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A Study on Non-Contact Care Robot System through Deep Learning

  • Hyun-Sik Ham;Sae Jun Ko
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.12
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    • pp.33-40
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    • 2023
  • As South Korea enters the realm of an super-aging society, the demand for elderly welfare services has been steadily rising. However, the current shortage of welfare personnel has emerged as a social issue. To address this challenge, there is active research underway on elderly care robots designed to mitigate the social isolation of the elderly and provide emergency contact capabilities in critical situations. Nonetheless, these functionalities require direct user contact, which represents a limitation of conventional elderly care robots. In this paper, we propose a solution to overcome these challenges by introducing a care robot system capable of interacting with users without the need for direct physical contact. This system leverages commercialized elderly care robots and cameras. We have equipped the care robot with an edge device that incorporates facial expression recognition and action recognition models. The models were trained and validated using public available data. Experimental results demonstrate high accuracy rates, with facial expression recognition achieving 96.5% accuracy and action recognition reaching 90.9%. Furthermore, the inference times for these processes are 50ms and 350ms, respectively. These findings affirm that our proposed system offers efficient and accurate facial and action recognition, enabling seamless interaction even in non-contact situations.

A Study on User Preference for Smart City Non-face-to-face Services: Focusing on the Cases of Sejong City and Busan City (스마트시티 비대면 서비스에 대한 이용자 선호도 연구: 세종시와 부산시 사례를 중심으로)

  • Yechan Kim;Heetae Yang
    • Information Systems Review
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    • v.23 no.4
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    • pp.87-102
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    • 2021
  • Smart cities are attracting attention as a new economic growth engine based on new technologies and means to solve side effects of urbanization such as a surge in energy consumption, deepening environmental pollution, and an increase in crime rates. In particular, as demand for non-face-to-face services increases due to COVID-19, the role of smart cities that can provide various online and offline non-face-to-face services is becoming more important. Therefore, this study defined smart city non-face-to-face services based on literature research on the concept and underlying technology of smart city, and analyzed consumer utility for each service using Conjoint analysis. In particular, differences in user preferences between Sejong City and Busan City, which are currently designated as national smart city pilot cities in Korea, were compared and analyzed, and based on the derived results, measures to improve the competitiveness of smart city services were suggested.

A Study on the Impact of Chinese Online Customer Reviews on Consumer Purchase Behavior in Online Education Platforms

  • Shuang Guo;Yumi Kim
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.7
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    • pp.139-148
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    • 2024
  • In the post-pandemic era, the demand for online education platforms has surged, leading to increased consumer reliance on online reviews for decision-making. This study investigates the impact of Chinese online customer reviews on consumer purchase behavior in online education. By examining the role of trust, review sentiment, and the quantity and timeliness of reviews, the research aims to understand how these factors influence consumer decisions. By using regression model, findings reveal that negative reviews, timely feedback, and a higher volume of reviews positively affect consumer purchase decisions, while course pricing demonstrates an inverse relationship. Furthermore, cognitive and affective trust mediate the relationship between reviews and purchase behavior, highlighting a reverse U-shaped effect on consumer decision inclination. These insights provide valuable implications for online education providers, emphasizing the need to manage and leverage online reviews to foster consumer trust and improve sales performance.

A Study on the Application of Suitable Urban Regeneration Project Types Reflecting the Spatial Characteristics of Urban Declining Areas (도시 쇠퇴지역 공간 특성을 반영한 적합 도시재생 사업유형 적용방안 연구)

  • CHO, Don-Cherl;SHIN, Dong-Bin
    • Journal of the Korean Association of Geographic Information Studies
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    • v.24 no.4
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    • pp.148-163
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    • 2021
  • The diversification of the New Deal urban regeneration projects, that started in 2017 in accordance with the "Special Act on Urban Regeneration Activation and Support", generated the increased demand for the accuracy of data-driven diagnosis and project type forecast. Thus, this research was conducted to develop an application model able to identify the most appropriate New Deal project type for "eup", "myeon" and "dong" across the country. Data for application model development were collected through Statistical geographic information service(SGIS) and the 'Urban Regeneration Comprehensive Information Open System' of the Urban Regeneration Information System, and data for the analysis model was constructed through data pre-processing. Four models were derived and simulations were performed through polynomial regression analysis and multinomial logistic regression analysis for the application of the appropriate New Deal project type. I verified the applicability and validity of the four models by the comparative analysis of spatial distribution of the previously selected New Deal projects by targeting the sites located in Seoul by each model and the result showed that the DI-54 model had the highest concordance rate.

