• Bulletin of the Korean Chemical Society
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• 제30권5호
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• pp.1121-1126
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• 2009

This paper describes a pattern recognition method of Magnoliae flos based on a gas chromatographic/mass spectrometric (GC/MS) analysis of the essential oil components. The botanical drug is mainly comprised of the four magnolia species (M. denudata, M. biondii, M. kobus, and M. liliflora) in Korea, although some other species are also being dealt with the drug. The GC/MS separation of the volatile components, which was extracted by the simultaneous distillation and extraction (SDE), was performed on a carbowax column (supelcowax 10; 30 m{\time}0.25 mm{\time}0.25{\mu}m$) using temperature programming. Variance in the retention times for all peaks of interests was within RSD 2% for repeated analyses (n = 9). Of the 74 essential oil components identified from the magnolia species, approximately 10 major components, which is $\alpha$-pinene, $\beta$-pinene, sabinene, myrcene, d-limonene, eucarlyptol (1,8-cineol), $\gamma$-terpinene, p-cymene, linalool, $\alpha$-terpineol, were commonly present in the four species. For statistical analysis, the original dataset was reduced to the 13 variables by Fisher criterion and factor analysis (FA). The essential oil patterns were processed by means of the multivariate statistical analysis including hierarchical cluster analysis (HCA), principal component analysis (PCA) and discriminant analysis (DA). All samples were divided into four groups with three principal components by PCA and according to the plant origins by HCA. Thirty-three samples (23 training sets and 10 test samples to be assessed) were correctly classified into the four groups predicted by PCA. This method would provide a practical strategy for assessing the authenticity or quality of the well-known herbal drug, Magnoliae flos.

• 대한음성학회지:말소리
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• 제58호
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• pp.83-99
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• 2006

One key factor that hinders the widespread deployment of speaker identification technologies is the requirement of long enrollment utterances to guarantee low error rate during identification. To gain user acceptance of speaker identification technologies, adaptation algorithms that can enroll speakers with short utterances are highly essential. To this end, this paper applies MLLR speaker adaptation for speaker enrollment and compares its performance against other speaker modeling techniques: GMMs and HMM. Also, to speed up the computational procedure of identification, we apply speaker clustering method which uses principal component analysis (PCA) and weighted Euclidean distance as distance measurement. Experimental results show that MLLR adapted modeling method is most effective for short enrollment utterances and that the GMMs performs better when long utterances are available.

• 한국식품영양학회지
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• 제34권1호
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• pp.1-14
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• 2021

This study evaluated the antioxidant activity and quality characteristics of rice cookie with added butterbur powder in a ratio of 0, 5, 10, 15, and 20% to confirm the possibility of butterbur as a functional food. The moisture content, spread factor, leavening rate, and hardness of rice cookies increased with an increase in the amount of butterbur powder; whereas a decrease in the pH and baking loss rate was observed. The L and b values decreased as the amount of butterbur powder increased, but the value was the lowest when 5% of butterbur powder was added. The sensory liking score showed the highest preference for 10% butterbur powder regarding appearance, flavor, taste, texture, and overall preference. In the principal component analysis (PCA), the addition of 10% butterbur powder positively affected the measure of food acceptance in terms of organoleptic properties of butterbur. Besides, as the amount of added butterbur powder increased, the antioxidant activity of rice cookies increased. Based on these results, it appears that the addition of butterbur powder to rice cookies in a 10% ratio can produce rice cookies with excellent antioxidant activity, overall quality, and high preference.

• 한국환경과학회지
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• 제25권6호
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• pp.767-787
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• 2016

In this study, we analyzed on-site monitoring data for 15 tributaries in Geumho watersheds for 3 years (2011-2013) in order to sort out priorities on water quality characteristics and improvement. As a result of estimating contribution to contamination of the tributary rivers, Dalseocheon showed the highest load densities, despite the smallest watershed area, with 22.7% $BOD_5$, 30.7% $COD_{Mn}$, 31.3% TOC and 47.6% TP. After conducting PCA (principal component analysis) and FA (factor analysis) to analyze water quality characteristics of the tributary rivers, the first factor was classified as $COD_{Mn}$, TOC, EC, TP and $BOD_5$, the second factor as pH, Chl-a and DO, the third factor as water temperature and TN, and the fourth factor as SS and surface flow. In addition, arithmetical sum of each factor's scores based on grading criteria revealed that Dalseocheon and Namcheon were classified into Group A for their highest scores - 96 and 93, respectively -, and selected as rivers that require water environmental management measures the most. Also, water environmental contamination inspection showed that Palgeocheon had the most number of aquatic factors to be controlled: $BOD_5$, $COD_{Mn}$, SS, TOC, T-P, Chl-a, etc.

