• Title/Summary/Keyword: 산업교육

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An Experimental Comparison of CNN-based Deep Learning Algorithms for Recognition of Beauty-related Skin Disease

  • Bae, Chang-Hui;Cho, Won-Young;Kim, Hyeong-Jun;Ha, Ok-Kyoon
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.12
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    • pp.25-34
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    • 2020
  • In this paper, we empirically compare the effectiveness of training models to recognize beauty-related skin disease using supervised deep learning algorithms. Recently, deep learning algorithms are being actively applied for various fields such as industry, education, and medical. For instance, in the medical field, the ability to diagnose cutaneous cancer using deep learning based artificial intelligence has improved to the experts level. However, there are still insufficient cases applied to disease related to skin beauty. This study experimentally compares the effectiveness of identifying beauty-related skin disease by applying deep learning algorithms, considering CNN, ResNet, and SE-ResNet. The experimental results using these training models show that the accuracy of CNN is 71.5% on average, ResNet is 90.6% on average, and SE-ResNet is 95.3% on average. In particular, the SE-ResNet-50 model, which is a SE-ResNet algorithm with 50 hierarchical structures, showed the most effective result for identifying beauty-related skin diseases with an average accuracy of 96.2%. The purpose of this paper is to study effective training and methods of deep learning algorithms in consideration of the identification for beauty-related skin disease. Thus, it will be able to contribute to the development of services used to treat and easy the skin disease.

A Study on the Characteristics of Skin Beauty Franchise System -Focusing on the comparison of cases between Korea and the United States- (피부미용 프랜차이즈 시스템의 특성 분석 연구 -한국과 미국의 사례 비교를 중심으로-)

  • Kim, Hyeon-Suk
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.22 no.3
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    • pp.688-696
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    • 2021
  • This study compared the current status, opening costs, and service of skin beauty franchises in Korea and the U.S. with the aim of providing data for skin beauty franchises. The main items in both countries include facial and body care, with 54 mean value in Korea, which is smaller than 361 mean value in the U.S. The U.S. franchise fee is about 1.5 times higher than that in Korea, and franchisees pay royalties of 20-60(ten thousand KRW) per month in Korea and 5-6 percent of annual sales in the U.S., as well as submit a net worth requirement and cash requirement. There are many spa services in the U.S. which creates differences in cost from Korea. and for the education, the cost was set in Korea while the time in the U.S. Every franchise offered facial and body care services. In addition, most Korean franchises run bridal care services, while in the U.S., waxing, men's treatment, hot stone, and spa services are offered. These differences are the result of differences in climate and race between the two countries, as well as differences in perception regarding the socio-cultural atmosphere, skin beauty, and openness.

Modeling and Simulation for Analyzing Efficient Operations on Public Bike System: A Case Study of Sejong City (공공 자전거 시스템의 효율적 운용을 위한 모델링 및 시뮬레이션: 세종시 사례 중심)

  • Bae, Jang Won;Choi, Seon Han;Lee, Chun-Hee;Paik, Euihyun
    • Journal of the Korea Society for Simulation
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    • v.30 no.1
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    • pp.103-112
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    • 2021
  • In recent years, public bicycle systems are widely spread over the world according to the development of ICT technology. Since the public bicycle systems in large cities need to secure both publicity and convenience for citizens, analysis of various their issues from introduction to operation is required. In addition, it is also necessary to prepare for various scenarios for coexistence with the PM business, which is recently in the spotlight as a last mile means and normally managed privately. This paper introduces modeling and simulation for efficient operations of public bicycle systems. In particular, the proposed method was developed in a form that can be easily used in other cities by modeling the general structure and behavior of the public bicycle system, and it was developed to facilitate modification and expansion of the future model with a component-based model configuration. This paper provides a case study of the propose method, which is the public bicycle simulation in Sejong City. The simulation results were derived by applying the data from the public bicycle system of Sejong City, and they were verified with the associated real data of Sejong City. Using the verified model, it is expected that it can be used as a tool to design and analyze various services on the public bicycle systems, which were especially suitable for Sejong City.

