• 한국빅데이터학회지
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• 제6권2호
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• pp.169-179
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• 2021

소비자의 식품소비행동은 소비자 패널 데이터와 같은 정형 데이터 뿐 아니라 매스미디어와 소셜미디어(SNS) 등 비정형 데이터로부터 영향을 받을 가능성이 높아지고 있다. 본 연구에서는 식품소비 관련된 정형 데이터와 비정형 데이터를 연계한 융합데이터 셋에 대하여 딥러닝 기반의 소비예측 모델을 생성하고 이를 검증한다. 연구의 결과는 정형 데이터와 비정형 데이터를 결합할 때 모델 정확도가 향상되었음을 보여주었다. 또한 비정형 데이터가 모델 예측 가능성을 향상시키는 것으로 나타났다. 변수들의 중요도를 식별하기 위해 SHAP 기법을 사용한 결과 블로그 및 비디오 데이터 관련 변수가 상위 목록에 있었고, 파프리카 구매 금액과 양의 상관관계가 있음을 알 수 있었다. 또한 실험 결과에 따르면 머신러닝 모델이 딥러닝 모델보다 높은 정확도를 보였고, 기존의 시계열 분석 모델링에 대한 효율적인 대안이 될 수 있음을 확인하였다.

• 한국재료학회:학술대회논문집
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• 한국재료학회 2007년도 추계학술발표대회 및
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• pp.153.2-153.2
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• 2007

• Geomechanics and Engineering
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• 제18권2호
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• pp.133-140
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• 2019

Strain-rate and temperature have significant effects on the one-dimensional (1D) compression behavior of soils. This paper focuses on the bonding degradation effect of soil structure on the time and temperature dependent behavior of soft structured clay. The strain-rate and temperature dependency of preconsolidation pressure are investigated in double logarithm plane and a thermal viscoplastic model considering the combined effect of strain-rate and temperature is developed to describe the mechanical behavior of unstructured clay. By incorporating the bonding degradation, the model is extended that can be suitable for structured clay. The extended model is used to simulate CRS (Constant Rate of Strain) tests conducted on structural Berthierville clay with different strain-rates and temperatures. The comparisons between predicted and experimental results show that the extended model can reasonably describe the effect of bonding degradation on the stain-rate and temperature dependent behavior of soft structural clay under 1D condition. Although the model is proposed for 1D analysis, it can be a good base for developing a more general 3D model.

• 한국시뮬레이션학회:학술대회논문집
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• 한국시뮬레이션학회 2001년도 The Seoul International Simulation Conference
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• pp.44-49
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• 2001

This paper is concerned with development of a multi-attribute structured decision model. In this study, we used AHP(analytic hierarchy process) and fuzzy set ranking methodology to overcome the multi-attributes structured decision problems ; such as multi-objective, multi-criterion, and multi-attributes. We proposed a 2-step approach : 1) individual evaluation and 2) integration of individual evaluations. In the first step, we define the performance factors and construct ana]isis structure, and in the second step performance evaluation by individual evaluators, and in second step, the results of individual evaluations are integrate. Also we developed a systematic and practical computer program to solve the problems according to the proposed methods. The proposed approach was known to be effective through a set of sample problems.

• 한국생물정보학회:학술대회논문집
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• 한국생물정보시스템생물학회 2005년도 BIOINFO 2005
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• pp.151-155
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• 2005

Recently, systems biology has been increasingly applied to gain insights into the complexity of living organisms. Many inaccessible biological information and hidden evidences fur example flux distribution of the metabolites are simply revealed by investigation of artificial cell behaviors. Most bio-models are models of single cell organisms that cannot handle the multi-cellular organisms like plants. Herein, a structured and multi-cellular model of potato was developed to comprehend the root starch biosynthesis. On the basis of simplest plant cell biology, a potato structured model on the platform of Berkley Madonna was divided into three parts: photosynthetic (leaf), non-photosynthetic (tuber) and transportation (phloem) cells. The model of starch biosynthesis begins with the fixation of CO$_2$ from atmosphere to the Calvin cycle. Passing through a series of reactions, triose phosphate from Calvin cycle is converted to sucrose which is transported to sink cells and is eventually formed the amylose and amylopectin (starch constituents). After validating the model with data from a number of literatures, the results show that the structured model is a good representative of the studied system. The result of triose phosphate (DHAP and GAP) elevation due to lessening the aldolase activity is an illustration of the validation. Furthermore, the representative model was used to gain more understanding of starch production process such as the effect of CO$_2$ uptake on qualitative and quantitative aspects of starch biosynthesis.

