• 제목/요약/키워드: Design of Experiments (DOE)

검색결과 223건 처리시간 0.021초

강도조건을 고려한 강구조물 보강재의 다목적 근사최적설계 (Approximate Multi-Objective Optimization of Stiffener of Steel Structure Considering Strength Design Conditions)

  • 전은기;이종수
    • 한국생산제조학회지
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    • 제24권2호
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    • pp.192-197
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    • 2015
  • In many fields, the importance of reducing weight is increasing. A product should be designed such that it is profitable, by lowering costs and exhibiting better performance than other similar products. In this study, the mass and deflection of steel structures have to be reduced as objective functions under constraint conditions. To reduce computational analysis time, central composite design(CCD) and D-Optimal are used in design of experiments(DOE). The accuracy of approximate models is evaluated using the $R^2$ value. In this study, the objective functions are multiple, so the non-dominant sorting genetic algorithm(NSGA-II), which is highly efficient, is used for such a problem. In order to verify the validity of Pareto solutions, CAE results and Pareto solutions are compared.

제트홴 소음기 형상이 성능에 미치는 영향 (Effects of Silencer Design on the Performance of Jet-fan)

  • 오인규;최영석;김준형;양상호;권오명
    • 한국유체기계학회 논문집
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    • 제13권6호
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    • pp.25-29
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    • 2010
  • In this paper, a numerical study has been carried out to investigate the influence of silencer design variables on the performance of a jet fan. In order to achieve an optimum jet fan design and to explain the interactions between the different geometric configurations in the jet fan, three-dimensional computational fluid dynamics and the Design of Experiments method have been applied. Two geometric variables, i.e., cap size and silencer length, were employed to improve the performance of the jet fan. The objective functions of the jet fan are defined as the effective velocity and total efficiency at the operating condition. Based on the results of computational analyses, the flow characteristics were discussed. The effect of silencer with a specific roughness on the performance was also discussed.

근사 최적화를 활용한 뻐꾸기 탐색법의 성능 개선 (Surrogate-Based Improvement on Cuckoo Search for Global Constrained Optimization)

  • 이세정
    • 한국CDE학회논문집
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    • 제19권3호
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    • pp.245-252
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    • 2014
  • Engineering applications of global optimization techniques are recently abundant in the literature and it may be caused by both new methodologies arising and faster computers coming out. Many of the optimization techniques are based on natural or biological phenomena. This study put focus on enhancing the performace of Cuckoo Search (CS) among them since it has the least number of parameters to tune. The proposed enhancement can be achieved by applying surrogate-based optimization at every cycle of CS, which fortifies the exploitation capability of the original method. The enhanced algorithm has been applied several engineering design problems with constraints. The proposed method shows comparable or superior performance to the original method.

열안정성을 고려한 초소형 정보저장기기용 액추에이터 구조설계 (Structural design of small form factor swing arm type actuators with thermal stability)

  • 박철;유정훈;박노철;박영필;도야건;중촌자남
    • 정보저장시스템학회논문집
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    • 제2권3호
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    • pp.208-213
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    • 2006
  • The present state of the design of swing arm actuators for optical disc drives is to obtain the high efficient dynamic characteristics within a very compact volume. As a necessary consequence, the need of the small form factor (SFF) storage device has been arisen as major interests in the information storage technology. In this paper, we suggest the miniaturized swing arm type actuator that has high efficient dynamic characteristics for SFF optical disk drive (ODD). For the operating mechanism, it uses a tracking electromagnetic (EM) circuit for a focusing motion together. Moreover, due to the size constraint, the thermal stability of optical head is important. Therefore, the actuator is designed to emit the heat, which is generated by optical pick-up, along the actuator body easily. Initial model is designed based on the topology optimization method considering the thermal conductivity. Then, the structural parts of the actuator are modified to maintain the high sensitivity and to have wide control bandwidth by the design of experiments method (DOE) and new concept of decreasing mass and inertia. Finally, a swing arm type actuator for SFF ODD is suggested and its dynamic characteristics are verified.

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유연디스크용 가동 코일형 광 픽업 엑추에이터 개발 (Design of Moving Coil Type Optical Pickup Actuator for Flexible Disk System)

  • 김윤기;송명규;이동주;유정훈;박노철;박영필
    • 정보저장시스템학회논문집
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    • 제2권4호
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    • pp.240-244
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    • 2006
  • As high-definition television(HDTV) broadcasting becoming more generalized, there have been many researches and developments about a large storage capacity and a fast data transfer rate in optical disk drives (ODD). Pickup actuators must have high flexible mode frequencies and large gain margins. Flexible modes are caused by the flexibility of moving parts in the actuator and a servo bandwidth is limited by them. As a result, the system becomes unstable for high-speed operations in high density reading and recording. In this paper, we suggest improved modeling method in considering of the bonding layer. And, the flexible mode frequency of actuator is improved by Design of Experiments of lens holder. The Magnet circuit is designed considering the relation with the moving part. Through improving the yoke design, the magnetic flux is changed and the DC tilt is reduced. Consequently, we designed an actuator which has a high flexible mode frequency and a large gain margins.