The Effect of Field Practice on Career Confidence of University Students (현장실습경험이 대학생의 진로자신감에 미치는 영향에 관한 연구)

  • Ka, Hye Young;Kim, Bo Young
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.16 no.2
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    • pp.143-152
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    • 2021
  • Recently, universities are being requested to educate a wider range of technical and social skills in order to respond to the government's policy for promoting youth employment and the industrial demand arising from social changes. Accordingly, field practice at universities is being further strengthened. It is important to analyze whether the work experience and information that students gained through field practice can improve their confidence in their career path, and can serve as a motive for not only employment but also start-up after graduation. In this study, the motivational aspect which leads to action by improving students' confidence in their career path is investigated. In addition, the influence of field practice experience on employability and entrepreneurial intention is also analyzed by setting a self-directed career attitude as a variables. The results of this study are as follows. First, the field practice experience of college students has a significant effect on employability, but does not directly affect their entrepreneurial intention. Second, it is confirmed that the higher the self-directed career attitude of students with experience of field practice has a positive (+) effect on the employability. Third, the higher the self-directed career attitude has also a positive (+) effect on entrepreneurial intention. This study shows the influence of field practice on employability and entrepreneurial intention beyond the limit of the existing research that was divided into employment and start-up. Theoretical basis for analyzing whether universities can achieve practical results simultaneously in government policy for employment and start-up is also provided.

Antioxidant activity and cell bioactivity of Sargassum macrocarpum extract (큰열매모자반(Sargassum macrocarpum) 추출물의 항산화 효과 및 세포 활성 효과)

  • Kim, Sook-hee
    • Journal of the Korea Convergence Society
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    • v.12 no.8
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    • pp.301-308
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    • 2021
  • In this study, the antioxidant and anti-inflammatory, anti-obesity properties, of Sargassum macrocarpum extracts were identified to assess the availability of Sargassum macrocarpum extracts as cosmetics and foods. To measure antioxidant activity, we conducted TPC, TFC, DPPH, ABTS, NO, FRAP. For polyphenols, 30.81±1.12 mg/g was shown. Flavonoids showed 25.72±0.94 mg/g. The DPPH experiment showed an antioxidant function of 6.746 mg ascorbic acid/g extract, the ABTS experiment showed an antioxidant function of 15.59 mg ascorbic acid/g extract, and the NO experiment showed an antioxidant function of 6.781 mg ascorbic acid/g extract. In FRAP, 1 mg of the Sargassum macrocarpum extract showed a reduction of 4.573±0.097 ㎍ of ascorbic acid. In cytotoxicity experiments, Sargassum macrocarpum extracts showed a cell survival rate of more than 80% at all concentrations, and an inflammatory inhibition of 25.95±0.85%, and an lipid accumulation inhibition of 29.75±2.35%. These results indicate that Sargassum macrocarpum extract is available as an anti-inflammatory cosmetic and anti-obesity inner beauty material. In future studies, it is necessary to study how pure substances containing Sargassum macrocarpum extract affect antioxidants, anti-inflammatory and anti-obesity

A Study on the Relationship between Knowledge Transfer System Management, Transaction relationship satisfaction and Franchise Performance in Chinese Franchise System (중국 프랜차이즈 지식전달시스템 경영과 거래관계 만족, 프랜차이즈 성과 관계에 관한 연구)

  • Lee, Chang Won
    • Journal of the Korea Convergence Society
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    • v.13 no.4
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    • pp.339-348
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    • 2022
  • As the Chinese franchise industry grows rapidly, efforts to find a source of competitive advantage continue to be made. Establishing a knowledge transfer system is important in the franchise industry as a source of competitive advantage. However, research in China was insufficient. This study is to explore factors and consequential factors for establishing a knowledge transfer system in the franchise industry. As a result of this study, first, it was found that not only human assets but also system assets are important for the management of knowledge transfer systems in China. Therefore, investment in system assets must proceed first. In addition, it could be seen that the management of the knowledge transfer system, human assets, and system assets affect the satisfaction of the franchise's transaction relationship and consequently improve franchise performance.

A Study on the Preference and Trend Analysis of Barber and Hairdresser Acquisition of National Technology Certificate (이, 미용사 국가기술 자격증 취득 선호도 및 동향 분석에 관한 연구)

  • Oh, Jeong-Sun;lee, Sook-ja;Park, Jang-Soon
    • Journal of Digital Convergence
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    • v.20 no.4
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    • pp.637-643
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    • 2022
  • Beauty in the modern society is a professional occupation in which art and science are fusion-integrated, and in order to enter as a beautician, obtaining a national technical certificate is a routine customs clearance procedure. As it is time to present objective data on the national technology license and employment fields preferred by prospective beauticians, it is a time to analyze the perceptions and trends of the national technical license of the beautician preferred by beauty academy students who design success in the future beauty industry. Did. As a result of the analysis, the preferred national skill certificate and the desired employment field showed a very high correlation, and the personality and interests of the male, younger, unmarried, and student groups were selected as the priority, while the 30s or older, married or divorced, self-employed, and office workers, Housewives had a much higher rate of employment prospects. Through this study, it is possible to seek the essential tendency and development direction of beauty talents, and it is thought that it will set a desirable direction for R&D for education of national technical qualifications in the future and greatly contribute to the activation of the beauty academy market.

