• 한국컴퓨터정보학회논문지
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• 제25권3호
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• pp.109-115
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• 2020

본 논문에서는 부분 최소 제곱(PLS) 회귀 모형을 이용한 인공지능(AI) 기술 분석을 제안한다. AI 기술은 이제 우리 사회의 대부분의 영역에 영향을 미치고 있다. 따라서 이 기술에 대한 정확한 이해가 필요하게 된다. AI 기술을 분석하기 위하여 전 세계 특허 데이터베이스로부터 AI 관련 특허 문서를 수집하고 텍스트 마이닝 기법을 사용하여 수집된 특허 문서에서 AI 기술 키워드를 추출한다. 본 연구에서는 추출된 AI 키워드 데이터를 PLS 회귀 모형으로 분석한다. 바이오정보학, 사회과학 및 공학 등 다양한 분야에서 고급 데이터 분석을 위하여 사용되는 PLS 회귀 모형은 부분 최소 제곱 기법을 기반으로 한다. 제안 방법의 성능을 확인하기 위하여 AI 특허 문서를 사용하여 분석 실험을 수행하고 제안하는 연구가 실제 문제에 어떻게 적용될 수 있는지 보여 준다. 본 논문은 AI 기술뿐만 아니라 다른 기술 분야에도 적용 할 수 있다.

• 한국측량학회지
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• 제35권1호
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• pp.55-62
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• 2017

The SRP (Solar Radiation Pressure) model has always been an issue in the dynamic GPS (Global Positioning System) orbit determination. The widely used CODE (Center for Orbit Determination in Europe) model and its variants have nine parameters to estimate the solar radiation pressure from the Sun and to absorb the remaining forces. However, these parameters show a very high correlation with each other and, therefore, only several of them are estimated at most of the IGS (International GNSS Service) analysis centers. In this study, we attempted to numerically verify the correlation between the parameters. For this purpose, a bi-directional, multi-step numerical integrator was developed. The correlation between the SRP parameters was analyzed in terms of post-fit residuals of the orbit. The integrated orbit was fitted to the IGS final orbit as external observations. On top of the parametric analysis of the SRP parameters, we also verified the capabilities of orbit prediction at later time epochs. As a secondary criterion for orbit quality, the positional discontinuity of the daily arcs was also analyzed. The resulting post-fit RMSE (Root-Mean-Squared Error) shows a level of 4.8 mm on average and there is no significant difference between block types. Since the once-per-revolution parameters in the Y-axis are highly correlated with those in the B-axis, the periodic terms in the D- and Y-axis are constrained to zero in order to resolve the correlations. The 6-hr predicted orbit based on the previous day yields about 3 cm or less compared to the IGS final orbit for a week, and reaches up to 6 cm for 24 hours (except for one day). The mean positional discontinuity at the boundary of two 1-day arcs is on the level of 1.4 cm for all non-eclipsing satellites. The developed orbit integrator shows a high performance in statistics of RMSE and positional discontinuity, as well as the separations of the dynamic parameters. In further research, additional verification of the reference frame for the estimated orbit using SLR is necessary to confirm the consistency of the orbit frames.

• Safety and Health at Work
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• 제8권3호
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• pp.318-321
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• 2017

This commentary presents the regulatory backgrounds and development of the national proficiency testing (PT) scheme on asbestos analysis in the Republic of Korea. Since 2009, under the amended Occupational Safety and Health Act, the survey of asbestos in buildings and clearance test of asbestos removal works have been mandated to be carried out by the laboratories designated by the Ministry of Employment and Labor (MOEL) in the Republic of Korea. To assess the performance of asbestos laboratories, a PT scheme on asbestos analysis was launched by the Korea Occupational Safety and Health Agency (KOSHA) on behalf of the MOEL in 2007. Participating laboratories are evaluated once a year for fiber counting and bulk asbestos analysis by phase contrast microscopy and polarized light microscopy, respectively. Currently, the number of laboratory enrollments is > 200, and the percentage of passed laboratories is > 90. The current status and several significant changes in operation, sample preparations, and statistics of assigning the reference values of the KOSHA PT scheme on asbestos analysis are presented. Critical retrospect based on the experiences of operating the KOSHA PT scheme suggests considerations for developing a new national PT scheme for asbestos analysis.

