• Environmental Engineering Research
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• 제22권3호
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• pp.302-311
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• 2017

Nowadays, with the burgeoning development of economy, $CO_2$ emissions increase rapidly in China. It has become a common concern to seek effective methods to forecast $CO_2$ emissions and put forward the targeted reduction measures. This paper proposes a novel hybrid model combined principal component analysis (PCA) with regularized extreme learning machine (RELM) to make $CO_2$ emissions prediction based on the data from 1978 to 2014 in China. First eleven variables are selected on the basis of Pearson coefficient test. Partial autocorrelation function (PACF) is utilized to determine the lag phases of historical $CO_2$ emissions so as to improve the rationality of input selection. Then PCA is employed to reduce the dimensionality of the influential factors. Finally RELM is applied to forecast $CO_2$ emissions. According to the modeling results, the proposed model outperforms a single RELM model, extreme learning machine (ELM), back propagation neural network (BPNN), GM(1,1) and Logistic model in terms of errors. Moreover, it can be clearly seen that ELM-based approaches save more computing time than BPNN. Therefore the developed model is a promising technique in terms of forecasting accuracy and computing efficiency for $CO_2$ emission prediction.

• 정보처리학회논문지D
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• 제9D권4호
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• pp.619-628
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• 2002

소프트웨어 부품화는 소프트웨어 개발에 있어서의 궁극적인 목표이다. 컴포넌트 기반의 개발은 이러한 재사용의 초점을 코드에 의한 수동적인 조작이나, 클래스 라이브러리보다 발전된 형태인 컴포넌트에 초점을 두고 있다. 컴포넌트 구축은 컴포넌트 모델에 적합한 새로운 소프트웨어 컴포넌트를 재개발 해야하는 비효율성으로 인해 추가적인 노력과 비용을 야기 시킨다. 최근 많이 사용되고 있는 자바 응용시스템의 경우 자바 언어 기반의 컴포넌트 모델이 존재하지만, 소규모의 재사용 단위나 제한된 GUI 컴포넌트 개발에만 머무르고 있어, 컴포넌트로의 기능을 충분히 발휘하지 못하거나 추가적인 비용, 노력이 필요하며 또한 특정 도메인 컴포넌트에서만 제한적이다는 단점이 있다. 따라서, 본 논문에서는 기존의 자바로 개발된 응용시스템을 기반 하여 자바의 컴포넌트 모델인 자바빈즈를 적용하기 위해, 컴포넌트를 확장 추출하고, 재사용단위로서 비즈니스 로직의 부분적인 수용을 통해 이 응용시스템에서의 자바빈즈로 변환하는 프로세스를 제시하고 알고리즘을 제안한다.

• 한국정보통신학회:학술대회논문집
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• 한국해양정보통신학회 2010년도 추계학술대회
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• pp.634-637
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• 2010

본 논문에서는 UML 클래스 도해의 저작도구를 위한 MVC 모델의 설계를 제시하고자 한다. MVC 모델의 설계에서 View, Controller, Model 컴포넌트를 정의하고 각각의 컴포넌트의 역할을 서로 독립적으로 부여하고 수행하도록 설계 한다. 뷰(View)는 Gui를 나타내고, 컨트롤러(Controller)는 데이터의 입력과 출력을 담당하며, 모델(Model)은 비즈니스 로직을 처리한다. 클래스 도해의 저작도구를 위한 MVC 모델의 설계는 각각의 컴포넌트 특징에 맞게 나눠서 독립적으로 역할을 부여하고 시스템을 유연하도록 한 것이 특징이다.

