• 제목/요약/키워드: sequential design domain

검색결과 19건 처리시간 0.024초

근사 최적설계를 위한 순차 설계영역에 관한 연구 (A Study on the Sequential Design Domain for the Approximate Optimum Design)

  • 김정진;이진식;임오강
    • 한국전산구조공학회논문집
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    • 제14권3호
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    • pp.339-348
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    • 2001
  • 상용 구조해석 프로그램을 이용한 구조물의 최적설계에서는 최적화 프로그램과 구조해석 프로그램의 연결 및 두 프로그램 사이의 데이터 교환이 용이하지 못하다. 최근 많은 구조물 설계자들은 근사 최적화 기법을 이용하여 이와 같은 문제들을 해결하고 있다. 일반적으로 최적실계 문제의 설계변수에 대한 설계영역은 아주 작은 값에서 아주 큰 값으로 범위가 정해진다. 이렇게 넓은 설계영역에서 생성된 시스템 응답 근사식의 정확도는 떨어지게 되며, 이는 근사 최적해에 지배적인 영향을 미친다. 따라서, 본 연구의 목적은 넓은 설계영역에서 정확도가 높은 근사식 생성을 위한 순차 설계영역법 개발에 있다. 순차 설계영역에서의 근사식은 반응표면법을 이용하여 구성하고, 반응표면법에 필요한 실험방법으로는 직교 배열표를 사용한다. 본 연구에서는 순차 설계영역법의 신뢰도 검증을 위하여 3부재 및 10부재 트러스 구조물을 수치예제로 선정한다.

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응답량 재사용을 통한 순차 근사최적설계 (A Sequential Approximate Optimization Technique Using the Previous Response Values)

  • 황태경;최은호;임오강
    • 대한기계학회논문집A
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    • 제29권1호
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    • pp.45-52
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    • 2005
  • A general approximate optimization technique by sequential design domain(SDD) did not save response values for getting an approximate function in each step. It has a disadvantage at aspect of an expense. In this paper, previous response values are recycled for constructing an approximate function. For this reason, approximation function is more accurate. Accordingly, even if we did not determine move limit, a system is converged to the optimal design. Size and shape optimization using approximate optimization technique is carried out with SDD. Algorithm executing Pro/Engineer and ANSYS are automatically adopted in the approximate optimization program by SDD. Convergence criterion is defined such that optimal point must be located within SDD during the three steps. The PLBA(Pshenichny-Lim-Belegundu-Arora) algorithm is used to solve approximate optimization problems. This algorithm uses the second-order information in the direction finding problem and uses the active set strategy.

순차설계영역을 이용한 근사 형상최적에 관한 연구 (Approximate Shape Optimization Technique by Sequential Design Domain)

  • 김우현;임오강
    • 한국전산구조공학회논문집
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    • 제17권1호
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    • pp.31-38
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    • 2004
  • 기계부품의 설계는 초기 설계, 해석, 성능 평가의 반복 과정을 통하여 수행된다. 설계자는 각 과정에서 특성에 맞는 프로그램을 사용하고 있다. 본 연구에서는 순차 설계 영역을 이용한 형상최적화를 수행하였다. 순차 설계영역의 근사함수를 구하기 위하여 Pro/Engineer 와 ANSYS 실행의 자동화를 수행하였다. 전체 설계영역을 근사식으로 표현하기에는 어려움이 있다. 정확도가 높은 근사식을 만들기 위하여 순차설계영역을 설정하여 각 단계에서 수렴한 해로 이동량을 결정하고, 두 번 연속하여 순차설계 영역에 존재하면 수렴조건을 만족하는 것으로 하였다. 각 단계의 해는 순차이차 계획법인 PLBA(Pshenichny-Lim-Belegundu Arora)알고리즘을 이용하여 구하였다.

