The e-commerce fashion market has experienced a remarkable growth, leading to an overwhelming availability of shared information and numerous choices for users. In light of this, chatbots have emerged as a promising technological solution to enhance personalized services in this context. This study aimed to develop user-product attributes for a chatbot-based personalized fashion recommendation service using big data text mining techniques. To accomplish this, over one million consumer reviews from Coupang, an e-commerce platform, were collected and analyzed using frequency analyses to identify the upper-level attributes of users and products. Attribute terms were then assigned to each user-product attribute, including user body shape (body proportion, BMI), user needs (functional, expressive, aesthetic), user TPO (time, place, occasion), product design elements (fit, color, material, detail), product size (label, measurement), and product care (laundry, maintenance). The classification of user-product attributes was found to be applicable to the knowledge graph of the Conversational Path Reasoning model. A testing environment was established to evaluate the usefulness of attributes based on real e-commerce users and purchased product information. This study is significant in proposing a new research methodology in the field of Fashion Informatics for constructing the knowledge base of a chatbot based on text mining analysis. The proposed research methodology is expected to enhance fashion technology and improve personalized fashion recommendation service and user experience with a chatbot in the e-commerce market.
Purpose: The purpose of this study is to actually implement and verify whether welding defects can be detected in real time by utilizing deep learning AI solutions in the welding process of electric vehicle hairpin winding motors. Methods: AI's function and technological elements using synthetic neural network were applied to existing electric vehicle hairpin winding motor laser welding process by making special hardware for detecting electric vehicle hairpin motor laser welding defect. Results: As a result of the test applied to the welding process of the electric vehicle hairpin winding motor, it was confirmed that defects in the welding part were detected in real time. The accuracy of detection of welds was achieved at 0.99 based on mAP@95, and the accuracy of detection of defective parts was 1.18 based on FB-Score 1.5, which fell short of the target, so it will be supplemented by introducing additional lighting and camera settings and enhancement techniques in the future. Conclusion: This study is significant in that it improves the welding quality of hairpin winding motors of electric vehicles by applying domestic artificial intelligence solutions to laser welding operations of hairpin winding motors of electric vehicles. Defects of a manufacturing line can be corrected immediately through automatic welding inspection after laser welding of an electric vehicle hairpin winding motor, thus reducing waste throughput caused by welding failure in the final stage, reducing input costs and increasing product production.
Lau, Ka-ho;Fu, Man-man;Yim, Yik-fung;Zayed, Tarek;Sun, Yi
International conference on construction engineering and project management
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2020.12a
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pp.333-342
/
2020
Due to the enhancing environmental concerns worldwide with the need of increasing demand for sustainability of building design, maintenance and operation, key stakeholders including the government and developers in many countries strike for the benefits in implementing the green design and building concepts in constructing, infrastructure as well as the buildings. Different countries have their standards or certifications for green buildings while the adoption rate of BEAM-Plus in HK is relatively less compared with other developed countries such as Europe, USA and Japan. Therefore, in the present research, BEAM-Plus, the beginning assessment method of green standard implemented in HK, will be mainly discussed. Current situation of BEAM-Plus implementation in HK will be reviewed and then adopt a systematic approach via literature review and research paper, questionnaire with Analytic Hierarchy Process (AHP) method to depict the opportunities and challenges from the perspective of government and developers regarding implementing BEAM-Plus in HK and thus investigate the implementation gaps. It is found that for both the macro level of opportunity and challenge, the most important criterion is political, in which the weighting value are 0.3114 and 0.2321 respectively. It is obvious that government plays a critical and significant role in affecting the development of BEAM plus. Technological difficulty is also an important factor that challenging and hindering the implementation of BEAM plus, the weighting value is 0.2194 under challenge hierarchy. More experts and professionals should be imported to Hong Kong to enhance the technique is building green buildings. At the end of this paper, solutions and actions will also be suggested and concluded in alleviating the challenges. Finally, solutions and actions are suggested and concluded in alleviating the challenges. Findings from this research can guide developers to consider adopting green elements, government and Green Building Council in HK to review green buildings' policy.