• 한국전자거래학회:학술대회논문집
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• 한국전자거래학회 2002년도 e-Biz World Conference
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• pp.444-447
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• 2002

ㆍ 분산 컴퓨팅 개발을 위한 객체 기술 ㆍ 표준 객체 지향 아키텍쳐 프레임웍 ㆍ Object Management Architecture(OMA) ㆍ N-tier ㆍ 컴포넌트 ㆍ 애플리케이션 플랫폼 ㆍ EJB, COM, CORBA

• 경영과학
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• 제20권1호
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• pp.103-124
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• 2003

The seasonal adjustment is an essential process in analyzing the time series of economy and business. There are various methods to adjust seasonal effect such as moving average, extrapolation, smoothing and X11. One of the powerful adjustment methods is X11-ARIMA Model which is popularly used in Korea. This method was delivered from Canada. However, this model has been developed to be appropriate for Canadian and American environment. Therefore, we need to review whether the Xl1-ARIMA Model could be used properly in Korea. In this study, we have applied the method to the annual sales of refrigerator sales in A electronic company. We appreciated the adjustment by result analyzing the time series components such as seasonal component, trend-cycle component, and irregular component, with the proposed method.

• 한국신뢰성학회지:신뢰성응용연구
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• 제3권1호
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• pp.13-40
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• 2003

The seasonal adjustment is an essential process in analyzing the time series of economy and business. One of the powerful adjustment methods is X11-ARIMA Model which is popularly used in Korea. This method was delivered from Canada. However, this model has been developed to be appropriate for Canadian and American environment. Therefore, we need to review whether the X11-ARIMA Model could be used properly in Korea. In this study, we have applied the method to the annual sales of refrigerator sales in A electronic company. We appreciated the adjustment by result analyzing the time series components such as seasonal component, trend-cycle component, and irregular component, with the proposed method. Additionally, in order to improve the result of seasonal adjusted time series, we suggest the demand forecasting method base on autocorrelation and seasonality with the X11-ARIMA PROC.

• 산경연구논집
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• 제9권12호
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• pp.63-72
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• 2018

Purpose - In this study, it is classified the service quality dimension of mobile shopping app using Kano model. In addition, it is evaluated quality factors suitable for strategic management from the viewpoint of service provider through mobile application through binary dimension analysis. Research design, data, and methodology - In this study, seven quality dimensions such as information quality, reliability, immediacy, convenience, design, security and customer service were derived through related studies to make binary shopping quality app quality measurement. 37 sub-variables were set by each quality dimensions. Each questionnaire was composed of positive and negative items like Kano's proposed method, and the satisfaction coefficient suggested by Timko(1993) was examined to understand the influence of each factors on customer satisfaction. Results - As a result of research, shopping app users perceived unity quality factor in most items of service quality dimension such as information quality, reliability, immediacy, convenience and customer service. In addition, the satisfaction coefficient showed a good impression, quick response of the result, fast delivery, and the unsatisfactory coefficient showed more interest in personal information such as payment method safety, and transaction security. As a result of research, shopping app users perceived unity quality factor in most items of service quality dimension such as information quality, reliability, immediacy, convenience and customer service. And, in information quality, the information overload was classified as an apathetic quality component, while the related information provision belonged to an attractive quality component. In reliability quality, customized service provision was classified as an attractive quality component. In instant connectivity, the quality of the connection during transport was classified as an attractive quality component. In convenience quality, access to product information was classified as a one-way quality component. All components of designs quality were classified as attractive quality components, and in security quality, all of their components were all classified as one quality component. Lastly, in customer service, they components were all classified as a single quality component. In addition, the satisfaction coefficient showed a good impression, quick response of the result, fast delivery, and the unsatisfactory coefficient showed more interest in personal information such as payment method safety, and transaction security. Conclusion - In the online service environment, which is difficult to differentiate in terms of upward upgrading only by technological implementation and function, the results of this study can be suggested as a differentiating factor for major channels with customers rather than improve the brand image.

• 유통과학연구
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• 제21권9호
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• pp.93-102
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• 2023

Purpose: This study attempts to analyze the current status of the railway logistics business and to seek ways to improve it by using the business model as an analytical framework. It was intended to reflect practical implications that could be applied to the field, by dealing with issues at the industrial site related to each component in the business model. Research design, data and methodology: This study was conducted through literature review and field research. We analyzed academic papers and industrial reports on the development of the railway logistics industry and interviewed various stakeholders in the railway logistics industry. Results: This study determined the factors that could be eliminated, raised, reduced, or created from the customer and product perspective, infrastructure management perspective, and financial perspective. Conclusions: The growth of existing business can be achieved by lowering service prices, improving service quality, and securing large-scale transportation capacity. The additional transportation of high value goods and cold chain commodities will be promising business opportunities. Existing services can be provided to new customers (large pre-shippers, forwarding customers, etc.) in order to increase the size of sales Urban delivery services and comprehensive logistics services based on complex logistics centers may open an avenue for new market. A more timetable and track capacity need to be assigned to logistics, which significantly improve the flexibility and the competency of railway logistics.