• 한국농공학회논문집
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• 제58권4호
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• pp.9-19
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• 2016

The objective of this study was to evaluate the applicability of SWAT (Soil and Water Assessment Tool) model for runoff estimation in the Nam river dam watershed. Input data for the SWAT model were established using spatial data (land use, soil, digital elevation map) and weather data. The SWAT model was calibrated and validated using observed runoff data from 2003 to 2014 for three stations (Sancheong, Shinan, Changchon) within the study watershed. The $R^2$ (Determination Coefficient), RMSE (Root Mean Square Error), NSE (Nash-Sutcliffe efficiency coefficient), and RMAE (Relative Mean Absolute Error) were used to evaluate the model performance. Parameters for runoff calibration were selected based on user's manual and references and trial and error method was applied for parameter calibration. Calibration results showed that annual mean runoff were within ${\pm}5%$ error compared to observed. $R^2$ were ranged 0.64 ~ 0.75, RMSE were 2.51 ~ 4.97 mm/day, NSE were 0.48 ~ 0.65, and RMAE were 0.34 ~ 0.63 mm/day for daily runoff, respectively. The runoff comparison for three stations showed that annual runoff was higher in Changchon especially summer and winter seasons. The flow exceedance graph showed that Sancheong and Shinan stations were similar while Changchon was higher in entire fraction.

• 응용통계연구
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• 제14권1호
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• pp.71-80
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• 2001

로지스틱 회귀모형은 이항 반응자료에 대한 가장 보편적인 일반화 선형모형으로 독립변수에 대한 확률함수를 추정하는데 이용된다. 많은 실제적 상황에서 확률함수가 종형의 곡선형태로 표현되는데 이 경우에는 2차항을 포함한 로지스틱 회귀모형을 이용한 분석은 대칭성을 갖는 확률함수에 대한 가정으로 인해 비대칭 형태의 종형곡선에서는 확률함수의 신뢰성이 저하되고, 2차항을 포함하기 때문에 독립변수의 효과를 설명하기가 쉽지 않다는 제한점을 가지고 있다. 본 논문에서는 이러한 문제점을 해소하기 위해서 로지스틱 회귀분석과 반복적 이분법을 이용하여 종형의 형태에 관계없이 확률곡선을 추정하는 방법론을 제안하고 모의 실험을 통해 2차항을 포함한 로지스틱 회귀모형과 비교하고자 한다.

• 한국정보통신학회논문지
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• 제15권9호
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• pp.2032-2037
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• 2011

표지 유전자는 특정한 실험 조건의 특성을 나타내주는 발현수준의 유전자를 의미한다. 이 유전자들은 여러 집단간의 발현수준에서 유의한 차이를 보여주며, 실제로 집단 간의 차이를 유발하는 유전자일 확률이 높아 특정 생물학적 현상과 관련 있는 표지 유전자를 찾는 연구에 이용될 수 있다. 본 논문에서는, 먼저 그 동안 제안된 여러 표준화 방법들 중에서 가장 널리 사용되고 있는 방법들을 이용하여 데이터를 표준화 한 후 통계에 따라 유전자의 우선순위를 정함으로써 표지유전자를 추출할 수 있는 시스템을 제안하였다. 다층퍼셉트론 신경망 분류기를 이용하여 각 표준화 방법들의 성능을 비교분석하였다. 그 결과 Lowess 표준화 후 ANOVA를 이용하여 선택된 8개의 표지 유전자를 포함하는 마이크로어레이 데이터 셋에 MLP 알고리즘을 적용한 결과 99.32%의 가장 높은 분류 정확도와 가장 낮은 예측 에러 추정치를 나타내었다.

• 한국통신학회논문지
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• 제32권1B호
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• pp.1-10
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• 2007

논문에서는 인터넷 트래픽 환경에서 예측하기 어려운 동적 트래픽은 물론 양방향 비대칭적 트래픽을 광 네트워킹 기술을 이용하여, WDM(Wavelength Division Multiplexing) Mesh 네트워크로 수용하는 방안을 제안한다. 제안된 방안에서는 중간 노드(intermediate node)에서 변동하는 인터넷 트래픽에 대한 IP 라우터의 스위칭 통계정보를 기반으로 새로운 광경로를 결정하도록 함으로써, 네트워크의 동적인 그리고 분산적인 트래픽 제어가 이루어지도록 하였다. 이로써 인터넷 트래픽의 실시간적 변동에 따른 RWA(Routing and Wavelength Assignment)의 효율성 열화 효과를 줄이면서 네트워크의 확장성과 유연성이 개선되도록 하였다. 본 논문에서는 노드에서의 트래픽 형상 분석방법과 광경로 설정/절체 과정에 대해 설명하고, 컴퓨터 시뮬레이션을 통해 제안한 개념의 성능을 분석하였다.