Journal of Information Science Theory and Practice
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v.12
no.2
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pp.1-21
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2024
This study aims to develop a comprehensive technological framework anchored in a theoretical model to assess user satisfaction with university library websites (ULWs) in Myanmar. Adopting a quantitative approach, data were obtained via convenience sampling and subsequent inferential analysis. The target population for this study investigated users of various ULWs in Myanmar who were utilizing six university libraries. Of the collected responses, 273 valid surveys were analyzed using SPSS (version 25) and AMOS. Tools such as structural equation modeling and confirmatory factor analysis played pivotal roles in data interpretation and hypothesis validation. The proposed model highlights the significance of information quality, system quality, and librarian services in influencing both perceived usefulness (PU) and perceived ease of use (PEOU), culminating in user satisfaction. Notably, information quality and librarian services primarily impact PU, while system quality is more influential on PEOU. Interestingly, while PU has a direct bearing on user satisfaction, PEOU does not. Moreover, demographic elements such as age, gender, and education level introduce considerable differences in the utilization of ULW services. Drawing from the study's findings, recommendations are made for ULW managers in Myanmar to bolster services, aligning with user preferences. The resulting framework offers tangible benefits to Myanmar's educational sector, including academia, government entities, librarians, and policy framers. This pioneering research delves into the realm of ULWs in Myanmar's higher education sector. Practically, the research underscores the necessity for stakeholders, encompassing Myanmar's library experts and governing bodies, to elevate the standard of ULWs. Theoretically, a salient takeaway is the direct linkage between heightened usefulness and increased user satisfaction.
International Journal of Computer Science & Network Security
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v.24
no.3
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pp.135-141
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2024
The article examines the key constants of reengineering the modern educational cluster, associated with the processes of digital transformation of all spheres of modern socio-cultural space. The first constant is the strategic rethinking of the educational process organization and awareness of the new roles of all participants (tutors, applicants, controlling elements, etc.). The other constant involves practical re-design of the system of educational services, which consists in the reorientation from the traditional model of education functioning for society to the implementation of the educational format in the form of new projects (structural, target, business). Consequently, the purpose of the study is to highlight the attitudes relevant to the modern realities of information and technological support of education in the context of socio-economic interactions of society. The criteria for the reengineering of educational concepts and the structural organization of the educational sphere are defined. The modern world is going through a period of complete digital transformation of all spheres of public activity. The scientific intelligence notes that education is no exception in these processes, as the dependence of educational realities on information and computer technologies is now noted. The COVID-19 pandemic, for all its tragedy, was also a kind of trigger, clearly marking the new components that have become defined in the organization of the educational process. The conclusion is made that the use of digital technologies in the organization of the educational institution or in the organization of the educational process has become not an auxiliary element, but a dominant factor. Mobility, dynamism, interdisciplinarity, synergy - all these aspects are relevant for socio-economic interactions of society and should be provided by educational programs. The results of the study can be used in the reorganization processes of educational institutions and institutions. Further research requires aspects of the analysis of the foreign experience of reengineering in education, carried out taking into account digital transformations of modern sociocultural space.
Journal of the Korea Society of Computer and Information
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v.29
no.9
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pp.279-285
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2024
The Fourth Industrial Revolution is driving transformative changes across society, leading to a surge in demand for professionals skilled in computer technologies. However, traditional education systems face challenges in adapting to rapidly evolving technologies, with long learning durations and high costs. In response, microdegrees have emerged as a solution, offering focused, short-term learning in specific fields, thereby enhancing flexibility and accessibility in education. This study explores how microdegrees provide new opportunities within existing educational frameworks, examines their roles and impacts across various domains, and identifies key elements to consider when designing microdegree programs. Ultimately, microdegrees will play a crucial role in rapidly adapting to technological trends and cultivating the workforce needed for the future. This research aims to contribute to foundational studies on microdegrees, driving educational innovation and proposing a new educational paradigm.