• Communications for Statistical Applications and Methods
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• 제29권3호
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• pp.353-371
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• 2022

This paper analyzes death counts after World War II of several countries to identify and to compare their stochastic structures. The stochastic structures that this paper entertains are three structural time series models, a local level with a random walk model, a fixed local linear trend model and a local linear trend model. The structural time series models assume that a time series can be formulated directly with the unobserved components such as trend, slope, seasonal, cycle and daily effect. Random effect of each unobserved component is characterized by its own stochastic structure and a distribution of its irregular component. The structural time series models use the Kalman filter to estimate unknown parameters of a stochastic model, to predict future data, and to do filtering data. This paper identifies the best-fitted stochastic model for three types of death counts (Female, Male and Total) of each country. Two diagnostic procedures are used to check the validity of fitted models. Three criteria, AIC, BIC and SSPE are used to select the best-fitted valid stochastic model for each type of death counts of each country.

• 인터넷정보학회논문지
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• 제9권5호
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• pp.59-72
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• 2008

최근의 컴퓨팅 시스템은 모바일을 사용한 비즈니스와 다양한 컨버전스 분산 업무 처리로 확대되면서 모바일 임베디드 소프트웨어 개발 방법론에 대해 모바일 비즈니스에서 많은 관심을 가지고 있다. 아울러 최근 재사용성과 독립성 그리고 이식성을 가진 컴포넌트를 기반으로 한 모바일 임베디드 소프트웨어 개발에 또한 많은 초점이 집중되고 있다. 컴포넌트 기반 임베디드 응용 시스템 개발은 제품의 생산성과 유지보수성 그리고 신뢰성을 보장한다. 컴포넌트 각 요소들 간의 계층적, 수평적 서비스 지원 및 협력을 위한 명확한 인터페이스 정의를 통한 컴포넌트의 원활한 조립이 컴포넌트 기반의 임베디드 소프트웨어 개발 성공을 위한 필수적 요소이다. 즉, 관련 아키텍처 정의와 이를 기반으로 한 생성 프로세스 및 컴포넌트의 명세화, 그리고 컴포넌트 프레임워크의 효과적 적용 단계를 통해 모바일 임베디드 소프트웨어 개발의 성공을 달성할 수 있다. 따라서 본 논문에서는 사용자의 요구사항에 최대한 접근하고 모바일 임베디드 도메인을 기반으로 둔 소규모 단위 모바일 컴포넌트(MIC: Mobile Embedded Component)를 대상으로 조립을 위한 인터페이스 명세 제공을 서술한다. 모바일에 확장적 컴포넌트 계층화와 모바일 비즈니스 로직 확보를 위해 재구성 가능한 설계 패턴 및 컴포넌트 군(비즈니스 도메인 카테고리)을 형성하고 제공한다. 제안하는 모바일 임베디드 컴포넌트 프로세스는 기존 프로세스가 가지는 비 일치성을 보완하여 컴포넌트의 개발과 사용에 실제적으로 활용할 수 있도록 정의한다. 모바일 비즈니스 프로세스를 위한 의미 지향적이며 모델링 기반 원칙에 따라 명확하고 풍부한 프로세스 정보를 포함한다. 또한 기능의 모듈성과 독립성이 보장되고 조립 가능한 컴포넌트를 기반으로 동적이고 복잡한 모바일 비즈니스 영역에 적용 가능한 개발 모델을 제시하고 작성된 모델을 기반으로 하는 모바일 임베디드 개발 사례를 제시한다. 본 연구에서 제시하는 컴포넌트 기반 모바일 임베디드 소프트웨어 개발 프레임워크는 효율성, 생산성 및 신뢰성과 유지보수성을 증대할 수 있는 이점을 가진다.