A Study on the Leisure Programs and Programs Organization of Space in Senior Welfare Center according to Senior Citizens' Changed Life Style - Focused on the case of Gwangju Metropolitan City - (변화된 노인의 라이프스타일에 따른 노인복지관 여가프로그램 및 공간구성 연구 - 광주광역시 사례를 중심으로 -)

  • Ju, Hyun-Jin;Moon, Jeong-Min
    • Korean Institute of Interior Design Journal
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    • v.24 no.3
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    • pp.176-185
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    • 2015
  • Senior citizens' new life style has appeared according to the massive retirement of the baby boom generation since 2010. Consequently, Senior Welfare Centers, the provider of elderly leisure programs, has been asked for the programs and spaces which are able to meet the changing life style of the elderly. This study focuses on the survey for current status of leisure programs in accordance with the changing life style and on the investigation for sensible usage of space in senior welfare centers in Gwangju Metropolitan city. The result shows the portion of the programs which every center provides is quite different according to the life style. The program types for challenge and utility are provided 192 times a week and the program types for health and sociality 133 times a week. Both types shows high frequency of supply and use of the program especially 85 times of information-oriented education, 64 times of musical instruments, and 42 times of foreign language are supplied vividly. On the contrary, the program types for fashion and self-management and the program types for volunteer work and achievement are insufficient, so It should be reconsidered to establish the programs and to supply the space for the program from now on. The current status for spatial usage shows that most of the centers share a space for several programs. It means that the space of the Senior Welfare Center is limited and various programs should be run in the narrow space. High frequency programs like the program types for challenge and utility secure sufficient spaces not to miscarry the use for the programs. The center of case B has well equipped and large space and provides proper space for each programs to meet the demand of the senior citizens. Like these, Senior Welfare Centers in Gwangju Metropolitan city have supported Senior citizens' Life Style by supplying various leisure programs to meet the demand for it. This research could be used as the basis for the programs about the spatial utilization in accordance with various future life style of Senior citizens'.

A Comparison of Model Training Programs on Teaching Engineering (공학교육 워크숍의 설계)

  • Kim Byeong-Jae
    • Journal of Engineering Education Research
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    • v.1 no.1
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    • pp.21-26
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    • 1998
  • In recent years more and more universities are recognizing the need to provide training in teaching skills to their teaching staff. The demand for teaching excellence at the level of higher education arises because the national competitiveness in the Information Age depends acutely on the abilities of college graduates. This paper descibes and compares the programs on teaching for faculty and graduate students (faculty-to-be) at four engineering schools - University of Michigan, Purdue University, Cornell University, and Michigan Technological University. These four schools represent a wide spectrum in terms of the type of institution(private or public, teaching- or research-oriented) and the size of engineering program. The content of the programs are found to be similar, although some variations are found in organization, audience, and emphasis. The major conclusion is that the universities must consider the particulars of the mission of their university and the nature of their student body in desiging a training program for it to be successful.

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A Study on the BOD Solution of Digital Method Print Publication due to Printing & Publishing Environmental Change[1]: With emphasis on the Development of a Template I (인쇄 출판 환경 변화에 따른 디지털 인쇄 방식의 BOD 솔루션에 관한 연구[I]: 템플릿 개발을 중심으로 I)

  • Moon, Sung-Hwan;Kim, Sung-Su;Koo, Chul-Whoi
    • Journal of the Korean Graphic Arts Communication Society
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    • v.31 no.1
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    • pp.51-64
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    • 2013
  • When it comes to current growth trend for the printing process in Asia printing market, offset printing, gravure printing and screen printing are reduced respectively -4%, -19%, -55%. In judging from the fact, the change in the printing production system from mass production on small amount to small production on mass amount is the biggest issue. For this reason, digital printing shows the significant growth. According to the increase of the growth 78% for electro photography way and 67% for ink-jet, it's not enough to catch up with digital printing which is increasing as time goes by to equip with hardware like as digital press. There's been necessary to install the BOD(Book on Demand) system which is the advanced and regular publication edit solution based on web-to-print model in the prepress, and it has made the BOD system be considered in relation to maximization of efficiency and production. Therefore, this research tries to step forward from the POD concept, which is refired to "Print along with the ordered quantities, the ordered appropriate time and the demanded place", so that it could expand the range of the printing/publishing environment using the BOD system, the order-made publication based on automatically operating template. And it tried to make the relation to digital web press on ink-jet method which is adequate to "mass production on small amount" with such advanced concept. This research also aims to use actively BOD solution model to promote the productivity of labor, and then to produce the printings across all related industries, which means to manufacture maximally the products on the shortest time at minimum place through PC equipments.

