• Title/Summary/Keyword: metamodel

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Combined Correlation Methods for Multipopulation Metamodel (다분포 대형 시뮬레이션 모형에 대한 결합상관방법)

  • 권치명
    • Journal of the Korea Society for Simulation
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    • v.1 no.1
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    • pp.1-16
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    • 1992
  • This research develops two variance reduction methods for estimating the parameters of the experimental simulation model having multiple design points based on an approach focusing on reduction of the variances of the mean responses across multiple design points. The first method extends a combined approach of antithetic variates and control variates for a single design point to the multipopulation context with independent streams across the design points. The second method extends the same strategy in conjunction with the Schruben-Margolin method for improving the first method. We illustrate an example for implementing the second method. We expect these two approaches may improve the estimation of the parameters of interest compared with the control variates method.

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Design of Metamodel for 5 Layer Information on Business Process Framework (비즈니스 프로세스 프레임워크 5-레이어 정보의 메타모델 설계)

  • Seo, Chae-Yun;Moon, So Young;Kim, Dong-Ho;Kim, R. youngchul
    • Proceedings of the Korea Information Processing Society Conference
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    • 2012.11a
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    • pp.1575-1577
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    • 2012
  • 비즈니스 프로세스 프레임워크(Business Process Framework) 레이어 모델링 정보를 레파지토리에 저장하기위해서는 BPF 5-레이어의 복잡한 구조를 수작업으로 분석해야하는 어려움이 있다. 그래서 각 레이어 모델링 정보를 레파지토리에 효율적으로 저장하기 위해 비즈니스 프로세스 프레임워크 5-레이어 정보 메타모델을 제안한다. 제안한 메타모델 기반으로 레이어 정보를 모델링한다. 모델링된 레이어 정보를 모델변환하여 XMI(XML Metadata Interchange)로 변환하고 그 데이터를 레파지토리에 저장한다. 이 방법을 통해 레이어 정보를 모델링하고, XMI로 변환하면 정보를 쉽고 효율적으로 레파지토리에 저장이 가능하다.

Development of a Metamodel-Based Healthcare Service System using OSGi Component Platform (OSGi 컴포넌트 플랫폼을 이용한 메타모델 기반의 건강관리 서비스 시스템 개발)

  • Kim, Tae-Woong;Kim, Hee-Cheol
    • Journal of Korea Multimedia Society
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    • v.14 no.1
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    • pp.121-132
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    • 2011
  • A healthcare system is a type of medical information system that performs early detection and prevention in diseases by checking one's health condition periodically. Such a healthcare system is based on the signal obtained from the body. However, the developed existing system represents certain differences in the storage and description of vital signs according to medicare devices and the evaluation method of the system. It brings some disadvantages, such as lacks in the interoperability between systems, increases in the development cost of systems, and absence of a unified system. Thus, this study develops a healthcare system based on a meta model. For establishing this objective, this study describes and stores vital sign data based on the standard meta model of HL7 and applies OCL, which is a mathematical specification language, for defining wellness indexes and extracting data in order to evaluate health risk appraisals in health. In addition, this study implements components based on OSGi and assemble them in order to easily extend various devices and systems. By describing vital data based on the meta model, it represents some advantages that it makes possible to ensure the interoperability between systems and introduce the standardization of the evaluation method of health conditions through defining the wellness index using OCL. Also, it provides dear specifications.

An Efficiency Analysis of Management System for Academy Affairs Process Based on MDA (MDA기반 학사관리 프로세스 유효성 분석)