• Asian Pacific Journal of Cancer Prevention
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• 제16권11호
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• pp.4723-4726
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• 2015

Background: The survival of patients with hypopharyngeal cancer is low amongst head and neck cancer cases. The incidence rates of hypopharyngeal cancers in our population are amongst the highest in the world and there are limited data available on the literature on varied responses to first course of treatment with radiotherapy (RT) and concurrent chemo-radiotherapy (CRT) in our population. Materials and Methods: Clinical characteristics and initial responses to treatment in patients who had received radiotherapy and chemo-radiotherapy in a regional cancer center from January 2010 to December 2013 were evaluated. The data were obtained from the hospital cancer registry, and analysis was carried using descriptive statistics. Pearson's chi-square was used to test for differences in the variables and p<0.05 was considered statistically significant. Results: A total of 554 patients were included in the analysis, 411 (74.2%) receiving RT and 143 (25.8%) being given CRT. There was significantly lower number of patients above 70 years with a higher proportion of patients below 50 years who had received CRT (p<0.05). Some 79.3% and 84.6% of patients in the RT and CRT groups respectively presented with a favorable performance status, and in the RT group 240 (58.4%) showed complete response (CR), and in the CRT group 103 (72.0%) showed CR at the first follow-up (p<0.05). Conclusions: Concurrent chemo-radiotherapy gives better short term response to treatment in locally advanced hypopharyngeal cancers.

• 한국응급구조학회지
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• 제9권1호
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• pp.43-53
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• 2005

The purpose of this study was to survey a perception of frequency & importance level of job performance, from 249 paramedics who were working at fire station. The job related activities of 4 duties, 18 tasks and 145 task elements were checked by 4 rating scale. The data were analyzed using a SPSS program for descriptive statistics. The results of the study were as follows ; 1. Some of the most frequent tasks were medical tx, managing people & organization, trauma care, pt assessment, general coping skill 2. Some of the most frequent task elements were preparation of written reports, operation of pt lifting supplies, transportation of patients on stretchers, administration of cervical collar and utilization of scoop stretcher. 3. Some of the highest level of importance in task were resuscitation of circulation, surgical tx, safety & infection control, environmental emergency care, trauma care. 4. Some of the highest level of importance in task elements were administration of cervical collar, adult CPR, infant CPR, child CPR, and AED. 5. The highest level of task elements in perception of frequency & importance were administration of cervical collar, infection control after pt care, utilization of long back board, disinfection of ambulance after ride a long, care of chest pain pt, care of unconscious pt, tx of asthma. 6. A difference between frequent & importance score were due to lack of supplies(41%), structural problems(30%) and medical control system(16%), lack of skills(10%), Suggestion; 1. This paper would be more reliable and confirm through wilder range of survey. 2. It would be necessary of more depth survey through dacom study from paramedic. 3. Development of field oriented protocol & curriculum that based on task elements which have high score of both frequency & importance level is required.

• 한국산림과학회지
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• 제99권1호
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• pp.57-61
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• 2010

본 연구는 난대산림연구소의 제주시험림에 있는 붉가시나무(Quercus acuta)에 대한 개체목의 수간곡선식 추정 및 간재적을 추정하기 위하여 수행되었다. 최적의 추정식을 선택하기 위하여 Max and Burkhart식, Kozak식 및 Lee식을 적용하여 각 식의 직경 추정에 대한 검정 통계량 및 실측치와 추정치간의 오차분포를 검증하였다. 그 결과 Max and Burkhart식 및 Lee식이 특정 구간에서 과대치 또는 과소 추정치를 보인데 반하여 Kozak식은 전구간에서 고른 분포를 보였다. 추정력이 가장 좋은 Kozak식을 활용하여 수피포함 재적표를 작성하였다.