• 제목/요약/키워드: surrogate model

검색결과 266건 처리시간 0.029초

크리깅을 이용한 전자오븐 윈도우 부품용 사출금형의 최적설계 (Optimization of an Electric Microwave Oven Window Using the Kriging Based Approximation Model)

  • 류미라;김영희;이권희;박흥식
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2004년도 추계학술대회
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    • pp.864-869
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    • 2004
  • It is net easy to predict the shrinkage rate of a plastic injection mold in its design process. The shrinkage rate should be considered as one of the important performances to produce the reliable products. The shrinkage rate can be determined by suing the CAE tools in the design produces. However, since the analysis can take minutes to hours, the high computational costs of performing the analysis limit their use in design optimization. In this study, the surrogate models based on the DACE is used in lien of the original models, facilitating design optimization.

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Mathematical Programming Approaches to GT Cell Formation: A Comparative Study

  • 원유경
    • 한국경영과학회지
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    • 제16권2호
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    • pp.137-137
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    • 1991
  • This paper compares and evaluates the performances of the two types of mathematical programming models for solving the machine-part cell formation problem in group technology manufacturing : indirect formulation relying on surrogate measure such as similarity coefficient and direct formulation seeking to minimize the number of exceptional elements. New indirect formulation, called the generalized p-median model. is proposed. Unlike existing p-median formulations, proposed formulation includes the classical cell formation problem in which only one process plan exsits for each part as a special case. The proposed new formulation can also deal with the cell formation problem in which alternative process plans exist for a part. The indirect formulation is compared with a new direct formulation which needs much fewer extra variables and constraints than existing direct formulations. Some significant findings from comparative experiment are discussed.

돼지피부의 공기노출 시간에 따른 응착, 마찰 및 변형거동 (Adhesive, Friction, and Deformation Behaviors of Pig Skin under Various Exposure Times to Air)

  • 신현덕;안효석
    • Tribology and Lubricants
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    • 제30권1호
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    • pp.36-45
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    • 2014
  • Understanding steel/skin contact phenomena is important for the study of object manipulation in robotics and has been a topic of great interest. In this study, pig skin was taken as a surrogate model for human skin, and its adhesive, friction, and deformation behaviors were measured under various exposure times to air. Indentation, friction, and scratch tests were performed at $25^{\circ}C$ and 45% relative humidity. The influences of adhesion and deformation on the coefficient of friction were characterized; the pig skin was found to be sensitive to the sliding velocity and normal load under the controlled experimental conditions.

Reliability assessment of concrete bridges subject to corrosion-induced cracks during life cycle using artificial neural networks

  • Firouzi, Afshin;Rahai, Alireza
    • Computers and Concrete
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    • 제12권1호
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    • pp.91-107
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    • 2013
  • Corrosion of RC bridge decks eventually leads to delamination, severe cracking and spalling of the concrete cover. This is a prevalent deterioration mechanism and demands for the most costly repair interventions during the service life of bridges worldwide. On the other hand, decisions for repairs are usually made whenever the extent of a limit crack width, reported in routine visual inspections, exceeds an acceptable threshold level. In this paper, while random fields are applied to account for spatial variation of governing parameters of the corrosion process, an analytical model is used to simulate the corrosion induced crack width. However when dealing with random fields, the Monte Carlo simulation is apparently an inefficient and time consuming method, hence the utility of neural networks as a surrogate in simulation is investigated and found very promising. The proposed method can be regarded as an invaluable tool in decision making concerning maintenance of bridges.

이동 클라이언트의 공간 데이터 변경을 위한 대리 트랜잭션 모델 (Surrogate Transaction Model for Update Spatial Data of Mobile Clients)

  • 문선희;반재훈;홍봉희
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2001년도 봄 학술발표논문집 Vol.28 No.1 (B)
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    • pp.241-243
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    • 2001
  • 이동 컴퓨팅 환경이 급속하게 발전하면서 GIS 분야에서도 이동 클라이언트를 이용한 다양한 서비스에 대한 연구가 진행되고 있다. 특히, 이동 클라이언트를 이용한 공간 데이터 변경의 경우에 동시성 제어를 수행해야 하는데 기존 클라이언트-서버 환경에서 사용되는 잠금 기법은 잠금 획득을 위한 긴 대기시간 때문에 적합하지 않다. 본 논문에서는 이동 컴퓨팅 환경에서의 공간 데이터 변경을 위한 3-계층 구조를 제시하며 이 구조에서의 대리 트랜잭션 모델을 정의한다. 또한, 이동클라이언트의 공간 데이터 변경 트랜잭션의 동시성 제어를 위해 전통적인 낙관 기법을 확정하여 공간 데이터에 적합한 확인 기법을 제시하며 동시성 제어에서 트랜잭션 직렬화 보장의 예를 보인다.