상용프로그램을 사용한 트러스 구조물 근사최적설계 GUI 환경 개발 (Development of GUI Environment Using a Commercial Program for Truss Structure of Approximate Optimization)

  • 임오강;이경배
    • 한국전산구조공학회논문집
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    • 제16권4호
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    • pp.431-437
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    • 2003
  • 본 연구에서는 순차 설계영역 (SDD: sequential Design Domain) 개념을 사용한 GUI(Graphic User Interface)환경 프로그램을 개발하였다. 본 프로그램은 상용프로그램인 ANSYS와 최적설계 프로그램인 PLBA(Pshenichny-Lim-Belegundu-Arora)를 연결하고 비주얼 베이직을 이용하여 GUI환경에서 사용자가 초기값과 입력파일을 작성하고 결과를 확인할 수 있도록 하였다. 프로그램의 신뢰도를 검증하기 위해서 3부재 및 5부재 트러스 구조물을 수치예제로 선정하여 해석하였다.

순차적 실험계획법을 이용한 위상 최적 설계 (Sequential Design of Experiment Based Topology Optimization)

  • 송치오;박순옥;유정훈
    • 정보저장시스템학회논문집
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    • 제3권4호
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    • pp.178-182
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    • 2007
  • Topology optimization methods are classified into two methods such as the density method and the homogenization method. Those methods need to consider relationships between the material property and the density of each element in a design domain, the relaxation of the design space, etc. However, it is hard to apply on some cases due to the complexity to compose the design objective and its sensitivity analysis. In this paper, a modified topology optimization is proposed to assist designers who do not have mathematical or theoretical background of the topology optimization. In this study, optimal topology of structures can be achieved by the sequential design of experiment (DOE) and the sensitivity analysis. We conducted the DOE with an orthogonal array and the sensitivity analysis of design variables to determine sensitive variables used for connectivity between elements. The modified topology optimization method has advantages such as freedom from penalizing intermediate values and easy application with basic DOE concept.

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후보점과 대표점 교차검증에 의한 순차적 실험계획 (Candidate Points and Representative Cross-Validation Approach for Sequential Sampling)

  • 김승원;정재준;이태희
    • 대한기계학회논문집A
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    • 제31권1호
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    • pp.55-61
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    • 2007
  • Recently simulation model becomes an essential tool for analysis and design of a system but it is often expensive and time consuming as it becomes complicate to achieve reliable results. Therefore, high-fidelity simulation model needs to be replaced by an approximate model, the so-called metamodel. Metamodeling techniques include 3 components of sampling, metamodel and validation. Cross-validation approach has been proposed to provide sequnatially new sample point based on cross-validation error but it is very expensive because cross-validation must be evaluated at each stage. To enhance the cross-validation of metamodel, sequential sampling method using candidate points and representative cross-validation is proposed in this paper. The candidate and representative cross-validation approach of sequential sampling is illustrated for two-dimensional domain. To verify the performance of the suggested sampling technique, we compare the accuracy of the metamodels for various mathematical functions with that obtained by conventional sequential sampling strategies such as maximum distance, mean squared error, and maximum entropy sequential samplings. Through this research we team that the proposed approach is computationally inexpensive and provides good prediction performance.

메타모델 기반 다단계 최적설계에 대한 순차적 알고리듬 (A Sequential Algorithm for Metamodel-Based Multilevel Optimization)

  • 김강민;백석흠;홍순혁;조석수;주원식
    • 대한기계학회:학술대회논문집
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    • 대한기계학회 2008년도 추계학술대회A
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    • pp.1198-1203
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    • 2008
  • An efficient sequential optimization approach for metamodel was presented by Choi et al [6]. This paper describes a new approach of the multilevel optimization method studied in Refs. [5] and [21-25]. The basic idea is concerned with multilevel iterative methods which combine a descent scheme with a hierarchy of auxiliary problems in lower dimensional subspaces. After fitting a metamodel based on an initial space filling design, this model is sequentially refined by the expected improvement criterion. The advantages of the method are that it does not require optimum sensitivities, nonlinear equality constraints are not needed, and the method is relatively easy to understand and use. As a check on effectiveness, the proposed method is applied to a classical cantilever beam.