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폴리머 적층 시스템과 실험계획법을 이용한 다양한 공극 패턴에 따른 PCL 인공지지체의 제작 연구 (Fabrication of PCL Scaffolds According to Various Pore Patterns Using Polymer Deposition System and Design of Experiments)

  • 사민우;최선웅;이재욱;김종영
    • 대한기계학회논문집A
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    • 제41권7호
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    • pp.645-653
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    • 2017
  • 골 조직 공학에서 폴리카프로락톤(Polycaprolactone, PCL)은 생분해성 및 생체적합성의 합성고분자로서 인공지지체의 제작에 널리 이용되고 있는 생체재료 중 하나이다. 인공지지체의 제작에서 지지대폭은 생체 내/외 실험에서 공극 크기뿐만 아니라 공극률에도 영향을 미치기 때문에 지지대 폭을 일정하게 유지하는 것이 조직 재생에 중요하게 고려되는 부분이다. 본 연구에서는 온도, 공압, 이송 속도, 그리고 노즐 팁 높이를 이용하여 체계적이고 효율적인 인공지지체 제조 공정이 될 수 있도록 실험 계획법을 통해 최적 공정 조건을 탐색하였다. $150{\mu}m$ 지지대 폭을 가지는 PCL 인공지지체를 제작하는 것이 목표였으며, 한 가지의 공극 패턴이 아니라 다양한 공극 패턴에 따른 PCL 인공지지체를 제작하는 연구를 수행함으로써 모든 실험 그룹에서 지지대 폭이 일정함을 증명하였다.

순차적 실험계획법과 마이크로 유전알고리즘을 이용한 최적화 알고리즘 개발 (Development of Optimization Algorithm Using Sequential Design of Experiments and Micro-Genetic Algorithm)

  • 이정환;서명원
    • 대한기계학회논문집A
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    • 제38권5호
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    • pp.489-495
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    • 2014
  • 마이크로 유전알고리즘은 적은 수의 개체 사용 및 무작위 개체 구성을 통한 돌연변이 기능 대체의 특징을 갖는 진화연산을 수행하여 일반적인 유전알고리즘이 갖는 각 세대당 많은 계산 량이 요구되는 단점을 극복하고자 하였다. 이러한 마이크로 알고리즘은 특히 설계변수가 3~5 개를 갖는 문제에 효율적이라는 것이 많은 연구자들에 의하여 알려졌다. 따라서 본 연구의 목적은 순차적 실험계획법과 마이크로 유전알고리즘을 이용한 최적화 알고리즘을 개발하는 것이며, 이를 수학예제와 구조물 문제에 적용하여 실용성을 확인하고자 한다. 순차적 실험계획법은 저자들의 선행연구에서 제안되었으며, 실험계획법과 반응표면법을 이용하는 근사최적화 기법에 의한 시행착오적인 반복과정을 최소화하고자 하는 방법으로써, 행렬실험과 평균분석을 반복 적용하는 개념이다.

딥 드로잉 벽면 만곡에 미치는 소재 및 가공조건의 영향 (Effects of sheet and stamping process variables on side wall curl)

  • 박기철;한수식;조태현;황상무
    • 한국소성가공학회:학술대회논문집
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    • 한국소성가공학회 1998년도 춘계학술대회논문집
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    • pp.53-57
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    • 1998
  • In order to investigate the effects of the variables during the stamping process upon the side wall curl behavior, experiments and finite element analyses were done using a 90 degree draw-bending test. The variables considered were the die radius, the forming speed, the restraint force, the lubrication and the sheet grade. The experiments and simulation conditions were selected according to the design of experiment (DOE) approach. The effects of the restraint force, the lubrication and the forming speed were the same for both high strength and mild steels, but the effects of the die radius on the side wall curl were dependent on the magnitude of the die radius and the sheet grade. A straight side wall was observed for both high strength and mild steels when the die radius was about 2∼3 times of the sheet thickness. It was recommended that the restraint force, the forming speed and the friction be increased in order to reduce the side wall curl.

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실험계획법을 이용한 GZO 투명전극 성장의 공정 최적화 (Processing optimization of Ga-doped ZnO for transparent electrode application using DOE)

  • 이상규;장성필;손창완;임재현;송용원;이상렬;한승수
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 Techno-Fair 및 추계학술대회 논문집 전기물성,응용부문
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    • pp.108-109
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    • 2007
  • Microstructure and electrical properties of Ga-doped ZnO (GZO) films grown on $Al_2O_3$ templates by Pulsed Laser Deposition (PLD) are investigated utilizing X-ray diffraction method and Hall measurement, respectively. In order to determine the optimized operating condition of the PLD, statistical design of experiment (DOE) is employed. It provides the systematic and efficient methodology for characterization and modeling of PLD processing with a relatively small number of experiments. The most optimized recipe of the process factors is obtained by response optimizer in Minitab.

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네오디뮴 영구자석을 이용한 컨베이어벨트 구동형 미세칩 포집장치의 성능 평가 (Performance Evaluation of Microchip Removal Device Rotating by Conveyor Belt with Neodymium Permanent Magnet)

  • 최성윤;왕준형;왕덕현
    • 한국기계가공학회지
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    • 제20권1호
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    • pp.103-109
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    • 2021
  • Fine chips generated by machining have an impact on machine failure and quality of machined products, it is necessary to remove the chips, so the microchip collection and removal device by rotating conveyor belt with neodymium permanent magnets was developed. In this research, to solve the problem for reducing the existing microchips in the tank, a micro-chip removal device by rotating conveyor belt with neodymium permanent magnets developed. In the development of micro-chip removal device, 3D CATIA modeling was used, and the flow analysis and the electromagnetic force analysis were performed with COMSOL Multiphysics program. To evaluate the performance of the prototypes produced, design of experiments (DOE) is used to obtain the effect of neodymium conveyor movement speed on chip removal for the ANOVA analysis of recovered powders. An experiment was conducted to investigate the effect of the conveyor feed rate on the chip removal performance in detail. As a result of the experiment, it was confirmed that the slower the feeding speed of the fine chip removing device, the more efficient the chip removal.