• 응용통계연구
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• 제28권2호
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• pp.159-174
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• 2015

최근에 Dragomiretskiy와 Zosso (2014)는 경험적모드분해의 단점을 보완하여 새로운 신호 분해방법인 변동모드분해법(Variational Mode Decomposition)을 고안하였다. 기본적으로 변동모드분해법은 경험적모드분해법에 비하여 주파수 탐색 및 분리(tone detection and tone separation)에 탁월한 성능을 보인다. 또한 고속퓨리에변환을 기반으로 한 알고리즘을 사용하여 경험적모드분해법보다 잡음에 강건하다는 장점이 있다. 하지만 변동모드분해법은 결측 등으로 신호가 동일한 시간간격 혹은 공간적 간격으로 측정되지 않은 경우 제대로 동작하지 않는 단점이 있다. 이를 보완하기 위해서 본 논문에서는 변동모드분해법에 다단계우도함수를 조합하는 새로운 방법을 제안한다. 여기에서 다단계우도함수는 변동모드분해법이 신호를 적절한 내재모드함수로 분해하기 전에 결측치를 대체하는 효율적인 방법을 제시한다. 모의실험과 실제 자료의 사례연구를 통하여 변동모드분해법이 기존의 방법보다 더 효율적으로 신호를 분해한다는 것을 보일 것이다.

• 응용통계연구
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• 제20권3호
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• pp.541-550
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• 2007

시계열자료를 분석하는데 있어 중요한 목적 중에 하나가 미래값에 대한 예측이다. 일반적으로 자기회귀이동평균모형에서는 백색잡음이 정규분포를 따른다는 가정 하에서 모수의 추론과 예측 및 예측구간의 추정이 이루어지고 있다. 그러나 자료가 이러한 가정을 만족하지 않는 경우, 자료를 가정에 맞게 변환시킨 후 분석하는 방법을 생각해 볼 수 있다. 이 논문에서는 변환된 자료를 분석하여 얻은 결과를 이용하여 본래의 척도에서의 미래값에 대한 예측구간을 추정하는 문제에 대해 알아본다. 제안하는 방법에서는 먼저 적절한 변환을 이용하여 자료를 정규가정을 만족하도록 변환시키고 변환된 자료를 이용하여 미래값에 대한 예측구간을 추정한 후, 역변환을 이용하여 예측구간을 추정한다. 이 논문에서는 시계열분석에서 모델링이 상대적으로 어려운 왜도의 문제를 해결하기 위해 Yeo-Johnson 변환을 중심으로 한 방법론을 소개한다. 모의실험 결과 제안된 방법에 의한 단측예측구간의 포함확률이 변환을 사용하지 않은 구간보다 명목수준에 가까운 것을 확인하였다.

• Journal of Information Science Theory and Practice
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• 제3권2호
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• pp.42-57
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• 2015

Purpose. : The present study is an attempt to find out the impact of self-citations on Impact Factor (IF) across disciplines. The study examines the number of research articles published across 27 major subject fields covered by SCImago, encompassing as many as 310 sub-disciplines. The study evaluates aspects like percentage of self-citations across each discipline, leading self-citing countries and continents, and the impact of self-citation on their IF. Scope. : The study is global in nature, as it evaluates the trend of self-citation and its impact on IF of all the major subject disciplines of the world, along with countries and continents. IF has been calculated for the year 2012 by analyzing the articles published during the years 2010 and 2011. Methodology/Approach. : The study is empirical in nature; as such, statistical and mathematical tools and techniques have been employed to work out the distribution across disciplines. The evaluation has been purely under-taken on the secondary data, retrieved from SCImago Journal and Country Ranking. Findings. : Self-citations play a very significant part in inflating IF. All the subject fields under study are influenced by the practice of self-citation, ranging from 33.14% to 52.38%. Compared to the social sciences and the humanities, subject fields falling under the purview of pure and applied sciences have a higher number of self-citations, but a far lesser percentage than the social sciences and humanities. Upon excluding self-citations, a substantial amount of change was observed in the IF of subject fields under study, as 18 (66.66%) out of 27 subjects fields faced shuffle in their rankings. Variation in rankings based on IF with and without self-citation was observed at subject level, country level, and continental level.

• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2018년도 학술발표회
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• pp.154-154
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• 2018

To interpret the climate projections for the future as well as present, recognition of the consequences of the climate internal variability and quantification its uncertainty play a vital role. The Korean Peninsula belongs to the Far East Asian Monsoon region and its rainfall characteristics are very complex from time and space perspective. Its internal variability is expected to be large, but this variability has not been completely investigated to date especially using models of high temporal resolutions. Due to coarse spatial and temporal resolutions of General Circulation Models (GCM) projections, several studies adopted dynamic and statistical downscaling approaches to infer meterological forcing from climate change projections at local spatial scales and fine temporal resolutions. In this study, stochastic downscaling methodology was adopted to downscale daily GCM resolutions to hourly time scale using an hourly weather generator, the Advanced WEather GENerator (AWE-GEN). After extracting factors of change from the GCM realizations, these were applied to the climatic statistics inferred from historical observations to re-evaluate parameters of the weather generator. The re-parameterized generator yields hourly time series which can be considered to be representative of future climate conditions. Further, 30 ensemble members of hourly precipitation were generated for each selected station to quantify uncertainty. Spatial map was generated to visualize as separated zones formed through K-means cluster algorithm which region is more inconsistent as compared to the climatological norm or in which region the probability of occurrence of the extremes event is high. The results showed that the stations located near the coastal regions are more uncertain as compared to inland regions. Such information will be ultimately helpful for planning future adaptation and mitigation measures against extreme events.

• 폴리머
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• 제32권5호
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• pp.440-445
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• 2008

정수압 상태의 선형저밀도 폴리에틸렌 튜빙의 파손 메커니즘과 파손 모폴로지를 연구하였다. 비디오현미경과 주사전자현미경을 이용한 관찰 결과, 선형저밀도 폴리에틸렌 튜빙의 파손모드는 내면에서 외면으로 진전되는 크랙을 수반하는 취성파괴임을 확인하였다. 또한 산화유발시간과 적외선분광분석을 통하여, 파손된 선형저밀도 플리에틸렌 튜빙의 단면상에 열화에 의한 발열 피크와 카르보닐 피크의 증가를 관찰하였다. 열 가속에 의한 음력과 수명특성 사이의 관계를 고려한 선형저밀도 폴리에틸렌 튜빙의 가속수명시험법 및 시험장치를 개발하였다. 선형저밀도 폴리에틸렌 튜빙의 장기 정수압 상태의 수명을 예측하기 위해 아레니우스 모델과 와이블 분포를 적용한 통계학적 기법을 도입하였다. 그 결과, 사용온도 $25^{\circ}C$에서의 선형저밀도 폴리에틸렌 튜빙의 장기수명을 평가/분석하였다.

• 한국지하수토양환경학회지:지하수토양환경
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• 제21권1호
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• pp.86-93
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• 2016

Fenton is the reaction using the OH· radicals generating by interaction between hydrogen peroxide and Fe²⁺ which can oxidize the contaminants. Fe²⁺ ions are oxidized to Fe³⁺ ions by reaction with H₂O₂ and formed OH· radicals. UV-Fenton process includes the additional reaction that generates the OH· radicals by photodegradation of H₂O₂. In methylorange (MO) decolourization experiment with UV-Fenton, optimal Fe²⁺: H₂O₂ ratio was obtained at 1 : 10. Based on the obtained condition (H₂O₂= 10mM, Fe²⁺ = 1 mM) with/without UV-fenton experiment was carried out. Removal efficiency and sludge production were measured at 30 min. The case of w/o UV irradiation and only H₂O₂ was hardly treated and only Fe²⁺ showed 65% removal owing to coagulation. When UV-Fenton process in optimal ratio (Fe²⁺: H₂O₂ = 1 : 10), UV irradiation showed better removal efficiency than of w/o UV irradiation. Also, MO decolourization was a function of the hydrogen peroxide concentration (x₁), Fe²⁺:H₂O₂ ratio (x₂), and numbers of UV lamp (x₃) from the application of the response surface methodology. Statistical results showed the order of significance of the independent variables to be hydrogen peroxide concentration > numbers of UV l amp > Fe²⁺: H₂O₂ ratio.

• 한국프랜차이즈경영연구
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• 제12권3호
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• pp.21-34
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• 2021

Purpose: As the visual expression cue that can easily reveal and imprint the brand image to consumers becomes more important, franchise coffee shops are making various efforts to establish design elements and brand identity. Therefore, the purpose of this study is to examine the structural model between design elements, brand identity, brand association, brand personality, and brand image of franchise coffee shops from various angles, and to suggest a plan for using visual elements makes a brand image on the franchise in the future. Research design, data, and methodology: This study tests the structural relationship between design elements, brand identity, brand association, brand personality, and brand image of franchise coffee shops. design elements are divided into three attributes (interior design, product design). And brand identity is divided into two attributes (brand name, brand symbol/logo). In order to achieve the purposes of this research, research model and hypotheses were developed based on previous researches. All constructs were measured with multiple items developed and tested in the previous studies. The data were collected from 380 customers who visited franchise coffee shops and were analyzed through SPSS 26.0 and SmartPLS 3.0 statistical package program. Result: As a result of this study, first, it is confirmed that product design has a positive effect on brand association toward coffee shops. Second, interior design and product design have a positive effect on brand personality. Third, all brand identity have a significant positive impact on brand association and brand personality. Finally, brand association and brand personality of coffee specialty shops have a positive effect on brand image. Conclusions: The following implications of this study are as follows. This study is confirmed that there is an effect of design elements attributes and brand identity attributes on brand association and brand personality. And, the brand image was found to be influenced by brand association and brand personality. This suggests that it can be used to establish visible marketing strategies for franchise coffee shops. Therefore, it is necessary to further improve efforts to raise the level of the brand image through visual factors such as unusual interior design, product packages.

