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Development of Retirement Prediction Model based on Work Life Profile Using Machine Learning Method (기계 학습 방법을 이용한 직장 생활 프로파일 기반의 퇴직 예측 모델 개발)

  • Yun, You-Dong;Lee, Seol-Hwa;Ji, Hye-Sung;Lim, Heui-Seok
    • The Journal of Korean Association of Computer Education
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    • v.20 no.1
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    • pp.87-97
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    • 2017
  • Recently, much research has been done on the turnover and retirement intentions of the organization members as many companies recognize the negative impact of the human resource outflow on the organization. However, most of the studies are conducted in the form of questionnaires, and there is still a lack of studies on the turnover and retirement intentions based on the work life data. In this study, we analyzed the factors affecting the retirement of employees based on the work life profile, and created a retirement prediction model using the machine learning method. As a result, we could identify various factors that were not covered in previous researches. In addition, we have established a basis for research that can provide a solution for the problem of human resource outflow by generating a good performance retirement prediction model.

Study of the Health Recognition and Health Behavior Practice of Flight Attendants (승무원의 건강인식과 건강행위실천에 관한 연구)

  • Lee, Jung-Hyun;Kim, Seol-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.12
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    • pp.7204-7213
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    • 2014
  • This study examined the impact on work life on health recognition and health behavior practices. The data was collected from 314 flight attendants from June to July 2014 in A airline. Questionnaires were used to measure the levels of health recognition, health behavior practice, Stress index, external image, and the impact on the work life. The data was analyzed using descriptive statistics, T-test, ANOVA, Pearson's correlation, structural equating model using the SPSS AMOS 18.0 program. The research showed that health care influences the external image and work life, and the health behavior practice influences the stress management. A survey of the various influencing factors of work life will be needed in terms of human resource management to provide quality service to customers, and health care programs for flight attendants in workplace will be needed.

A Support Plan for the Documentation of Contemporary Artists' Work Activities Based on the Analysis of their Current Situation (동시대 미술작가들의 작품활동 기록화 현황과 지원 방안)

  • Songyi Kim;Moon-won Seol
    • Journal of Korean Society of Archives and Records Management
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    • v.24 no.1
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    • pp.231-256
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    • 2024
  • The study aims to investigate the production and management of contemporary Korean artists' personal records and propose support measures necessary for documenting their work activities, such as educational programs. First, through a literature review, the importance of documenting contemporary artists' work activities and the support program documentation are analyzed. Second, through interviews with six contemporary artists using various formats and media, records production by artistic process and management by documentation type are investigated. Third, based on the investigation analysis, the cooperation and support plan to be cooperated by art museums, archivists, and other record professionals for the artwork documentation is recommended. Areas of support are divided into educational program provision, museum artistic activity documentation, and documentation tools development and support.

A survey on the perceptions of dental hygienists and dentists on the legal scope of dental hygienists (치과위생사의 법적업무범위에 관한 인식 조사: 치과위생사와 치과의사를 대상으로)

  • Kim, Myoung-Hee;Kim, Seol-Hee;Kim, Hye-Sung;Hwang, Young-Sun;Kim, Jin
    • Journal of Korean Academy of Dental Administration
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    • v.9 no.1
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    • pp.14-24
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    • 2021
  • Dentists and dental hygienists are major collaborators, as expressed by the concept of "Four-handed dentistry." Dentists are guaranteed their legal duties and rights in accordance with the Medical Act, whereas dental hygienists are currently stipulated in the scope of their legal duties under the Act on Medical Technicians. However, there is a difference between the actual work and the legal work performed by dental hygienists; therefore, the work is dependent on many legal controversies and authoritative interpretations. The purpose of this study is, first, to develop a reliable questionnaire tool regarding the actual work performed by dental hygienists in dental hospitals and clinics, and second, to examine the awareness of the appropriateness of legal work based on the developed questionnaire. The target subjects of the survey were dental hygienists and dentists, and the dental hygienists were those who worked in dental hospitals and clinics as license reporters of the Korean Dental Hygienists Association. A total of 1,294 dental hygienists and 39 dentists were included in the final analysis. In the dental hygienist group, 19 items received the response "appropriate for legal work" in over 90% of cases, accounting for 25% of the total 76 items. In addition, in a total of 31 items, more than 80% of the responses were appropriate for legal work. Among them, the highest was 'Scailing' (97.7%), followed by "Extraoral-Panorama" (97.1%). In the dentist group, 10 out of 76 items showed over 90% adequacy for legal work, and among them, "instrument cleaning and sterilization" was the highest at 100%. It was followed by "Intraoral radiography," "Scailing," and "Toothpick method, TPM" with 97.4%. In the case of dentists, 28 out of a total of 76 items showed an appropriateness of more than 80% for legal work. This study comprehensively investigated the actual work of dental hygienists in line with timely and appropriate social issues and provided reliable statistics in evidence-based dentistry.

