• Title/Summary/Keyword: 개념열 분류

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Construction of a Short-term Time-series Prediction Model for Analysis of Return Flow of Residential Water (생활용수 회귀수량의 분석을 위한 시계열 단기 예측모형 구축)

  • Lee, Seungyeon;Lee, Sangeun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.43 no.6
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    • pp.763-774
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    • 2023
  • The water availability in a river is related to the return flow of residential water. However it is still difficult to determine the exact return flow. In this study, the residential water-cycle system is defined as a process consisting of water inflow, water transfer and water outflow. The study area is Hampyeong-gun, Jeollanam-do, and is set as a single inflow to a single outflow through the water-cycle system after classification of complete and incomplete measurement points. The time-series prediction models(ARIMA model and TFM) are established with daily inflow and outflow data for 6 years. Inflow and outflow are predicted by dividing into training and test periods. As a result, both models show the feasibility of short-term prediction by deriving stable residuals and securing statistical significance, implementing the preliminary form of the water-cycle system. As a further study, it is suggested to predict the actual return flow of the target basin and efficient water operation by adding input factors and selecting the optimal model.

Automated Vinyl Green House Identification Method Using Spatial Pattern in High Spatial Resolution Imagery (공간패턴을 이용한 자동 비닐하우스 추출방법)

  • Lee, Jong-Yeol;Kim, Byoung-Sun
    • Korean Journal of Remote Sensing
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    • v.24 no.2
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    • pp.117-124
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    • 2008
  • This paper introduces a novel approach for automated mapping of a map feature that is vinyl green house in high spatial resolution imagery Some map features have their unique spatial patterns. These patterns are normally detected in high spatial resolution remotely sensed data by human recognition system. When spatial patterns can be applied to map feature identification, it will improve image classification accuracy and will be contributed a lot to feature identification. In this study, an automated feature identification approach using spatial aucorrelation is developed, specifically for the vinyl green house that has distinctive spatial pattern in its array. The algorithm aimed to develop the method without any human intervention such as digitizing. The method can investigate the characteristics of repeated spatial pattern of vinyl green house. The repeated spatial pattern comes from the orderly array of vinyl green house. For this, object-based approaches are essential because the pattern is recognized when the shapes that are consists of the groups of pixels are involved. The experimental result shows very effective vinyl house extraction. The targeted three vinyl green houses were exactly identified in the IKONOS image for a part of Jeju area.

Predicting defects of EBM-based additive manufacturing through XGBoost (XGBoost를 활용한 EBM 3D 프린터의 결함 예측)

  • Jeong, Jahoon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.5
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    • pp.641-648
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    • 2022
  • This paper is a study to find out the factors affecting the defects that occur during the use of Electron Beam Melting (EBM), one of the 3D printer output methods, through data analysis. By referring to factors identified as major causes of defects in previous studies, log files occurring between processes were analyzed and related variables were extracted. In addition, focusing on the fact that the data is time series data, the concept of a window was introduced to compose variables including data from all three layers. The dependent variable is a binary classification problem with the presence or absence of defects, and due to the problem that the proportion of defect layers is low (about 4%), balanced training data were created through the SMOTE technique. For the analysis, I use XGBoost using Gridsearch CV, and evaluate the classification performance based on the confusion matrix. I conclude results of the stuy by analyzing the importance of variables through SHAP values.

The Study of the Economic Effects and the Policy Demands through the Strategic Servitization in the Era of Industry 4.0 (인더스트리 4.0 시대의 전략적 제조-서비스 융합을 통한 경제효과분석 및 정책수요시사)

  • Kim, Jonghyuk;Kim, Suk-Chul
    • International Area Studies Review
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    • v.20 no.2
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    • pp.25-46
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    • 2016
  • In order to newly expand and define the concept of "strategic servitization" based on Industry 4.0, this study tried to evaluate the existing status of domestic and foreign servitized manufacturing and investigated the servitization cases of some leading overseas companies. In addition, we chose 250 samples of manufacturing firms listed on KOSDAQ and collected a vast amount of data regarding servitized manufacturing, such as the current status about new businesses, profit model, and financial fluctuations of each company. Based on these data, we classified the main types of manufacturing-service convergence into a $2{\times}2$ framework and derived a new strategic servitization model for each type of signature. Furthermore, we divided the sample corporations into three groups, which are pure manufacturer, servitized firm, and strategic servitized firm, and through the mutual comparison of the real sales amounts and the estimated sales amounts by time-series extrapolation analysis, we statistically proved that the service sales of strategic servitized firms give positive impacts on ROA when compared with those of the other two groups. Finally, we selected 12 leading domestic strategic-servitized firms, interviewed them in depth, and not only organized the issues during this process and their solutions by categories but also suggested the policy demands for strategic servitization.

