• Title/Summary/Keyword: DOE(Design Of Experiments)

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실험 계획법을 적용한 세라마이드 고함량의 수화 액정형 베시클의 최적설계 (Design Optimization of Hydrated Liquid Crystalline Vesicles Containing a High Content of Ceramide Using DOE)

  • 신주영;진병석
    • 한국응용과학기술학회지
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    • 제39권5호
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    • pp.623-631
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    • 2022
  • 실험 계획법을 활용하여 세라마이드가 고함량으로 함유된 수화 액정형 베시클의 입자 사이즈에 영향을 미치는 인자를 분석하고 혼합물 조성의 최적화를 시도하였다. 베시클 입자 사이즈에 영향을 주는 주요 변수로 제조 온도, 에탄올 양, 초음파 시간을 각각 정하고, 다구찌 방법의 S/N비 산출과 ANOVA 분석을 통해, 이들 변수들이 입자 사이즈에 미치는 영향을 살펴보았다. 또한 혼합물 실험 계획법의 심플렉스 중심 설계에 따라, 베시클 막을 구성하는 세 지질 성분, 인지질(HPC), 콜레스테롤(Chol), 세라마이드(Cer)의 혼합 조성 실험을 수행하였다. 실험에서 얻어진 데이터로부터 회귀분석을 실시하여 모델식을 구하고, 베시클 입자 사이즈를 최소로 만들기 위한 세 지질 성분의 최적 혼합 조성은 HPC(0.6), Chol(0.1), Cer(0.3)으로 구해졌다.

고효율 Solar Cell 제조를 위한 Firing 공정 조건의 최적화 (Optimization of the firing process condition for high efficiency solar cells on single-crystalline silicon)

  • 정세원;이성준;홍상진;한승수
    • 한국표면공학회:학술대회논문집
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    • 한국표면공학회 2006년도 추계학술발표회 초록집
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    • pp.4-5
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    • 2006
  • This paper represents modeling and optimization techniques for solar cell process on single-crystalline float zone (FZ) wafers with high efficiency; There were the four significant processes : i)emitter formation by diffusion, anti-reflection-coating (ARC) with silicon nitride using plasma-enhanced chemical vapor deposition (PECVD); iii)screen-printing for front and back metallization; and iv)contact formation by firing. In order to increase the performance of solar cells, the contact formation process is modeled and optimized. This paper utilizes the design of experiments (DOE) in contact formation to reduce process time, fabrication costs. The experiments were designed by using central composite design which is composed of $2^4$ factorial design augmented by 8 axial points with three center points. After contact formation process, the efficiency of the solar cell is modeled using neural networks. This model is used to analyse the characteristics of the process, and to optimize the process condition using genetic algorithms (GA). Finally, find optimal recipe for solar cell efficiency.

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무전해 동도금 Throwing Power (TP) 및 두께 편차 개선 (Improvement of the Throwing Power (TP) and Thickness Uniformity in the Electroless Copper Plating)

  • 서정욱;이진욱;원용선
    • 청정기술
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    • 제17권2호
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    • pp.103-109
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    • 2011
  • 전기도금의 seed layer를 형성하는 무전해 동도금 공정의 throwing power (TP)와 두께 편차를 개선하기 위한 공정 최적화 방법을 제시하였다. 실험계획법 (DOE)을 이용하여 가능한 모든 공정 인자들 가운데 TP와 두께 편차에 가장 큰 영향을 미치는 주요 인자를 파악해 보았다. 균일성을 가진 via filling을 위해서는 도금액 내의 Cu 이온의 농도를 높여주고 도금 온도를 낮추어 주는 것이 바람직한 것으로 판단되었으며 이는 표면 반응성의 측면에서 설명되었다. Kinetic Monte Carlo (MC) 모사가 이를 시각화하기 위해 도입되었으며 실험에서 관찰된 현상을 정성적으로 무리 없이 설명할 수 있었다. 실험계획법을 이용한 체계적인 실험과 이를 뒷받침하는 이론적인 모사가 결합된 본 연구의 접근법은 관련 공정에서 유용하게 활용될 수 있을 것이다.