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Mathematical Programming Approaches to GT Cell Formation: A Comparative Study

  • 원유경
    • 경영과학
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    • 제16권2호
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    • pp.137-147
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    • 1999
  • This paper compares and evaluates the performances of the two types of mathematical programming models for solving the machine-part cell formation problem in group technology manufacturing : indirect formulation relying on surrogate measure such as similarity coefficient and direct formulation seeking to minimize the number of exceptional elements. New indirect formulation, called the generalized {{{{ { p}_{ } }}-median model. is proposed. Unlike existing {{{{ { p}_{ } }}-median formulations, proposed formulation includes the classical cell formation problem in which only one process plan exsits for each part as a special case. The proposed new formulation can also deal with the cell formation problem in which alternative process plans exist for a part. The indirect formulation is compared with a new direct formulation which needs much fewer extra variables and constraints than existing direct formulations. Some significant findings from comparative experiment are discussed.

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다구찌 손실함수 하에서 최적 공정평균 및 스크리닝 한계선의 결정 (Determination of Optimum Process Mean and Screening Limits under a Taguchi's Loss Function)

  • 홍성훈
    • 품질경영학회지
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    • 제28권2호
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    • pp.161-175
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    • 2000
  • The problem of jointly determining the optimum process mem and screening limits for each market is considered in situations where there are several markets with different price/cost structures. Two inspection procedures are considered; an inspection based on the quality characteristic of interest, and an inspection based on a surrogate variable which is highly correlated with the quality characteristic. The quality characteristic is assumed to be a normal distribution with unknown mean and known variance. A Taguchi's quadratic loss function is utilized for developing the economic model for determining the optimum process mean and screening limits. A numerical example is given.

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Hierarchical Web Structuring Using Integer Programming

  • 이우기;김승;김한도;강석호
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2004년도 추계학술대회 및 정기총회
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    • pp.51-67
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    • 2004
  • World Wide Web is nearly ubiquitous and the tremendous growing number of Web information strongly requires a structuring framework by which an overview visualization of Web sites has provided as a visual surrogate for the users. We have a viewpoint that the Web site is a directed graph with nodes and arcs where the nodes correspond to Web pages and the arcs correspond to hypertext links between the Web pages. In dealing with the WWW, the goal in this paper is not to derive a naive shortest path or a fast access method, but to generate an optimal structure based on the context centric weight. We modeled a Web site formally so that a integer programming model can be formulated. Even if changes such as modification of the query terms, the optimized Web site structure can be maintained in terms of sensitivity.

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Surrogate Modeling for Optimization of a Centrifugal Compressor Impeller

  • Kim, Jin-Hyuk;Choi, Jae-Ho;Kim, Kwang-Yong
    • International Journal of Fluid Machinery and Systems
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    • 제3권1호
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    • pp.29-38
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    • 2010
  • This paper presents a procedure for the design optimization of a centrifugal compressor. The centrifugal compressor consists of a centrifugal impeller, vaneless diffuser and volute. And, optimization techniques based on the radial basis neural network method are used to optimize the impeller of a centrifugal compressor. The Latin-hypercube sampling of design-of-experiments is used to generate the thirty design points within design spaces. Three-dimensional Reynolds-averaged Navier-Stokes equations with the shear stress transport turbulence model are discretized by using finite volume approximations and solved on hexahedral grids to evaluate the objective function of the total-to-total pressure ratio. Four variables defining the impeller hub and shroud contours are selected as design variables in this optimization. The results of optimization show that the total-to-total pressure ratio of the optimized shape at the design flow coefficient is enhanced by 2.46% and the total-to-total pressure ratios at the off-design points are also improved significantly by the design optimization.

근사 모델을 이용한 리튬이온 배터리팩 용량 추정에 대한 연구 (A Study on the Method for Capacity Estimation of Li-on Battery Pack Using Surrogate Model)

  • 강덕훈;박진형;김종훈
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2019년도 전력전자학술대회
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    • pp.420-421
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    • 2019
  • 리튬 이온 배터리는 전압, 전류, 온도 등의 측정 정보를 기반으로 용량, 수명 등 배터리의 상태를 추정해야 하며 이를 위해 다양한 방법들이 활용되고 있다. 이러한 추정 정보들은 결국 배터리 관리 시스템에서 수행하는 핵심 기능이며 효율적이고 안전한 제어를 수행하기 위해 필수적인 정보이다. 본 연구에서는 배터리 팩의 실험 데이터를 이용하여 근사 모델을 개발하고 이를 이용하여 배터리 팩의 용량을 추정하는 방법에 대한 연구를 수행하였다. 기존 수학적 모델 기반의 알고리즘을 활용하는 방법과 통계적인 기법을 활용하는 방법으로 구현하는 것과 달리, 충분한 데이터 확보가 가능한 경우, 데이터를 표현하는 근사 모델을 생성하고 이에 대한 활용 가능성을 확인하였다.

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