EVALUATION OF THE EFFECTIVENESS OF THERAPEUTIC SEALING ACCORDING TO THE LESION DEPTHS OF PROXIMAL EARLY CARIES (인접면 초기 우식 병소의 깊이에 따른 therapeutic sealing의 유효성 평가)

  • Lee, Geum-Lang;Ahn, Myung-Ki;Jeong, Tae-Sung;Kim, Shin
    • Journal of the korean academy of Pediatric Dentistry
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    • v.36 no.3
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    • pp.394-403
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    • 2009
  • As the minimally invasive approach against white spot like early caries lesions in proximal surfaces of the teeth, therapeutic sealing has been introduced and studied for effective materials and methods to arrest the early caries lesion effectively, which is still going on. This study was performed for the purpose of evaluating its validity for the non-cavitated lesions according to the depth from surface using therapeutic sealing followed by artificial caries induction and evaluation with micro-CT, and we obtained the results as follows. 1. It was revealed that the deeper the caries lesions are, the lower radiation intensity at lesion body areas in pre-treatment specimen. 2. In the sealed groups, there were no differences in radiation intensity between pre- and post-treatment, whereas there were significant decreases in unsealed groups(p<0.05). 3. Even in the specimens with the lesions reaching deeply into DEJ, the effect of sealing was significant(p<0.05). Conclusively, it was thought therapeutic sealing can be an effective tool against the early caries lesions, regardless of their depth into tooth, unless cavitated.

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The Relationship between Technology Innovation and Firm Performance of Korean Companies based on Patent Analysis (특허분석을 통한 기술혁신과 기업성과의 관계분석)

  • Park Sun-Young;Park Hyun-Woo;Cho Man-Hyung
    • Journal of Korea Technology Innovation Society
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    • v.9 no.1
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    • pp.1-25
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    • 2006
  • Technological innovation is being recognized as a core capability of competitive advantage for sustainable growth of a company. In this regard, lots of research activities have been conducted on technological innovation and performance at firm level. Ihis study empirically investigates those relationship with cross-sectional and time-series data according to firm-specific characteristics along industry. Patent intensity, R&D intensity, and intangible asset intensity smoothing by firm size are used as proxy measures for explanation of performance with net income per employee. As a result with 162 high-tech firms for 11 years, it was found that high performances were positively related to patent and R&D intensity. Also, firms classified into 8 categories based on firm-specific technological innovation characteristics show difference upon performances. To sum up, firms that have high patent and R&D intensity demonstrate high performance compared to other firms.