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분산컴퓨팅 환경에서 공력 설계최적화의 효율성 연구 (A STUDY ON THE EFFICIENCY OF AERODYNAMIC DESIGN OPTIMIZATION USING DISTRIBUTED COMPUTATION)

  • 김양준;정현주;김태승;조창열
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2005년도 추계 학술대회논문집
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    • pp.163-167
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    • 2005
  • A research to evaluate efficiency of design optimization was performed for aerodynamic design optimization problem in distributed computing environment. The aerodynamic analyses which take most of computational work during design optimization were divided into several jobs and allocated to associated PC clients through network. This is not a parallel process based on domain decomposition rather than a simultaneous distributed-analyses process using network-distributed computers. GBOM(gradient-based optimization method), SAO(Sequential Approximate Optimization) and RSM(Response Surface Method) were implemented to perform design optimization of transonic airfoil and to evaluate their efficiencies. One dimensional minimization followed by direction search involved in the GBOM was found an obstacle against improving efficiency of the design process in distributed computing environment. The SAO was found quite suitable for the distributed computing environment even it has a handicap of local search. The RSM is apparently the fittest for distributed computing environment, but additional trial and error works needed to enhance the reliability of the approximation model are annoying and time-consuming so that they often impair the automatic capability of design optimization and also deteriorate efficiency from the practical point of view.

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분산컴퓨팅 환경에서 공력 설계최적화의 효율성 연구 (A STUDY ON THE EFFICIENCY OF AERODYNAMIC DESIGN OPTIMIZATION IN DISTRIBUTED COMPUTING ENVIRONMENT)

  • 김양준;정현주;김태승;손창호;조창열
    • 한국전산유체공학회지
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    • 제11권2호
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    • pp.19-24
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    • 2006
  • A research to evaluate the efficiency of design optimization was carried out for aerodynamic design optimization problem in distributed computing environment. The aerodynamic analyses which take most of computational work during design optimization were divided into several jobs and allocated to associated PC clients through network. This is not a parallel process based on domain decomposition in a single analysis rather than a simultaneous distributed-analyses using network-distributed computers. GBOM(gradient-based optimization method), SAO(Sequential Approximate Optimization) and RSM(Response Surface Method) were implemented to perform design optimization of transonic airfoils and evaluate their efficiencies. dimensional minimization followed by direction search involved in the GBOM was found an obstacle against improving efficiency of the design process in the present distributed computing system. The SAO was found fairly suitable for the distributed computing environment even it has a handicap of local search. The RSM is apparently the most efficient algorithm in the present distributed computing environment, but additional trial and error works needed to enhance the reliability of the approximation model deteriorate its efficiency from the practical point of view.

이중충격파의 충격파형 동특성 분석에 근거한 충격시험장치의 순차적 설계 (A Sequential Design of Dual Pulse Generation System Based on Dynamic Analysis of Pulse Shape)

  • 강민식;설창원
    • 한국군사과학기술학회지
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    • 제20권1호
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    • pp.98-107
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    • 2017
  • Electric components equipped with naval shipboards must endure mechanical shock caused by various mechanical impulsive sources. Thus the components must be designed carefully and reliability test is an essential procedure before use. In this study, a new design technology applicable to a large and heavy shock generation system which can generate various specific real mechanical shocks in specified time domain was introduced. Commonly, the shock transmitted through the wall of naval shipboard consists of dual shocks. The primary shock is of a very high amplitude and very short period half-sine form. The following shock is of an exponentially decaying harmonic form of relatively longer period. Based on the different dynamic characteristics of two shocks, we proposed a sequential design procedure to determine spring and damping coefficients of the generation system. Some numerical simulation results showed the feasibility of the proposed method.