• 응용통계연구
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• 제30권6호
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• pp.889-899
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• 2017

독립성분분석은 혼합된 신호에서 원신호들을 분리하기 위해서 사용되는 다변량 분석방법으로서, 블라인드 음원 분리 중 가장 널리 사용되는 방법이다. 독립성분분석은 주성분분석이나 요인분석과 같이 선형변환을 사용하지만, 원신호들의 통계적 독립과 비정규성 가정을 필요로 한다는 점에서 다르다. 설명되는 분산의 누적비율이 클수록 더 중요한 성분을 의미하게 되는 주성분분석과 달리, 독립성분분석에서는 독립성분들의 중요순서를 결정하는데 적절한 유일한 기준이 정해지지 않는다. 군집분석이나 차원축소된 그래프 작성 등과 같은 후속 연구를 진행하기 위해서는 일부의 주요 독립성분을 사용하게 되므로, 성분의 순서를 정하는 것은 의미가 있다. 본 연구에서는 성분의 순서를 결정하기 위한 몇 가지 기준의 성능을 비교하였다. 첨도와 첨도의 절댓값, 음의 엔트로피, 콜모고로프-스미르노프 통계량, 계수제곱합을 이용한 방법이 고려되었다. 이들은 알려진 그룹을 분류하는 능력을 기준으로 평가되었다. 두 가지 형태의 자료를 이용한 분석결과를 제시하였다.

• 응용통계연구
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• 제28권1호
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• pp.103-114
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• 2015

경제의 새로운 성장요인으로 중소기업의 역할이 부각됨에 따라 중소기업의 경기를 적절히 파악할 수 있는 지표 개발의 필요성이 증대되고 있다. 현재 여러 기관에서 발표하는 중소기업 경기와 관련된 지표들은 대부분 BSI(Business survey index)에 기초하고 있고 주관적 지표에 의존하고 있어 정확한 경기 상황을 충분히 반영한다고 볼 수 없다. 본 연구에서 제시한 새로운 경기지표는 주성분 분석과 가중치 방법으로 통계청의 기준순환 일에 의한 경기 국면을 적절히 반영하고 있다. 제안된 새로운 경기지수는 경기종합지수와 유사한 추세를 보이면서 통계학적 이론에 충실한 지표임을 실증사례 연구로부터 입증한다.

• Current Optics and Photonics
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• 제1권4호
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• pp.412-420
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• 2017

Multinucleated bone resorptive osteoclasts differentiate from bone marrow-derived monocyte/macrophage precursor cells. During osteoclast differentiation, mononuclear pre-osteoclasts change their morphology and biochemical characteristics. In this study, Raman spectroscopy with multivariate techniques such as Principal Component Analysis (PCA) and Linear Discriminant Analysis (LDA) were used to extract biochemical information related to various cellular events during osteoclastogenesis. This technique allowed for label-free and noninvasive monitoring of differentiating cells, and clearly discriminated four different time points during osteoclast differentiation. The Raman band intensity showed significant time-dependent changes that increased up to day 4. The results of Raman spectroscopy agreed with results from atomic force microscopy (AFM) and tartrate-resistant acid phosphatase (TRAP) staining, a conventional biological assay. Under AFM, normal spindle-like mononuclear pre-osteoclasts became round and smaller at day 2 after treatment with a receptor activator of nuclear $factor-{\kappa}B$ ligand and they formed multinucleated giant cells at day 4. Thus, Raman spectroscopy, in combination with PCA-LDA, may be useful for noninvasive label-free quality assessment of cell status during osteoclast differentiation, enabling more efficient optimization of the bioprocesses.