  • Yoon, Jung-Mo;Kim, Chi-Ho
    • The KIPS Transactions:PartD
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    • v.15D no.2
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    • pp.187-196
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    • 2008
  • The system development approach method of the new paradigm, as being standardizing MDA(Model Driven Architecture) in OMG(Object Management Group), the core technique of MDA definite technique structure for system materialization focusing on Model, is to build the design and the statement for system in PIM(Platform Independent Model), Materialization technique, and to build PSM(Platform Specific Model) adapt to materialization environment, and then to be the technique transforming into language Platform suitable to materialization environment. It includes MOF(Meta-Object Facility), UML, XMI(XML Metadata Interchange), CWM(Common Warehouse Metamodel), the core of MDA. Though these operations MDA support automatic tools product the practicable system after carrying out transform operation with the above information. In this thesis, it will be approached how to design and materialize the Bachelor management system based on MDA and the importance of modeling should be emphasized by applying to the approach method based on MDA. It should be suggested how to develop software efficiently, written it out in PIM, and suggested the process transforming PSM into EJB by J2EE Platform. The system is designed and implemented using automatic tool, edit machine(Together Architect 2006 for Eclipse, Edit plus2) supporting MDA and Database Modeling tool(ER/WIN 4.1). In conclusion, it should be suggested the efficiency analysis result for development process of traditional and based on MDA.

Structural Design of a Container Crane Part-Jaw, Using Metamodels (메타모델을 이용한 크레인 부품 조의 구조설계)

  • Song, Byoung-Cheol;Bang, Il-Kwon;Han, Dong-Seop;Han, Geun-Jo;Lee, Kwon-Hee
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.7 no.3
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    • pp.17-24
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    • 2008
  • Rail clamps are mechanical components installed to fix the container crane to its lower members against wind blast or slip. According to rail clamps should be designed to survive harsh wind loading conditions. In this study, a jaw structure, which is a part of a wedge-typed rail clamp, is optimized with respect to its strength under a severe wind loading condition. According to the classification of structural optimization, the structural optimization of a jaw is included in the category of shape optimization. Conventional structural optimization methods have difficulties in defining complex shape design variables and preventing mesh distortions. To overcome the difficulties, the metamodel using Kriging interpolation method is introduced to replace the true response by an approximate one. This research presents the shape optimization of a jaw using iterative Kriging interpolation models and a simulated annealing algorithm. The new Kriging models are iteratively constructed by refining the former Kriging models. This process is continued until the convergence criteria are satisfied. The optimum results obtained by the suggested method are compared with those obtained by the DOE (design of experiments) and VT (variation technology) methods built in ANSYS WORKBENCH.

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Reliability Analysis under Input Variable and Metamodel Uncertainty using Bayesian Approach (베이지안 접근법을 이용한 입력변수 및 근사모델 불확실성 하에서의 신뢰성 분석)

  • An, Da-Wn;Won, Jun-Ho;Choi, Joo-Ho
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 2009.04a
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    • pp.97-100
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    • 2009
  • 신뢰성 분석은 불확실성으로 인한 제품의 성능 변동을 안전확률이나 파괴확률로 정량화 하여 설계에 이용하기 위해 연구되어 왔다. 불확실성은, 데이터의 양에 따라-물질의 본질적인 특성으로서의 많은 데이터가 주어진 경우의 물리적 불확실성과 부족한 데이터에서의 인식론적 불확실성으로 구분되고, 불확실성을 갖는 대상에 따라-입력변수 및 근사모델 불확실성으로 구분된다. 물리적 불확실성에 대한 연구는 많이 진행되어 왔지만, 실제 산업현장에는 부족한 데이터로 인한 인식론적 불확실성이 지배적이며 이에 대한 연구는 최근에서야 진행되고 있다. 불확실성을 고려하는 신뢰성 기반 설계에는 효율성을 위해 실제모델을 대체하는 근사모델이 이용되는데, 근사모델법 자체에 대한 연구는 많이 진행되어 왔으나, 근사모델 이기 때문에 존재하는 불확실성을 고려한 연구는 최근에서야 연구되기 시작하였다. 본 연구에서는 베이지안 접근법에 기반하여 입력변수 및 근사모델 불확실성을 통합 고려하는 새로운 신뢰성 분석 기법을 제시하고 수치예제를 통해 타당성을 증명한 후, 이를 공학문제에 적용한다.

