• Title/Summary/Keyword: Convergence Environment

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Performance Improvement of Fuzzy C-Means Clustering Algorithm by Optimized Early Stopping for Inhomogeneous Datasets

  • Chae-Rim Han;Sun-Jin Lee;Il-Gu Lee
    • Journal of information and communication convergence engineering
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    • v.21 no.3
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    • pp.198-207
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    • 2023
  • Responding to changes in artificial intelligence models and the data environment is crucial for increasing data-learning accuracy and inference stability of industrial applications. A learning model that is overfitted to specific training data leads to poor learning performance and a deterioration in flexibility. Therefore, an early stopping technique is used to stop learning at an appropriate time. However, this technique does not consider the homogeneity and independence of the data collected by heterogeneous nodes in a differential network environment, thus resulting in low learning accuracy and degradation of system performance. In this study, the generalization performance of neural networks is maximized, whereas the effect of the homogeneity of datasets is minimized by achieving an accuracy of 99.7%. This corresponds to a decrease in delay time by a factor of 2.33 and improvement in performance by a factor of 2.5 compared with the conventional method.

A Study of Priority of Policies for Strengthening Capability in the Information and Communication Work Business (스마트융합 환경 하의 정보통신공사업 역량강화를 위한 정책우선순위 연구)

  • Kwak, Jeong Ho;Park, Sang Soo;Kim, Jeong Yeon
    • Journal of Information Technology Services
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    • v.14 no.3
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    • pp.85-97
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    • 2015
  • The information and communications construction business has the characteristics of an infrastructure industry and responsibility for the construction and maintenance of all ICT infrastructures. With the recent proliferation of the smart convergence of various industries based on ICT infrastructure, the role of the information and communications construction business has been highlighted to accommodate the convergence and implementation environment in construction and medical industries. Therefore, this paper seeks policy measures to establish the new role of the information and communications business under the rapidly developing smart convergence environment and the priorities of policy measures to strengthen the capability of the information and communications business using a quantitative model. The analysis result suggests that the difference in importance of each policy measure should be considered in order to execute effectively the policy of promoting the information and communications construction business. Given the constraint of limited budget, policy priorities include the development of new markets, and establishment of incentive for new technology. This study is significant for its theoretical contribution, being the first quantitative approach to policy priorities for the promotion of information and communications construction business under the smart convertgence environment.

A Study on the treatment of drug addiction through fusion medicine and the measures to prevent drug crime diffusion - Focused on cases of Entertainment industry drug offense -

  • NAM, SeonMo
    • International Journal of Advanced Culture Technology
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    • v.6 no.4
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    • pp.172-178
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    • 2018
  • In this paper, I tried to pursue health and social welfare together through medical convergence based on the main subject of a culture of convergence. Artists' drug accidents are never ending. Now Korea is also out of the drug cleansing country. it is impossible to get rid of them with the national public power. It is time for a treatment plan for these. They need a certain period of time and regular periods of rest and control over sports. Our humanities are researching to understand the changing human images of today. In parallel, medical convergence will also have to be transformed in various ways for human healing. Recently, we can see the case of healing with the combination of oriental medicine, natural healing and western medicine. Furthermore, the structure of medical convergence for the fight against disease can be analyzed as an example. South Korea is also preparing for various convergence programs focusing on natural sciences such as engineering, medical care, and the environment. In order to prevent drug addiction it is important to determine the department responsible for handling the problem of substance abuse. we need to improve the environment that they can be combined with Ondol therapy and natural healing therapies. Furthermore, I expect that fusion medicine will contribute to improving the quality of life of drug addicts and become a successful model to revitalize local economies in particular.

A Study on the Evaluation Methods of Indoor Thermal Environment in Office Building (사무소건축의 실내온열환경 평가방법에 대한 연구)

  • Choi, Young-Sik
    • Journal of the Korean Society of Industry Convergence
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    • v.6 no.4
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    • pp.355-359
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    • 2003
  • 1. The objective of this paper is to investigate the indoor environment from the viewpoint of interaction between physical environment and the human responses. 2. A continuous measurement has been carried out for 1 year and distribution of variables have been measured for 1 day. 3. The attitude of workers was investigated by a questionnaire. 4. As the result, average luminance represented more than 800-1800 lx in the office, in contrast with less than 1000 lx in the encourage luminance of an office. 5. There was a significant difference of the occupants' response to the light environment between the neighboring environments. 6. Measured thermal conditions are on the edge of the ASHRAE comfort envelope in summer, and in the neighborhood of the lower dry limit of the envelope in spring.

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A Study on the Planning Factor Evaluation of Environmental Friendiness by Apartment Residents (공동주택단지 거주자의 환경친화 계획요소 평가에 관한 연구)

  • Kim, Ick-Hwan
    • Journal of the Korean Society of Industry Convergence
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    • v.10 no.1
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    • pp.55-63
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    • 2007
  • The purpose of this study is to extract the main planning factors of environment friendly apartment complex through the residents' evaluations on importance levels of the planning factors. The major findings of this study are as follows; 1) Understanding on the environment friendly apartment complex is lacking, and the satisfaction level on the living space as the environment friendly apartment is very low. 2) The residents in the low-storied apartments want the introduction of facilities for energy saving, and those in the high-storied apartments demand to develop to green area. 3) In evaluating the importance of the environment friendly planning factors and the image of the apartment complex, the guarantee of green area and the development of water friendly space are closely related with the image of the apartment complex. So, they are the planning factors that should be handled importantly.