• 한국콘텐츠학회논문지
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• 제14권7호
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• pp.346-355
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• 2014

본 연구의 목적은 시설거주 여성노인의 일상생활동작이 반영된 기초신체활동을 측정하여 대상자들의 기초신체활동의 기본적인 필수 측정요소와 측정항목을 제시하기 위함이다. 대상자는 대전과 충남에 소재한 장기요양시설 4곳의 만 65세 이상 여성노인 105명이며, 일상생활동작이 반영된 8개 항목(악력, 스텝 테스트, 의자에서 앉았다 일어나기, 한발 서기, 기능적 팔 뻗기, 8자 보행, 5m 보행, 일어서고 걷기)을 측정하였다. 자료는 평균과 표준편차, 요인분석, ANOVA, 그리고 피어슨의 상관관계로 분석하였다. 연령집단 간각 종목의 평균을 분석한 결과 연령이 증가함에 따라 각 측정항목의 결과에 유의한 차이를 나타냈다. 8개 측정항목은 요인분석을 통해 근력과 이동능력 두 영역으로 제시하였다. 시설거주 여성노인에게 중요한 체력요소인 이 근력과 이동능력 영역은 연령이 증가할수록 모두 유의하게 감소하였다. 따라서 시설거주 여성노인의 운동을 위한 간호전략에 있어 근력 및 이동능력의 요소가 고려되어야 하며, 이 두 영역에 대한 측정항목 또한 객관적인 지표가 마련되어야 한다.

• 대한간호학회지
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• 제45권3호
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• pp.439-448
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• 2015

Purpose: The purpose of this study was to examine validity and reliability of Webel and colleagues'HIV Self-Management Scale when used with a Korean sample. Methods: The original 20-item HIV Self-Management Scale was translated into Korean using translation and back-translation. Nine HIV nurse experts tested content validity. Principal component analysis (PCA) and confirmatory factor analysis (CFA) of data from 203 patients was used to test construct validity. Concurrent validity was evaluated using correlation with patients'self-rating as a "mart patient"measured using a visual analogue scale. Internal consistency was tested by Cronbach' alpha coefficients. Results: All items were rated as having satisfactory content validity. Based on PCA and consideration of conceptual meaning, a three-factor solution was selected, explaining 48.76% of the variance. CFA demonstrated the adequacy of the three-domain structure of the construct HIV self-management: daily self-management health practices, social support and HIV self-management, and chronic nature of HIV self-management. Goodness-of-fit indices showed an acceptable fit overall with the full model (${\chi}^2/df_{(164)}=1.66$, RMSEA=0.06, SRMR=0.05, TLI=0.91, and CFI=0.92). The Korean version of the HIV Self-Management Scale (KHSMS) was significantly correlated with patients'self-rated smart patient (r=.41). The subscale Cronbach' alpha coefficients ranged from .78 to .81; alpha for the total scale was .89. Conclusion: The KHSMS provides a valid and reliable measure of self-management in Korean patients with HIV. Continued psychometric testing is recommended to provide further evidence of validity with this population.

• 대한환경공학회지
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• 제29권5호
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• pp.521-527
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• 2007

PCBs의 오염정도 파악과 발생원 추정을 위해 다양한 발생원이 밀집한 시화 공단지역을 중심으로 8개의 토양시료를 채취 분석하였다. 토양 중 PCBs의 농도는 $2.43\sim274$ ng/g dry($0.116\sim60.5$ pg WHO-TEQ/g dry)의 범위로 검출되었고, 배가스 시료는 $48.6\sim2,872ng/m^3(0.00150\sim15.2ng\;WHO-TEQ/m^3)$의 범위로 조사되었으며, 이는 기존의 연구결과와 비교적 유사한 수준인 것으로 나타났다. 토양 중 PCBs의 동족체분포는 시료마다 다양한 패턴을 보였으나, 동족체 중 이성질체분포는 매우 유사한 경향을 나타내었다. 토양시료에 대한 발생원 추정을 위해 주성분분석을 수행한 결과 누적부하량이 95.7%인 주성분 1, 2를 추출할 수 있었다. 또한 Aroclors와 배출가스의 이성질체패턴 비교결과를 토대로 토양시료의 주성분분석 결과를 해석한 결과, 연소공정보다는 제품 PCBs에 의한 영향이 많은 것으로 추정되었고, 토양 중 PCBs의 많은 부분을 기존의 발생원인 제품 PCBs와 연소공정으로 설명할 수 있었다.