• 제목/요약/키워드: Design and analysis of computer experiments

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전산 실험 모형을 적용한 자동차 흡기계의 소음 저감에 대한 최적 설계 (The Optimal Design for Noise Reduction of the Intake System in Automobile Using DACE Model)

  • 류제선;진정언;차경준;오재응;심현진
    • 한국소음진동공학회논문집
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    • 제15권10호
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    • pp.1123-1130
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    • 2005
  • We propose an optimal design to improve the capacity by reducing the noise of the intake system. The length and radius of each component of the current Intake system are selected as control factors. We accept the output from computer simulator with orthogonal arrays. Then, the Kriging estimates are computed. From this, we exploit the optimal design of the intake system by adapting simulated annealing. From the results of this optimal design, we conclude that Kriging method with the orthogonal arrays is the efficient method for Design and Analysis of Computer Experiments and we propose the useful results for the low noise intake system.

크리깅을 이용한 전자 오븐 윈도우 부품용 사출금형의 최적설계 (Optimization of an Electron Microwave Oven Window Injection Mold Using Kriging Based Approximation Model)

  • 류미라;이권희;김영희;박흥식
    • 한국정밀공학회지
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    • 제22권7호
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    • pp.177-184
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    • 2005
  • Recently, the engineering designer of injection mould has become more and more dependent on the CAE. In the design factors of injection mould, the shrinkage rate should be considered as one of the important performances to produce the reliable products. therefore the shrinkage rate can be mostly calculated by the MoldFlow and Pro-engineering. in the design process. However it is not easy to predict the shrinkage rate of a plastic injection mold in its design process because 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, DACE model, based on the Kriging in order to optimize the shrinkage rate of electric microwave oven window is used in lieu of the original models, facilitating design optimization.

Three Dimensional Finite Element Analysis for Piezoelectric Transformer

  • Joo, Hyun-Woo;Lee, Chang-Hwan;Jung, Hyun-Kyo
    • KIEE International Transaction on Electrical Machinery and Energy Conversion Systems
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    • 제11B권3호
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    • pp.98-103
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    • 2001
  • This paper presents the numerical analysis of piezoelectric devices using three-dimensional finite element analysis. The characteristic of piezoelectric transducer, such as mechanical displacement and electrical are analyzed and the validity is confirmed by experiments Applying the finite element routine to a piezoelectric transformer, the resonance features electrical impedance. the ratio of step-up voltage and vibration mode of piezoelectric transformer are calculated numerically By using three-dimensional finite element method effects of width variation to resonance features, electrical input impedance and the voltage step-up ratio for a piezoelectric transformer, can be considered in design procedure.

Design Improvement of the Smith Machine using Simulation on Musculoskeletal Model

  • Kim, Taewoo;Lee, Kunwoo;Kwon, Junghoon
    • International Journal of CAD/CAM
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    • 제12권1호
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    • pp.1-8
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    • 2012
  • This study analyzes the characteristics of two different kinds of squat exercise through physical experiments and a computer simulation, i.e. one with a free weight and the other with a Smith machine are studied. This study also proposes a new design for the Smith machine, which has both the advantages of each type based on the results of the analysis. The muscle force and level of stimulation of the lower extremities during squatting were calculated by running an inverse dynamics analysis program on a musculoskeletal model together with the measured motion data. The calculated results were verified by comparing with the measured EMG data. The analysis showed that squatting using free weight is more effective than squatting using the Smith machine. Meanwhile, in order to design an improved Smith machine, which is the final goal of this study, the trajectory of the barbell of the subjects during free weight squatting was measured on the sagittal plane. The measurement showed that the average slope of the trajectory of the barbell is tilted backward by $10.7^{\circ}$. Based on this measurement, this study proposes a tilted design for an improved Smith machine.

서포트 벡터 회귀를 이용한 블랙-박스 함수의 최적화 (Using Support Vector Regression for Optimization of Black-box Objective Functions)