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국내산 납석의 부존현황 및 광물특성

  • 노진환;고상모
    • Mineral and Industry
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    • v.18 no.1
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    • pp.1-17
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    • 2005
  • 국내의 납석 광상은 대부분 백악기의 화산암류들이 열수변질되어 형성된 광상으로서, 주로 전남 및 경남 지역에 밀집되어 분포한다. 납석은 지질 여건상 주로 경상분지 내에 국제적인 규모의 풍부한 부존자원이 있지만, 그 동안의 개발에 의해서 고품위 황석들은 상당히 채진된 상황이다. 현재 개발되고 있는 광체들은 몇 곳의 광산을 제외하고는 대부분 저품위 광상을 이루고 있기 때문에, 새로운 광체의 탐광이 이루어지지 않는다면 앞으로 고품위 광석에 관한 한 국내의 수요를 충당하기 어려운 상황에 이를 것으로 예견된다. 현재 국내에서 납석으로 개발되고 있는 광석의 상당수(대략 $40\%$ 정도)가 엄밀한 의미에서는 사실상 납석이 아닌 고령토나 견운모 광석인 것으로 밝혀졌다. 엽납석을 함유하는 정상적인 형태의 납석들은 그수반 점토광물상에 의거하여 (l) 엽납석질, (2) 딕카이트질. (3) 일라이트질 및 (4) 딕카이트-일라이트질 유형으로 구분될 수 있다. 고령토 광물로는 대부분 딕카이트가 수반되고 외국에서는 흔히 수반되는 것으로 알려져 있는 고령석은 거의 함유되지 않는 것이 특징이다. 석영은 납석에서 점토광물 못지않게 그 용도를 가름하는 주요 성분으로서 대부분의 광석 유형에서 수반되지만 특히 일라이트질 납석에서 흔히 그리고 보다 많이 수반되는 양상을 보인다. X-선회절 정랑분석법은 납석의 품위를 산정하는데 유력한 수단이 될 수 있다. 특히 납석 이외의 점토광물들의 조성, 특히 일라이트의 함유 정도는 납석의 용도별 품위와 품질을 가름하는 주요 사항이다. 화학분석에 의한 납석의 평가 방식은 특히 납석의 백색 도기류와 같은 각종 세라믹스 제조 용도에서의 품질 평가에 결정적인 단서를 제공하는 유력한 평가수단이다. 특히 착색유발 성분인 철분의 존재와 그 함량을 정하고 요업용도에서 중요한 $Al_3O_3$와 알칼리 성분 함량을 검증하는데 필수적인 평가 방법이다. 이외에 주사전자현미경 관찰을 통해서 납석의 주요 품질 기준이 되는 극미립상 엽납석의 결정형, 조직 및 미시적 산출상태를 보다 정밀하게 평가할 수 있는 방안을 제공한다. 현행 광업법상의 납석을 비롯한 관련 광종들의 광물분류 체계가 모호하게 설정되어 있고 관련 인허가 부서에서의 전문성 및 지도력 부족으로 관련 산업계에 심각한 비효율성과 오류가 야기되고 있는 실정이다. 이를 개선하기 위해서는 납석의 광석평가 방식이 그 품위와 품질 개념 하에서 응용광물학적으로 적용되어야 할 것이다.

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A Brief Review on Membrane-Based Hydrogen Isotope Separation (막 기반 수소동위원소 분리 연구에 대한 총설)

  • Soon Hyeong So;Dae Woo Kim
    • Membrane Journal
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    • v.34 no.2
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    • pp.114-123
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    • 2024
  • Hydrogen isotopes can be categorized into light hydrogen, heavy hydrogen, and tritium based on the number of neutrons, each of which is used in specific fields. Specifically, deuterium is of interest in the electronics industry, nuclear energy industry, analytical technology industry, pharmaceutical industry, and telecommunications industry. Conventional methods such as cold distillation, thermal cycling absorption processes, Girdler sulfide processes, and water electrolysis have their own advantages and disadvantages, leading to the need for alternative technologies with high separation and energy efficiency. In this context, membrane-based hydrogen isotope separation is one of the promising solutions to reduce energy consumption. In this review, we will present the state-of-the-art in hydrogen isotope separation using membranes and their operating principles. The technology for separating hydrogen isotopes using membranes is just beginning to be conceptualized, and many challenges remain to be overcome. However, if achieved, the economic benefits are expected to be significant. We will discuss future research directions for this purpose.

Studies on Development of Functional Herbal Food Based on Yaksun - Focusing on the Relevant Chinese Literature - (약선(약선)을 이용한 건강 기능식 개발에 관한 연구 - 중국 문헌을 중심으로 -)

  • 박건태;김도완
    • Culinary science and hospitality research
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    • v.9 no.4
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    • pp.191-202
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    • 2003
  • A growing interest in health has been leading to more interest in function of food rather than its taste and nutrition. Usually we think chemical-free or oriental food to be good for health. Yaksun is a food with herbal stuff, which reflects our desire for health and longevity and China's splendid food culture. It is based on the traditional medical thought of the Orient that both medicine and food have the same origin. Yaksun is a traditional functional or nourishing food with both nutritive and medicinal elements, which therefore provides such effects as epicurean pleasure, prevention of diseases and improvement of health. It is recorded that in China there was a dietitian in the royal court from the period of Seoju(B.C. 11∼7), who was responsible for supervising and controlling the health, nutrition and disease of an emperor. Therefore, herbal food has a very long history. Currently, there are many Yaksun stores in Japan and Taiwan as well as China, which are one of popular tourist destinations. Basically Yaksun follows the theory of the Oriental medicine. Yaksun is categorized into four(cold, cool, hot and warm) according to its temperature and into five basic tastes(bitter, sweet, pungent, salty and sour). Yaksun has the functions such as preventing diseases and aging improving internal organs, and healing diseases. In China many colleges of medicine have a department of Yaksun studies through which systematic researches have been being made since a long time ago. For Korea, the discipline of Yaksun studies is still at the beginning stage. To respond to a growing interest in health and prevent chronic adult diseases, it is required to develop a functional food by establishing a systematic theory of Yaksun and making more researches into it.

