantics for information, and a shared and common understanding of a domain that can be communicated between people and across application systems. Support in data, information, and knowledge exchang e becomes the key issue in current computer technology. At the moment we are on the brink of the second Web generation called Semantic Web or Knowledgeable Web. Given the increasing amount of information available on-line, this kind of sup port is becoming more important day by day. The main idea of the proposed approach is to replace interface models by appropr iate ontologies. Some parts of these ontologies will be available from the Inter net; the other parts will be built by developers. As a result of the Semantic We b development we will have increasing the number of ontologies formally describe d in the Internet. The terminology and content of these ontologies will be inter nationally standardized. Reusing these ontologies will bring down the cost of de velopment and improve the quality of user interface. The parts of a user interface model are-a domain ontology model, a dialog ontol ogy model, presentation ontology model, "business- logic" variable ontology mod el and correspondences between these parts. Thus, the user interface development based on ontologies is an evolution of th e model-based approach, where appropriate ontologies are used instead of models . 展开更多
关键词 User interface Development Based on Ontologies
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Design and Evaluation of a User Interface for an Autonomous Agricultural Sprayer
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作者 Uduak Edet Franklin Ogidi Daniel Delmar Mann 《Agricultural Sciences》 2022年第2期221-243,共23页
This paper describes the design and evaluation of a user interface for a remotely supervised autonomous agricultural sprayer. The interface was designed to help the remote supervisor to instruct the autonomous sprayer... This paper describes the design and evaluation of a user interface for a remotely supervised autonomous agricultural sprayer. The interface was designed to help the remote supervisor to instruct the autonomous sprayer to commence operation, monitor the status of the sprayer and its operation in the field, and intervene when needed (i.e., to stop or shut down). Design principles and guidelines were carefully selected to help develop a human-centered automation interface. Evaluation of the interface using a combination of heuristic, cognitive walkthrough, and user testing techniques revealed several strengths of the design as well as areas that needed further improvement. Overall, this paper provides guidelines that will assist other researchers to develop an ergonomic user interface for a fully autonomous agricultural machine. 展开更多
关键词 User interface Automation interface Autonomous Sprayer User-Centered Design Human-Machine Interaction User interface Design Principles
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Robotic Path Learning with Graphical User Interface
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作者 George Zhang Jianjun Wang Jingguo Ge 《Journal of Mechanics Engineering and Automation》 2014年第4期261-268,共8页
This paper describes an automated path generation method for industrial robots. Based on force control, a robotic subsystem has been developed for path automatic generation or path learning. Using a dummy tool and rou... This paper describes an automated path generation method for industrial robots. Based on force control, a robotic subsystem has been developed for path automatic generation or path learning. Using a dummy tool and roughly taught guiding points around a part contour, the robot moves in position and force controlled hybrid mode, following the order of the guiding points and with contact force direction and value predefined. During the motion, robot actual position is recorded by the robot controller. After the motion, the recorded position data is used to generate a robot path program automatically. Robot lead-through may be used in the guiding point teaching. Furthermore, a GUI (graphical user interface) is developed on the teach pedant to guide through the guiding point creation and teaching, path learning, program verification and execution. The development has been incorporated into a robotic machining product option. Combination of the robot path learning function and GUI enhances the interaction between the robot and operator and drastically increases the level of robotic ease-of-use. 展开更多
关键词 ROBOT force control path learning user interface.
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Graphical User Interface for the Monitoring of CAN Frames by Means of a SoC Cyclone V
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作者 Josefina Castaneda Camacho Salvador Morales Caro +4 位作者 Gerardo Mino-Aguilar Liliana Cortez Italo Cortez Ana Maria Rodriguez Dominguez Rodrigo Lucio Maya Ramirez 《World Journal of Engineering and Technology》 2018年第1期214-224,共11页
In this paper, the design of a Graphical User Interface for CAN data frame monitoring is presented. The GUI has been developed in the Qt Creator IDE. A touch screen for visualization and control is used, which in turn... In this paper, the design of a Graphical User Interface for CAN data frame monitoring is presented. The GUI has been developed in the Qt Creator IDE. A touch screen for visualization and control is used, which in turn is controlled by a development board with a SoC Cyclone V, through which a Linux operating system is executed. 展开更多
关键词 SOC Touch Screen QT Graphical User interface CAN Frames MONITORING
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USER INTERFACE FOR COLOR SELECTION
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作者 Hu Qingni Dalian University of Technology Dalian 116023, P. R. China 《Computer Aided Drafting,Design and Manufacturing》 1992年第2期17-26,共10页
The user-computer interface for color selection is of great significance for the use of colors in computer graphics, particularly in some fields where the used colors have to be selected carefully. This paper discusse... The user-computer interface for color selection is of great significance for the use of colors in computer graphics, particularly in some fields where the used colors have to be selected carefully. This paper discusses what factors have to be considered to design an effective user interface for color selec- tion. It also presents a method which shows how to represent 3D color spaces according to the psychol- ogy of color perception. Two examples of user interface for color selection are given. One is based on the CLELUV uniform color space, the other is based on RGB-rotated color model. 展开更多
关键词 computer graphics color selection color space user interface
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The User Interfaces Transition Diagram-Editor: A Tool to Simplify User-System Interaction Modeling