An Evaluation Model of IT Investment Effect (정보기술 투자 효과 평가방법에 관한 연구)

  • Kim, Lark Sang
    • Journal of Digital Convergence
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    • v.16 no.2
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    • pp.27-36
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    • 2018
  • Financial IT evaluation methods have been unable to satisfy firms' requirements. There has been a growing demand for more comprehensively and non-financially measuring the IT performance. We developed a process-based approach in evaluating impacts of IT on primary activities. In this research we proposed a model that uses the corporate objective of IT and strategic fitt as the core independent variables in measuring the IT effect. Based on the data collected from the management variables of the 125 companies located in Korea, the companies were classified into the 4 different groups according to their corporate objective for IT: un-oriented, operations oriented, market oriented and dual oriented. Through the empirical analysis, we were able to demonstrate that the management of the companies showing a higher orientation level perceives a better IT investment performance, and this shows that the corporate objective for IT serves as a useful index for measuring the IT investment effect. In this research, it was also demonstrated that the strategic alignment has a positive influence on perceiving the IT investment effect.

Current Status of Development and Practice of Artificial Intelligence Solutions for Digital Transformation of Fashion Manufacturers (패션 제조 기업의 디지털 트랜스포메이션을 위한 인공지능 솔루션 개발 및 활용 현황)

  • Kim, Ha Youn;Choi, Woojin;Lee, Yuri;Jang, Seyoon
    • Journal of Fashion Business
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    • v.26 no.2
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    • pp.28-47
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    • 2022
  • Rapid development of information and communication technology is leading the digital transformation (hereinafter, DT) of various industries. At this point in rapid online transition, fashion manufacturers operating offline-oriented businesses have become highly interested in DT and artificial intelligence (hereinafter AI), which leads DT. The purpose of this study is to examine the development status and application case of AI-based digital technology developed for the fashion industry, and to examine the DT stage and AI application status of domestic fashion manufacturers. Hence, in-depth interviews were conducted with five domestic IT companies developing AI technology for the fashion industry and six domestic fashion manufacturers applying AI technology. After analyzing interviews, study results were as follows: The seven major AI technologies leading the DT of the fashion industry were fashion image recognition, trend analysis, prediction & visualization, automated fashion design generation, demand forecast & optimizing inventory, optimizing logistics, curation, and ad-tech. It was found that domestic fashion manufacturers were striving for innovative changes through DT although the DT stage varied from company to company. This study is of academic significance as it organized technologies specialized in fashion business by analyzing AI-based digitization element technologies that lead DT in the fashion industry. It is also expected to serve as basic study when DT and AI technology development are applied to the fashion field so that traditional domestic fashion manufacturers showing low growth can rise again.

The Foreign Asset Leverage Effect of Oil & Gas Companies after the Financial Crisis (금융위기 이후 정유산업의 외화자산 레버리지효과 분석)

  • Dong-Gyun Kim
    • Korea Trade Review
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    • v.46 no.2
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    • pp.19-38
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    • 2021
  • This study aims to analyze the foreign asset leverage effect on Korean oil & gas companies' foreign profits and to maintain the appropriate foreign asset volume for reducing exchange risk. For a long time, large Korean companies, including oil companies, overheld foreign currency liabilities. For this reason, most large companies have been burdened to hedge exchange risk and this excess limit holding deteriorated total profit and reduced foreign currency asset management efficiency. Our paper proceeds in presenting a three-stage analysis considering diversified exchange risk factors through estimation on transformation of foreign transactions a/c including annual trends of foreign asset and industry specifics. We also supplement incomplete the estimation method through a practical hedging case investigation. Our research parts are differentiated on the analyzing four periods considering period-specifics The FER value of the oil firms ranged from -0.3 to +2.3 over the entire period. The results of the FER Value are volatile and irregular; those results do not represent the industry standard comparative index. The Korean oil firms are over the credit limit without accurate prediction and finance high interest rate funds from foreign-owned banks on the basis on a biased relationship. Since the IMF crisis, liabilities of global firms have decreased. Above all, oil firms need to finance a minimum limit without opportunity losses on the demand forecast and prepare for uncertainty in the market. To reduce exchange risk from the over-the-limit position, we must consider factors that affect the corporate exchange risk on the entire business process, including the contract phase.