Estimation of the operating characteristics of a turbopump driven by a pyro-starter (파이로시동기로 작동되는 터보펌프의 구동특성 예측)

  • Kim Cheul-Woong;Seol Woo-Seok
    • Proceedings of the Korean Society of Propulsion Engineers Conference
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    • 2006.05a
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    • pp.167-170
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    • 2006
  • For a short time a pyre-starter should turn the blades of a turbine to the adequate rotational speed by a single operation. Through this process the pressures of the components of a propellant rise rapidly up to the operating point, and the components enter into a gas-generator. Combustion in the gas-generator occurs to keep the turbopumps working. In this research characteristic parameters of a pyre-starter which correspond to the required performance of the turbopump before the gas-generator starts to work were selected

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A FEC Code for Improving the WDM/SCM-PON Performance (WDM/SCM-PON의 성능 향상을 위한 FEC Code)

  • Seol, Dong-Min;Lee, Chul-Soo;Jang, Seung-Hyun;Jung, Eui-Suk;Kim, Byoung-Whi
    • Proceedings of the KIEE Conference
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    • 2005.10b
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    • pp.406-408
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    • 2005
  • A passive Optical Network (PON) is famous for the most cost-efficient solution among the optical networks. This is because there is no active device between a central office and subscribers. A wavelength division multiplexing (WDM) offers each subscriber to feel unlimited bandwidth. A WDM-PON, however, has a cost problem that WDM-PON is used commercially. To solve this trouble, it is surveyed that a Sub-Carrier Multiplexing (SCM) used in a WDM-PON increases the number of subscribers. The performance of WDM/SCM-PON varies with various noises. The several FEC Codes can reduce the effects of noise and improve the performance of the system. Thus, Choosing a suitable FEC code is important work. This paper describes that a Reed-Solomon (RS) code is the most suitable code for WDM/SCM-PON at the object of 100 Mbps and $10^{-9}$ BER

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Hot- Fire Injector Test for Determination of Combustion Stability Boundaries Using Model Chamber

  • Sohn Chae Hoon;Seol Woo-Seok;Shibanov Alexander A.;Pikalov Valery P.
    • Journal of Mechanical Science and Technology
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    • v.19 no.9
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    • pp.1821-1832
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    • 2005
  • This study realizes the conceptual method to predict combustion instability in actual full-scale combustion chamber of rocket engines by experimental tests with model (sub-scale) chamber. The model chamber was designed based on the methodologies proposed in the previous work regarding geometrical dimensions and operating conditions, and hot-fire test procedures were followed to obtain stability boundaries. From the experimental tests, two instability regions are presented by the parameters of combustion-chamber pressure and mixture (oxidizer/fuel) ratio, which are customary for combustor designers. It is found that instability characteristics in the chamber with the adopted jet injectors can be explained by the correlation between the characteristic burning or mixing time and the characteristic acoustic time: In each instability region, dynamic behaviors of flames are investigated to verify the hydrodynamically-derived characteristic lengths of the jet injectors. Large-amplitude pressure oscillation observed in upper instability region is found to be generated by lifted-off flames.

Method for tool alignment error Compensation of Angle controlled Ultra-Precision machining (각도 제어 초정밀 가공기의 공구 위치 검출)

  • Park, Soon-Sub;Lee, Ki-Young;Kim, Hyoung-Mo;Lee, Jae-Seol
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.6 no.3
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    • pp.53-57
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    • 2007
  • This paper presents a geometrical error compensation of tool alignment for B axis controlled machine. In precision machining, tool alignment is crucial parameter for machined surface. To decrease tool alignment error, plus tilted tool from B axis center is touched to reference work piece and checked the deviation from original position. Same process is performed in minus tilt. Comparing these 2 touch positions, wheel alignment error in X axis and Z axis can be calculated on B axis center. Experimental results show that this compensation method is efficient to correct tool alignment.

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Comparison of 3 Typical methods for ultra-precision grinding (가공방식에 따른 초정밀 연삭의 비교)

  • Park, Soon-Sub;Lee, Ki-Young;Kim, Hyoung-Mo;Lee, Jae-Seol
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.6 no.3
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    • pp.9-15
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    • 2007
  • Three methods for grinding: cross grinding, slanted tool axis grinding and parallel grinding, were carried out to study the machinability of tungsten carbide mold for glass formed aspherics lens. In our research, the optimum grinding conditions were investigated in terms of feed-rate, relative velocity of wheel and work piece, tool marks and surface roughness. It is shown that cross grinding are most effective in removal ratio but poor in surface roughness. In addition, tool marks of each method were differentiated on direction and shape.

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Compensation of Ultra-Precision Tool Position for Alignment Error (초정밀 공구 위치설정 오차의 보정)

  • Park, Soon-Sub;Lee, Ki-Young;Kim, Hyoung-Mo;Lee, Jae-Seol
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.6 no.4
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    • pp.71-75
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    • 2007
  • Geometrical error of ultra-precision machining due to spherical tool alignment error is analyzed. Deviation of spherical edge, ranged several ten micrometers, generates vertical and horizontal error of tool path and affects profile accuracy of machined surface. Simulation of machined error shows effect of tool alignment error and enables to estimate alignment error. This work provides technical insights into the minimizing of geometrical error of ultra-precision machining.

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