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Prediction of Consumed Electric Power on a MQL Milling Process using a Kriging Meta-Model (크리깅 메타모델을 이용한 MQL 밀링공정의 소비전력 예측 연구)

  • Jang, Duk-Yong;Jung, Jeehyun;Seok, Jongwon
    • Journal of the Korean Society for Precision Engineering
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    • v.32 no.4
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    • pp.353-358
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    • 2015
  • Energy consumption reduction has become an important key word in manufacturing that can be achieved through the efficient and optimal use of raw materials and natural resources, and minimization of the harmful effects on nature or human society. The successful implementation of this concept can only be possible by considering a product's entire life cycle and even its disposal from the early design stage. To accomplish this idea with milling, minimum quantity lubrication (MQL) strategies and cutting conditions are analyzed through process modeling and experiments. In this study, a model to predict the cutting energy in the milling process is used to find the cutting conditions, which minimize the cutting energy through a Kriging meta-modeling process. The MQL scheme is developed first to reduce the amount of cutting oil and costs used in the cutting process, which is then employed for the entire modeling and experiments.

A STUDY ON CONSTRAINED EGO METHOD FOR NOISY CFD DATA (Noisy 한 CFD 결과에 대한 구속조건을 고려한 EGO 방법 연구)

  • Bae, H.G.;Kwon, J.H.
    • Journal of computational fluids engineering
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    • v.17 no.4
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    • pp.32-40
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    • 2012
  • Efficient Global Optimization (EGO) method is a global optimization technique which can select the next sample point automatically by infill sampling criteria (ISC) and search for the global minimum with less samples than what the conventional global optimization method needs. ISC function consists of the predictor and mean square error (MSE) provided from the kriging model which is a stochastic metamodel. Also the constrained EGO method can minimize the objective function dealing with the constraints under EGO concept. In this study the constrained EGO method applied to the RAE2822 airfoil shape design formulated with the constraint. But the noisy CFD data caused the kriging model to fail to depict the true function. The distorted kriging model would make the EGO deviate from the correct search. This distortion of kriging model can be handled with the interpolation(p=free) kriging model. With the interpolation(p=free) kriging model, however, the search of EGO solution was stalled in the narrow feasible region without the chance to update the objective and constraint functions. Then the accuracy of EGO solution was not good enough. So the three-step search method was proposed to obtain the accurate global minimum as well as prevent from the distortion of kriging model for the noisy constrained CFD problem.

Material Arrangement Optimization for Automotive BIW considering a Large Number of Design Variables (과다 설계변수를 고려한 차량 BIW의 소재배치 최적화)

  • Park, Dohyun;Jin, Sungwan;Lee, Gabseong;Choi, Dong-Hoon
    • Transactions of the Korean Society of Automotive Engineers
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    • v.21 no.3
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    • pp.15-23
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    • 2013
  • Weight reduction of a automobile has been steadily tried in automotive industry to improve fuel efficiency, driving performance and the production profits. Since the weight of BIW takes up a large portion of the total weight of the automobile, reducing the weight of BIW greatly contributes to reducing the total weight of the vehicle. To reduce weight, vehicle manufacturers have tried to apply lightweight materials, such as aluminum and high-strength steel, to the components of BIW instead of conventional steel. In this research, material arrangement of an automotive BIW was optimized by formulating a design problem to minimize weight of the BIW while satisfying design requirements about bending and torsional stiffness and perform a metamodel-based design optimization strategy. As a result of the design optimization, weight of the BIW is reduced by 45.7% while satisfying all design requirements.

A Structural Design Method Using Ensemble Model of RSM and Kriging (반응표면법과 크리깅의 혼합모델을 이용한 구조설계방법)

  • Kim, Nam-Hee;Lee, Kwon-Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.3
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    • pp.1630-1638
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    • 2015
  • The finite element analysis has become an essential process to investigate the structural performance in many industry fields. In addition, the computer's performance is improving rapidly, but in large design problems, there is a limit to apply the optimal design techniques. For this, it is general to introduce a metamodel based optimization technique. The method to generate an approximate model can be classified into curve fitting and interpolation, and each representative one is response surface model and kriging interpolation method. This study proposes an ensemble model made of RSM and kriging to solve a structural design problem. The suggested method is applied to the designs of two bar and automobile outer tie rod.