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연구개발투자의 산업간 파급효과

  • 김정우;이희경
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1995.09a
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    • pp.144-155
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    • 1995
  • 본 연구는 기술에 대한 대용개념으로 사용되고 있는 연구개발투자의 효과가 산업의 생산성 향상에 얼마만큼 기여하고 있는가에 관한 실증연구로, 그 효 과를 자체 연구개발효과와 파급효과로 나누어 측정하는 데 목적이 있다. 파 급효과의 경우, 중간재의 거래를 통한 체화된 파급효과와 산업간의 기술거리 로 인한 비체화된 파급효과로 나누어 한국 제조산업을 18개로 분류한 후 각 산업의 연구개발스톡을 측정하였으며, 연구개발투자의 체화된 파급효과 측정 을 위하여 산업 연관표를 이용하여 가중치를 계산하였다. 그리고, 비체화된 파급효과 측정을 위하여는 각 산업에서 고용하고 있는 전공별 연구원 수의 자료를 이용 기술거리를 구하였다. 본 연구에서는 각각의 가중치로 구한 연 구개발스톡, 체화된 연구개발 스톡, 그리고 비체화된 연구개발 스톡을 이용 하여 각 독립변수들에 대한 한계생산성을 구하였으며, 분석 방법으로는 단순 회귀분석과 함께 시계열의 효과와 산업간 효과를 고려하는 패널데이터 분석 을 시도하였다. 체화된 파급효과와 비체화된 파급효과 중 하나만을 변수로 포함하는 경우에는 추정치가 유의한 결과를 나타내고 있지만, 두 가지의 변 수를 모두 포함하는 경우에는 보호도 일정하지 않으며 비유의적인 결과를 보였다. 이러한 결과는 다중공선성에 의한 것으로 보인다. 두 가지 파급효과 에 대한 한계생산성 추정치는 기술과 연구개발투자가 외부성을 가지고 있으 며, 기술과 관련된 변수의 도입이 필요함을 시사한다. 또한 이러한 파급효과 의 추정치는 거시차원에서 연구개발 지원의 정당성에 대한 근거를 제시하고 있으며, 기술혁신을 위한 투자의 타당성을 실증적으로 보여주고 있다.사하였다. 이 사례 연구들의 결과는 각 계열사들의 상황에 따라 제시된 외주위탁 전략과 현재의 외주위 탁 전략이 일치할 때 정보 시스템에 대한 사용자 만족도가 보다 높은 것으 로 나타났다. 할 수 있는 효율적인 distributed system를 개발하는 것을 제시하였다. 본 논문은 데이타베이스론의 입장에서 아직 정립되어 있지 않은 분산 환경하에서의 관계형 데이타베이스의 데이타관리의 분류체계를 나름대로 정립하였다는데 그 의의가 있다. 또한 이것의 응용은 현재 분산데이타베이스 구축에 있어 나타나는 기술적인 문제점들을 어느정도 보완할 수 있다는 점에서 그 중요성이 있다.ence of a small(IxEpc),hot(Tex> SOK) core which contains two tempegatlue peaks at -15" east and north of MDS. The column density of HCaN is (1-3):n1014cm-2. Column density at distant position from MD5 is larger than that in the (:entral region. We have deduced that this hot-core has a mass of 10sR1 which i:s about an order of magnitude larger those obtained by previous studies.previous studies.업순서들의 상관관계를 고려하여 보다 개선된 해를 구하기 위한 연구가 요구된다. 또한, 준비작업비용을 발생시키는 작업장의 작업순서결정에 대해서도 연구를 행하여, 보완작업비용과 준비비용을

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