Mid & Long-term Library Plan for Exchange and Cooperation between South and North Korean Libraries (남북한 도서관의 중장기 교류협력 방안 연구)

  • Jo, Hyeon-Seong;Jeon, Youngsun;Kim, Soyeon;Kim, Taekyung;Choi, Jae-Hwang
    • Journal of Korean Library and Information Science Society
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    • v.53 no.2
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    • pp.25-42
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    • 2022
  • The purpose of this study is to present directions and programs for exchange and cooperation between libraries of South and North Korea. Specifically, it is to present the direction of exchange and cooperation programs in the library area and to present library exchange and cooperation programs that can be promoted in the [tight period], [reconciliation and cooperation period], and [South and North confederation period] through research methods of literature review, Focus Group Interviews (FGI), and expert advice. In this study, exchange and cooperation programs were divided into three projects that should be prepared by South Korean libraries, by direct exchange and cooperation between South and North Korean libraries, and by conducting with third countries or international organizations. Along with the conducting program periods, 8 major programs and 33 unit tasks were also proposed. Conclusions and suggestions suggested the need for sector-by-sector, step-by-step exchange and cooperation, establishment of systems to promote effective exchange and cooperation, establishing the formation of consensus within libraries, finding field-oriented agendas, and developing education programs of North Korea libraries for librarians.

Evaluating the Efficiency of Personal Information Protection Activities in a Private Company: Using Stochastic Frontier Analysis (개인정보처리자의 개인정보보호 활동 효율성 분석: 확률변경분석을 활용하여)

  • Jang, Chul-Ho;Cha, Yun-Ho;Yang, Hyo-Jin
    • Informatization Policy
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    • v.28 no.4
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    • pp.76-92
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    • 2021
  • The value of personal information is increasing with the digital transformation of the 4th Industrial Revolution. The purpose of this study is to analyze the efficiency of personal information protection efforts of 2,000 private companies. It uses a stochastic frontier approach (SFA), a parametric estimation method that measures the absolute efficiency of protective activities. In particular, the personal information activity index is used as an output variable for efficiency analysis, with the personal information protection budget and number of personnel utilized as input variables. As a result of the analysis, efficiency is found to range from a minimum of 0.466 to a maximum of 0.949, and overall average efficiency is 0.818 (81.8%). The main causes of inefficiency include non-fulfillment of personal information management measures, lack of system for promoting personal information protection education, and non-fulfillment of obligations related to CCTV. Policy support is needed to implement safety measures and perform personal information encryption, especially customized support for small and medium-sized enterprises.

Transcriptomic Analysis of the Difference of Bovine Satellite Cell Between Longissimus dorsi and Semimembranosus on Hanwoo Muscle Tissues (한우의 등심과 사태조직 유래 근육위성세포의 성장단계별 유전발현 차이 분석)

  • Kim, H.J.;Kang, D.H.;Park, B.H.;Lee, W.Y.;Choi, J.H.;Chung, K.Y.
    • Journal of Practical Agriculture & Fisheries Research
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    • v.23 no.1
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    • pp.117-128
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    • 2021
  • The skeletal muscle development of Hanwoo steer has been processed in the prenatal and postnatal periods. Bovine satellite cell located in perimysium of muscle tissues has differentially distributed in peripheral tissues. The study of postnatal development of satellite cells can help understand the genetic and functional regulation of meat characteristics. Factors affecting muscle size increase are related to the accumulation of DNA or synthesis of RNA proteins. In this study, we observed muscle development and differentiation after culturing bovine satellite cells derived from longissimus dorsi and semimembranosus regions of Hanwoo muscle tissue. In addition, RNA sequencing data were analyzed for differentially expressed genes (DEG) involved in intracellular muscle development and growth. The DEG of the two muscle tissues were compared according to 1day, 2day, 4day, and 7day. The overall gene expression level was confirmed by the heat map. Gene Ontology (GO) classification method was used to compare the expression level of gene groups affecting LD and SM development. The histology of GO was consistent with the time-cause change of LD and SM cell morphology. SM showed more active skeletal muscle development than LD. Even within the same time, SM expressed more genes than LD, thus synthesizing more muscle fibers