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Analysis of Convergence Factors Affecting Service Quality of among Caregivers in Elderly Care Facilities (노인요양시설 요양보호사의 서비스 질에 미치는 융합적 요인의 분석)

  • Jeong, Ji-Na
    • Journal of the Korea Convergence Society
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    • v.11 no.4
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    • pp.323-332
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    • 2020
  • The purpose of the study is to investigate the impact on service quality of caregivers. 200 caregivers in 6 elderly care facilities located in J city were instructed to answer structure questionnaires, and the collected data was analyzed by T-test, ANOVA, Pearson correlation, and regression analysis. The results of the study show significant differences in service quality depending on their religion, education level, form of employment, employment period, health status, and access to staff lounge. Work environment shows positive correlation to service quality, whereas job stress shows negative correlation. Variables shown to affect service quality are, from the most powerful to the least, human environment, physical environment, form of employment, employment period, and education level with explanatory power of 42.6%. The results of the study suggest the need for putting in individual effort and improving work environment specifically to unique characteristics of each institution and looking into various ways to intervene in financial support policies in order to promote service quality of caregivers.

A Convergence Study about the Influence of Job Embeddedness and Nursing Work Environment on Turnover Intention of Clinical Nurses (임상간호사의 직무배태성과 간호근무환경이 이직의도에 미치는 영향에 관한 융합 연구)

  • Ha, Hey-Jin;Kim, Eun-A
    • Journal of the Korea Convergence Society
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    • v.11 no.7
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    • pp.389-397
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    • 2020
  • This study is a descriptive research to investigate the effects of nurses', job embeddedness and nursing work environment on turnover intention. The participants were conducted in 4 general hospitals with more than 300 hospital beds located in G metropolitan city and targeted 203 nurses who understood and agreed with the purpose of the study, and conducted from october to december 2019. The data were analyzed using SPSS 23.0 program, frequency analyzed t-test, ANOVA, Pearson's correlation, and Multiple regression. The factors influencing on turnover intention of clinical nurses were found to have negative effects on job embeddedness and nursing work environment. Therefore, it is necessary to develop and train programs to increase the job embeddedness of clinical nurses. At the same time, efforts should be made to improve the nursing work environment to reduce the turnover intention of their.

Effect of Educational Environment on Trainee Satisfaction : Focused on Beauty Vocational Training Institutions (교육 환경이 훈련생 만족도에 미치는 영향 :미용 직업 훈련기관을 중심으로)

  • Kim, Bo-Kyeung;You, Yen-Yoo
    • Journal of the Korea Convergence Society
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    • v.12 no.10
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    • pp.265-275
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    • 2021
  • The purpose of this study was to examine the effect of educational environment on satisfaction among trainees of beauty vocational training institutions. By examining the literature of previous studies, the research model and research hypothesis were established, and empirical analysis was conducted through questionnaires to establish theoretical concepts and identify variables of the educational environment to verify the effects on trainee satisfaction. A questionnaire was collected from 180 beauty trainees in Gyeong-gi, Seoul, and the collected data was analyzed using AMOS 22.0. As a result of this study, first, it was found that the educational environment had a significant positive effect on the NCS education method and instructor competency. Second, the NCS education method had a negative effect on the trainee satisfaction. Third, it was found that the instructor's competency had a significant positive effect on the satisfaction of trainees. Based on the study results, implications and limitations were presented.

A Study on Creating Barrier-Free Exhibition Appreciation Environment based on the Visually Impaired Person's Perspectives (시각장애인 당사자관점에 기초한 베리어프리 전시감상환경 연구)

  • Kim, Sun-Hee;Um, Myung-Yong;Lee, Eui-Bhin;Cho, Jun-Dong
    • Journal of the Korea Convergence Society
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    • v.10 no.8
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    • pp.265-276
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    • 2019
  • The purpose of this study was to explore the possibility of creating barrier-free exhibition-appreciation environment based on the visually impaired person's perspectives. Participants were selected by the purposeful sampling method. Researchers conducted a couple of in-depth interviews with four visually impaired persons. Yin's case study method was employed to analyze qualitative information. The analysis revealed nine sub-themes in two sections: three from 'accessibility within the exhibition room'; and six from 'demand for immersive exhibition environment.' Based on the results, following suggestions were presented: First, we need to provide quality information appropriate for artworks-appreciation; secondly, to ensure the visually impaired people to appreciate the culture and arts without any barrier, we need to extend certification of barrier-free living environment to exhibition-appreciation area. Finally, to facilitate these two tasks we need to encourage the convergence research among science and technology, humanities and society, and culture and arts.