• 산업과 과학
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• 1권1호
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• pp.7-15
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• 2022

사물인터넷(IoT) 기술은 최근 의료사물인터넷(IoMT)으로 정의된 대량의 의료 데이터를 처리하여 발전을 위해 개발된 의료분야에서 많이 활용되고 있다. 수집된 광범위한 의료 데이터는 수집된 의료 데이터를 처리하기 위해 구조화된 방식으로 클라우드에 저장된다. 그러나 방대한 양의 의료 데이터를 효과적으로 처리하는 것은 쉽지 않기 때문에 의료분야 구조 데이터를 개발하는 것이 필요하다. 본 논문에서는 IoMT에서 수집된 구조화된 건강 관리 데이터를 처리하기 위한 기계 학습 모드를 개발하였다. 광범위한 의료 데이터를 처리하기 위해 본 논문에서는 의료 데이터 처리를 위한 MTGPLSTM 모델을 제안하였다. 제안된 모델은 의료 정보 처리를 위한 선형 회귀 모델을 통합한다. 개발된 모델 이상치 모델은 IoMT에서 수집된 COVID-19 의료 데이터들의 평가 및 예측을 위해 FinTech 모델을 기반으로 구현되었다. 제안된 MTGPLSTM 모델은 감염 확산 방지를 위한 계획 계획을 예측하고 평가하기 위한 회귀 모델로 구성된다. 개발된 모델 성능은 LR, SVR, RFR, LSTM 및 제안된 MTGPLSTM 모델과 같은 서로 다른 분류기를 고려하였으며 1GB, 2GB, 3GB 등 데이터 크기가 다르다는 점도 주요하게 고려되었다. 제안된 MTGPLSTM 모델이 전 세계 데이터에 대해 최대 4% 감소된 MAPE 및 RMSE 값을 달성하였고 중국의 경우 기존 분류기보다 최대 6% 최소인 최소 MAPE(0.97)이 달성되었다.

• 한국시뮬레이션학회논문지
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• 제21권2호
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• pp.19-30
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• 2012

최근 몇 십년간 이산사건시스템명세(DEVS) 형식론은 이산사건시스템을 모듈러하고 계층적으로 모델링할 수 있는 잘 정의된 의미론을 제공하여 왔다. 그럼에도 불구하고 실용 엔지니어들은 실세계의 시스템을 모델링에 적용하는데 어려움을 겪기도 하는데 이는 DEVS가 많은 상태와 사건들을 구조화되지 않은 형태로 명세해야 하는 것 때문이다. 본 논문은 집합 이론을 바탕으로 그러한 사건 및 상태집합들을 구조화된 형태로 표현하는 Structured DEVS 형식론과 이와 연관된 DEVS 다이어그램을 제안하고자 한다. 위상, 변수, 포트 등의 개념을 사용하여 집합들을 명세한 구조적 DEVS 형식론은 원래의 DEVS 형식론과 동등함을 증명하였다. DEVS 다이어그램을 이용하여 구조적 DEVS 형식론으로 표현된 예시 모델이 쉽게 객체지향 시뮬레이션 환경에서 구현될 수 있음을 보임으로써 제안된 형식론이 효과적임을 보였다.