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作者 Maria C. Gómez-Fuentes Jorge Cervantes-Ojeda Alan Badillo-Salas 《Journal of Software Engineering and Applications》 2023年第9期483-495,共13页
The User Interface Transition Diagram (UITD) is a formal modeling notation that simplifies the specification and design of user-system interactions. It is a valuable communication tool for technical and non-technical ... The User Interface Transition Diagram (UITD) is a formal modeling notation that simplifies the specification and design of user-system interactions. It is a valuable communication tool for technical and non-technical stakeholders during the requirements elicitation phase, as it provides a simple yet technically complete notation that is easy to understand. In this paper, we investigated the efficiency of creating UITDs using draw.io, a widely used diagramming software, compared to a dedicated UITD editor. We conducted a study to compare the time required to use each tool to complete the task of creating a medium size UITD, as well as the subjective ease of use and satisfaction of participants with the dedicated Editor. Our results show that the UITD editor is more efficient and preferred by participants, highlighting the importance of using specialized tools for creating formal models such as UITDs. The findings of this study have implications for software developers, designers, and other stakeholders involved in the specification and design of user-system interactions. 展开更多
关键词 UITD User interfaces Flow Specification Requirements Specification Modelling Notation
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Research on the Design Scheme of“Boundless Vision”Social App for Visually Impaired People
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作者 Jiazhen Zhang Dan Ni +1 位作者 Meihui Song Liuyan Chen 《Journal of Electronic Research and Application》 2025年第2期83-88,共6页
The“Boundless Vision”project focuses on creating novel user interfaces to improve the experience of visually impaired individuals when using smart devices.By incorporating features such as high-contrast color scheme... The“Boundless Vision”project focuses on creating novel user interfaces to improve the experience of visually impaired individuals when using smart devices.By incorporating features such as high-contrast color schemes,enlarged text,and voice control,an intuitive and accessible interface is developed.Moreover,the project leverages online volunteer services to offer telephone and video guidance,aiding visually impaired users in navigating urban environments and accessing information.Through a comprehensive process involving needs assessment,UI design,system development,and service evaluation,the project aims to boost the independence of visually impaired individuals and foster greater societal awareness of visual impairment challenges.Ultimately,the project will deliver a suite of user interface designs that can serve as a model for advancing inclusive technology across society. 展开更多
关键词 Visually impaired people UI design User interface Navigation service Volunteer platform
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Analysis of Mobile Banking UI/UX App Design to Improve International Student’s Experience:Focusing on the Kookmin Mobile App and Hana Bank App
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作者 Linlu Cai Euitay Jung 《Psychology Research》 2025年第4期149-156,共8页
With the advancement of globalization,South Korea has become a key destination for international students.However,these students often face challenges in adapting to daily life,particularly when using mobile banking a... With the advancement of globalization,South Korea has become a key destination for international students.However,these students often face challenges in adapting to daily life,particularly when using mobile banking applications,due to insufficient language support,cultural differences,and complex operational procedures.This study focuses on Chinese international students and analyzes the UI/UX design of mobile banking applications offered by Kookmin Bank and Hana Bank.Through literature reviews and surveys,the study identifies limitations in language adaptability,functionality layout,user interaction,and cultural adaptation,proposing concrete design improvements.The findings indicate that optimizing UI/UX design can significantly enhance international students’user experience and strengthen the global competitiveness of South Korean mobile banking services.This research provides reference material for designing for multicultural user groups and aims to promote research and practice in cross-cultural UI/UX design. 展开更多
关键词 international students mobile banking user interface design user experience multicultural design
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STPEIC: A Swin Transformer-Based Framework for Interpretable Post-Earthquake Structural Classification
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作者 Xinrui Ma Shizhi Chen 《Structural Durability & Health Monitoring》 2025年第6期1745-1767,共23页
The rapid and accurate assessment of structural damage following an earthquake is crucial for effective emergency response and post-disaster recovery. Traditional manual inspection methods are often slow, labor-intens... The rapid and accurate assessment of structural damage following an earthquake is crucial for effective emergency response and post-disaster recovery. Traditional manual inspection methods are often slow, labor-intensive, and prone to human error. To address these challenges, this study proposes STPEIC (Swin Transformer-based Framework for Interpretable Post-Earthquake Structural Classification), an automated deep learning framework designed for analyzing post-earthquake images. STPEIC performs two key tasks: structural components classification and damage level classification. By leveraging the hierarchical attention mechanisms of the Swin Transformer (Shifted Window Transformer), the model achieves 85.4% accuracy in structural component classification and 85.1% accuracy in damage level classification. To enhance model interpretability, visual explanation heatmaps are incorporated, highlighting semantically relevant regions that the model uses for decision-making. These heatmaps closely align with real-world structural and damage features, confirming that STPEIC learns meaningful representations rather than relying on spurious correlations. Additionally, a graphical user interface (GUI) has been developed to streamline image input, classification, and interpretability visualization, improving the practical usability of the system. Overall, STPEIC provides a reliable, interpretable, and user-friendly solution for rapid post-earthquake structural evaluation. 展开更多
关键词 Post-earthquake assessment deep learning model interpretability computer vision graphical user interface(GUI)
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