  • 곽민정;윤민
    • Communications for Statistical Applications and Methods
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    • 제15권1호
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    • pp.125-136
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    • 2008
  • 많은 실제적인 공학 설계문제에 있어서, 목적함수의 형태는 설계변수들에 의하여 정확하게 주어지지 않는다. 이러한 환경 하에서, 구조해석, 유체 역학 해석, 열역학 분석과 같은 등과 같은 문제에서 설계변수들의 값이 주어졌을 때 목적함수들의 값은 실제 실험이나 계산상의 실험을 통하여 얻어지게 된다. 일반적으로, 이러한 실험들은 많은 비용이 든다. 이런 경우에는 실험의 횟수를 가능한 적게 하기위하여, 목적함수의 형태를 예측하는 것과 병행하여 최적화를 수행하게 된다. 반응표면분석(Response Surface Methodology, RSM)은 이러한 접근 방법에서 잘 알려져 있다. 본 논문에서는 목적함수의 예측을 위하여 서포트 벡터 기계(Support Vector Machines, SVM)의 방법을 적용할 것이다. 이러한 접근에서 가장 중요한 과제들 중의 하나는 가능한 실험의 횟수를 적게 하기 위하여 적절하게 표본자료들을 배치하는 것이다. 이러한 목적에 서포트 벡터의 정보들이 효과적으로 사용되어짐을 보이고 제안한 방법의 효율성은 공학 설계문제에서 잘 알려진 수치 예제를 통하여 보인다.

제품자료 분석을 통한 제품설계 실험 실패 요인 분석 (Analysis of Failure in Product Design Experiments by using Product Data Analytics)

  • 도남철
    • 대한산업공학회지
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    • 제40권4호
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    • pp.366-374
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    • 2014
  • This study assessed and analysed a result of a product design experiment through Product Data Analytics (PDA), to find reasons for failure of some projects in the experiment. PDA is a computer-based data analysis that uses Product Data Management (PDM) databases as its operational databases. The study examines 20 product design projects in the experiment, which are prepared to follow same product development process by using an identical PDM system. The design result in the PDM database is assessed and analysed by On-Line Analytical Processing (OLAP) and data mining tools in PDA. The assesment and analysis reveals the lateness in creation of 3D CAD models as the main reason of the failure.

소프트웨어 정의 라디오 기반 스펙트럼 센싱 시스템 설계를 위한 단일 보드 컴퓨터 내 연산 분석 및 측정 연구 (Computational Analysis and Measurement for SDR-based Spectrum Sensing System Design on Single Board Computer)

  • 김준영
    • 한국정보통신학회논문지
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    • 제23권12호
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    • pp.1650-1658
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    • 2019
  • 최근 IoT 기기 및 플랫폼들의 발전 및 확장과 더불어 IoT 관련 기기 내 연산 성능도 지속해서 향상하고 있다. 그러나 기기 향상과는 별개로 IoT 기기, 특히 소형 단일 보드 컴퓨터의 제한적인 크기 및 연산 자원은 해당 기기 내 통신 시스템 구현 설계를 위한 중요 고려사항 중 하나이다. 현재 다양한 무선 통신 시스템을 활용할 수 있게끔 소프트웨어 정의 라디오 (SDR) 기술을 IoT 기기에 적용 시 소형 단일 보드 컴퓨터의 하드웨어 제한 사항으로 인한 열화 가능성으로 인하여 실제 시스템의 원활한 적용을 위해 해당 컴퓨터 성능에 대한 분석 및 조사가 필요하다. 본 논문에서는 소형 단일 보드 컴퓨터 내 SDR 적용 스펙트럼 센싱 시스템 디자인을 위한 시스템 연산 분석 및 실험을 진행한다. 먼저 단일 보드 컴퓨터를 위한 SDR 기반 스펙트럼 센싱 시스템을 설계하고 시스템 성능에 영향을 줄 수 있는 다양한 요소를 실험을 통해 조사하며. 이를 통한 중요 고려사항 및 디자인 가이드 절차를 도출한다.

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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Modern computer simulation for the design of concrete catenary shell structures

  • Lee, Joo Hong;Lee, Hyerin;Kang, Thomas H.K.
    • Computers and Concrete
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    • 제21권6호
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    • pp.661-667
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    • 2018
  • The purpose of this study was to model and design a concrete catenary shell using a modern computer program without performing experiments. The modeling idea stems from the study by Pendergrast, but he listed supplementary items that should be improved in his paper. This study aims to resolve those issues and overcome the drawbacks of the study by Pendergrast. The process of experiment for the design of a catenary shell was reproduced by Grasshopper script. In order to ensure credibility, two models designed from the Grasshopper script were analyzed using a finite element program, SAP2000; one is a square-based catenary shell and the other is a special catenary shell called as the Naturtheater $Gr{\ddot{o}}tzingen$ shell, which was completed in 1977. First, the developed modeling approach was proved to be reasonable from the analysis of the square-based shell. The reliability was further confirmed by a comparison between the current and previous analysis results for the Naturtheater $Gr{\ddot{o}}tzingen$ shell.