• Asia pacific journal of information systems
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• 제19권2호
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• pp.73-94
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• 2009

The general aspects for the future warfare shows that the concept of firepower and maneuver centric warfare has been replacing with that of information and knowledge centric warfare. Thus, some developed countries are now trying to establish the information systems to perform intelligent warfare and innovate defense operations. The C4I(Command, Control, Communication, Computers and Intelligence for the Warrior) systems make it possible to do modern and systematic war operations. The basic idea of this study is to investigate how TAM(Technology Acceptance Model) can explain the acceptance behavior in military organizations. Because TAM is inadequate in explaining the acceptance processes forcomplex technologies and strict organizations, a revised research model based upon TAM was developed in order to assess the usage of the C4I system. The purpose of this study is to investigate factors affecting the usage of C4I in the Korean Army. The research model, based upon TAM, was extended through a belief construct such as self-efficacy as one of mediating variables. The self-efficacy has been used as a mediating variable for technology acceptance, and the variable was included in the research model. The external variables were selected on the basis of previous research. The external variables can be classified into following: 1) technological, 2) organizational, and 3) environmental factors on the basis of TOE(Technology-Organization-Environment) framework. The technological factor includes the information quality and the task-technology fitness. The organizational factor includes the influence of senior colleagues. The environmental factor includes the education/train data. The external variables are considered very important for explaining the behavior patterns of information technology or systems. A structured questionnaire was developed and administrated to those who were using the C4I system. Total 329 data were used for statistical data analyses. A confirmatory factor analysis and structured equation model were used as main statistical methods. Model fitness Indexes for measurement and structured models were verified before all 18 hypotheses were tested. This study shows that the perceived usefulness and the self-efficacy played their roles more than the perceived ease of use did in TAM. In military organizations, the perceived usefulness showed its mediating effects between external variables and dependent variable, but the perceived ease of use did not. These results imply that the perceived usefulness can explain the acceptance processes better than the perceived ease of use in the army. The self-efficacy was also used as one of the three mediating variables, and showed its mediating effects in explaining the acceptance processes. Such results also show that the self-efficacy can be selected as one possible belief construct in TAM. The perceived usefulness was influenced by such factors as senior colleagues, the information quality, and the task-technology fitness. The self-efficacy was affected by education/train and task-technology fitness. The actual usage of C4I was influenced not by the perceived ease of use but by the perceived usefulness and selfefficacy. This study suggests the followings: (1) An extended TAM can be applied to such strict organizations as the army; (2) Three mediation variables are included in the research model and tested at real situations; and (3) Several other implications are discussed.

• Journal of Mechanical Science and Technology
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• 제15권12호
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• pp.1609-1615
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• 2001

This paper presents the characteristics of a general structured observer and presents an estimation algorithm for a system with external disturbances which are added to the input of the system. By using a disturbance model, the general structured observer can estimate the states of the system is spite of disturbances, where the system is affected from external disturbances. Also, the general structured observer can include the function of a PI observer or high gain observer by properly adjusting the observer's gain matrices. The existence condition for the observer is derived, which can be checked by the system's observability condition and the pole-zero cancellation of the system's polynomial matrix. Through a numerical example, it is verified that the proposed observer is effective estimating the system and the input disturbance.

• Journal of Microbiology and Biotechnology
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• 제23권2호
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• pp.195-204
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• 2013

While structured packing modules are known to be efficient for surface wetting and gas-liquid exchange in abiotic surface catalysis, this model study explores structured packing as a growth surface for catalytic biofilms. Microbial biofilms have been proposed as selfimmobilized and self-regenerating catalysts for the production of chemicals. A concern is that the complex and dynamic nature of biofilms may cause fluctuations in their catalytic performance over time or may affect process reproducibility. An aerated continuous trickle-bed biofilm reactor system was designed with a 3 L structured packing, liquid recycling and pH control. Pseudomonas diminuta established a biofilm on the stainless steel structured packing with a specific surface area of 500 $m^2m^{-3}$ and catalyzed the oxidation of ethylene glycol to glycolic acid for over two months of continuous operation. A steady-state productivity of up to 1.6 $gl^{-1}h^{-1}$ was achieved at a dilution rate of 0.33 $h^{-1}$. Process reproducibility between three independent runs was excellent, despite process interruptions and activity variations in cultures grown from biofilm effluent cells. The results demonstrate the robustness of a catalytic biofilm on structured packing, despite its dynamic nature. Implementation is recommended for whole-cell processes that require efficient gas-liquid exchange, catalyst retention for continuous operation, or improved catalyst stability.