The purpose of this study was to research modern reinterpretation of traditional Chinese culture and design development of fashion items in the context of globalization and technological advancements, reflecting fashion demands of young female consumers in their 20s in China. To achieve this, this study investigated fashion preferences of young women in major Chinese cities, focusing on design elements such as form, details, patterns, and colors in 'New Chinese Style' fashion. Results indicated a high preference for overlapping collars, Mandarin collars, oblique front pieces, and slit sleeves. Additionally, there was a strong preference for natural and eco-friendly materials such as plant dyes and embossed velvet. Based on survey results and analysis of the popular brand 'TUYUE,' this study proposed two design themes. The first theme, 'natural symbiosis,' focused on casual wear with a soft and free image with a simple design. The second theme, 'chivalrous guest,' targeted work attire with minimal designs emphasizing power and confidence. Both themes aimed to meet aesthetic and practical needs of modern women by incorporating overlapping collars, asymmetrical front pieces, slit sleeves, and preferred colors and patterns. In conclusion, although this study was limited to design preferences of young Chinese women in their 20s, results offer valuable direction for future design innovation, contributing to sustainable development of the fashion industry and the preservation and innovation of traditional culture.
Kim, Bo-Ra;Huyen, Trang Tran;Han, Na-Young;Park, Jong-Moon;Yu, Ung-Sik;Lee, Hoo-Keun
Analytical Science and Technology
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v.24
no.6
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pp.510-518
/
2011
Recent developments and improvements of multiple technological elements including mass spectrometry (MS) instrument, multi-dimensional chromatographic separation, and software tools processing MS data resulted in benefits of large scale proteomics analysis. However, its throughput is limited by the speed and reproducibility of the protein digestion process. In this study, we demonstrated a new method for rapid proteolytic digestion of proteins using acoustic technology. Tryptic digests of BSA prepared at various conditions by super acoustic for optimization time and intensity were analyzed by LC-MS/MS showed higher sequence coverage in compared with traditional 16 hrs digestion method. The method was applied successfully for complex proteins of a breast cancer cells at 30 min of digestion at intensity 2. This new application reduces time-consuming of sample preparation with better efficiency, even with large amount of proteins, and increases high-throughput process in sample preparation state.
Visual Effects have been revered as 'Spectacular' film elements for a long time, and once there was a misunderstanding that they destroyed the actual 'Story'. But, now they are becoming a valuable tool for storytellers. A film pursues a perfect narrative structure and visual reality so that the audience can believe the story as a real. Giving a narrative motif to the audience, they use Visual Effects that provide the technical solutions and -at the same time- they create and preserve the diegetic world that Is either believable or not. This research suggests that we analyze precisely and make a classified table of the narrative use of Visual Effects based on the previous research of Shilo T. McClean. First, we can ask if the narrative motif would be there in front of the camera, From there, we then can get two desired answers. One is, if there is nothing to visually stand up, Visual Effects can intervene as an alternative tool for creating the diegetic world. The other is that Visual Effects can be used for preserving the diegetic world as a necessary tool. Then, in the latter, we can consider whether there is a storyteller's purpose to be added, so we can distinguish the details. This classified Visual Effects for the narrative is able to dispense proof that they can be worthy as to provide a 'Spectacuiar' aura as to create and preserve the diegetic world. I would like to argue that this research could be a foundation for the inter-progress of future studies for visual effects as well as for their amazing technological improvements.
The purpose of this study was to verify the effects of the technology-based STEAM education on attitude toward technology of middle school students. The following hypothesis was stated for the purpose of the study. There is no significant differences of attitude toward technology of middle school students before and after applied the technology-based STEAM education in sub-elements (1) interest in the technology, (2) technology's gender role, (3) technology's importance and influence, (4) accessibility to technology, (5) technology and school curriculum, (6) technology-related career, and (7) technology and creative activity. One-Group Pretest-Posttest Design was applied to 'After-school' activities of ${\bigcirc}{\bigcirc}$ middle school for this experimental research. The data were collected and interpreted statistically by paired samples t-test using SPSS(ver. 15) at the .05 level of significance. The results of the study were as follow: First, the technology-based STEAM education was effective in raising technological attitude of middle school students. Second, the technology-based STEAM education was effective in enhancing attitude of middle school students on interest in technology, technology's gender role, technology's importance and influence, technology and school curriculum, and creative activity. Third, the technology-based STEAM education was not effective in improving attitude on accessibility to technology and aspiration to technology-related occupation of middle school students.
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