• Journal of Korea Trade
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• 제25권5호
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• pp.1-18
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• 2021

Purpose - Although Korean food export has been increasing, they will stagnate without markets. This study considers Korean halal food exports to Indonesia and Malaysia, which are two of the largest halal food markets. Given the context, this study aims to predict Indonesian and Malaysian consumers' purchase intention toward Korean halal food through their acceptance of and feeling toward Korea's image. Design/methodology - This study surveyed Indonesian and Malaysian consumers who purchased Korean halal food in the past year. The survey data were analyzed using the statistical package for the social sciences 21.0 and the analysis of moment structures 21.0. Findings - The analysis reveals that the feeling toward Korea's image and its food image significantly impacted attitudes and subjective norms, while the acceptance of Korea's image significantly impacted only subjective norms. Attitude showed no significant effect on purchase intention, whereas subjective norms exhibited a significant effect on purchase intention. The image feeling had a greater impact on attitudes in Indonesia than those in Malaysia, whereas image acceptance showed a greater influence on subjective norms in Malaysia than those in Indonesia. Originality/value - This study considers the difference between Indonesian and Malaysian consumers in relation to their acceptance of and feeling toward Korea's image and its halal food image. These findings on Korea's image can play a key role in establishing Korea's food export strategy and have strategic implications on Korean companies aiming to enter the halal food market or increase their market share.

• 한국융합학회논문지
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• 제12권10호
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• pp.9-17
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• 2021

최근 빅데이터 분석, 인공지능, 기계학습 등의 발전으로 인해서 데이터를 과학적으로 분석하는 기술이 발전하고 있으며 이는 의사결정 문제를 최적으로 해결해주고 있다. 그러나 특정 분야의 경우에는 데이터의 양이 부족해서 과학적 방식에 적용하는 것이 어렵다. 예컨대 부동산과 같은 데이터는 데이터 발표 시점이 최근이거나 비 유동성 자산이다 보니 발표 주기가 긴 경우가 많다. 따라서 본 연구에서는 이런 문제점을 극복하기 위해서 TimeGAN 모형을 통해 기존의 시계열의 확장 가능성에 대해서 연구하고자 한다. 이를 위해 부동산과 관련된 총 45개의 시계열을 데이터 셋에 맞게 2012년부터 2021년까지 주 단위로 데이터를 수집하고 시계열 간의 상관관계를 고려해서 총 15개의 최종 시계열을 선정한다. 15개의 시계열에 대해서 TimeGAN 모형을 통해 데이터 확장을한 결과, PCA 및 T-SNE 시각화 알고리즘을 통해 실제 데이터와 확장 데이터 간의 통계적 분포가 유사하다는 것을 확인할 수 있었다. 따라서 본 논문을 통해서 데이터의 과적합 또는 과소적합이라는 한계점을 극복할 수 있는 다양한 실험이 연구되기를 기대한다.

• 한국미생물·생명공학회지
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• 제49권2호
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• pp.181-191
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• 2021

The present study addresses isolation, optimization, partial purification, and characterization of a haloalkaline serine protease from a newly isolated haloarchaeal strain isolated from Wadi El Natrun in Egypt. We expected that a two-step sequential statistical approach (one variable at a time, followed by response surface methodology) might maximize the production of the haloalkaline serine protease. The enzyme was partially purified using Hiprep 16/60 sephacryl S-100 HR gel filtration column. Molecular identification revealed the newly isolated haloarchaeon to be Natrialba hulunbeirensis strain WNHS14. Among several tested physicochemical determinants, casamino acids, KCl, and NaCl showed the most significant effects on enzyme production as determined from results of the One-Variable-At-A-time (OVAT) study. The BoxBehnken design localized the optimal levels of the three key determinants; casamino acids, KCl, and NaCl to be 0.5% (w/v), 0.02% (w/v), and 15% (w/v), respectively, obtaining 62.9 U/ml as the maximal amount of protease produced after treatment at 40℃, and pH 9 for 9 days with 6-fold enhancement in yield. The enzyme was partially purified after size exclusion chromatography with specific activity, purification fold, and yield of 1282.63 U/mg, 8.9, and 23%, respectively. The enzyme showed its maximal activity at pH, temperature, and NaCl concentration optima of 10, 75℃, and 2 M, respectively. Phenylmethylsulfonyl fluoride (PMSF, 5 mM) completely inhibited enzyme activity.