Claw Pole Type 영구자석형 스테핑 모터의 정토크 특성 향상에 관한 연구 (A Study on the Improvement of Static Torque Characteristic in Permanent Magnet Stopping Motor with Claw Pole)

  • 임승빈;손영규;김영태;이주
    • 조명전기설비학회논문지
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    • 제20권8호
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    • pp.80-87
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    • 2006
  • 본 논문에서는 3차원 FEM을 이용하여 Claw pole stoning motor의 특성을 해석하였다. Claw pole stewing motor는 구조상 z-축 방향으로 자화가 발생하고 모델의 특성상 3차원 FEM해석이 필수적이다. 해석 시간을 고려해 볼 때 목적하고자 하는 성능을 갖는 모터 설계 시 시간을 효율적으로 줄이기 위한 방법 중 하나는 해석 대상의 개수를 줄이는 것이다. 이에 본 논문에서는 실험계획법(Design of Experiments)을 이용하여 Claw pole stewing motor의 해석 및 설계 시 중요 변수인 영구자석, 폴형상, 권선수의 설계 변수를 설정하여 이 설계변수의 조합으로 나오는 해석 모델의 개수를 최소화하고 이렇게 줄어든 최적의 모델을 선정하여 3차원 FEM으로 해석하여 특성을 살펴보았다.

난방모드 시 $CO_2$ 지열히트펌프의 내부열교환기에 대한 운전특성 (Operating Characteristics of Internal Heat Exchanger for $CO_2$ Geothermal Heat Pump in the Heating Mode)

  • 김재덕;이상재;김선창;김영률
    • 대한설비공학회:학술대회논문집
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    • 대한설비공학회 2009년도 하계학술발표대회 논문집
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    • pp.1226-1231
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    • 2009
  • This paper presents operating characteristics of internal heat exchanger(IHX) for $CO_2$ geothermal heat pump in the heating mode. Mass flow rate of $CO_2$, inlet temperatures of $CO_2$ at high and low pressure side were selected as main effect factors by using fractional factorial DOE(Design of Experiments). And RSM(Response Surface Method) was used in optimization phase. The results show that heat transfer rate of IHX increases when either inlet temperature of low pressure side decreases or inlet temperature of high pressure side increases. Effectiveness of IHX increases with increasing of inlet temperature of either high pressure side or low pressure side. Finally, performance contour map was provided over the operation ranges of the main design factors.

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실험계획법을 이용한 LCD 압착장비의 설계최적화 (The Design Optimization of LCD Panel Bonding Equipment by Design of Experiment)

  • 황일권;김동민;채수원
    • 한국정밀공학회지
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    • 제27권12호
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    • pp.92-98
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    • 2010
  • The design of press bonding tool in LCD module equipment is a very complex and difficult task because many design able variables are involved while their effects are not known. It takes longtime experiments and much expenses to verify the effects of these design variables. However the optimization of bonding tool using OLB(outer lead bonding) and PCB Bonding is a very important problem in LCD manufacturing process, so much design efforts have been made for improving the bonding tool performance. In this paper, a reasonable and fast process which gives optimized solution under the design requirements has been presented. Both analytical and statistical methods are employed in this process. A reliable analytic model using experiment-oriented FE analysis can be obtained, in which the regression equations that predict the tool efficiency from various DOE method are found. Improvement of tool efficiency could be estimated by the regression equations using meaningful factors converged by RSM(Response Surface Method). With this process a reasonable optimized solution that meets a variety of design requirements can be easily obtained.

가동자석형 광 픽업 엑츄에이터의 개발 (Development of Moving Magnet Type Optical Pickup Actuator)

  • 허영준;김윤기;송명규;김상룡;박노철;유정훈;박영필
    • 정보저장시스템학회논문집
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    • 제4권1호
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    • pp.23-28
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    • 2008
  • In this paper we suggested the moving magnet type actuator for optical disc drive which has high frequency of flexible mode. Generally, moving magnet type actuator has the advantage for increase the frequency of flexible mode. But it has low driving sensitivity due to the weight of its moving part. To overcome this shortcoming, we designed the model with the closed electromagnetic circuit for tracking direction. In addition, we improved the driving sensitivity and frequency of flexible mode by using of DOE (design of experiment) procedure for EM circuit. Consequently, it is verified that final designed model satisfied with the desired specifications.

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공리적 설계에 의한 안전기준을 만족하는 자동차용 시트 설계 (Design of Automobile Seat for Regulations using Axiomatic Design)

  • 강병수;정자영;신문균;박경진
    • 한국자동차공학회논문집
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    • 제13권3호
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    • pp.24-34
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    • 2005
  • The automobile seat must satisfy various safety regulations for the passenger's safety. In many design practices, each component is independently designed by concentrating on a single related regulation. However, since multiple regulations can be involved in a seat component, there may be design confliction among the various safety regulations. Therefore, a new design methodology is required to effectively design an automobile seat. The axiomatic approach is employed for considering multiple regulations. The Independence Axiom is used to define the overall flow of the seat design. Functional requirements (FRs) are defined by safety regulations and components of the seat are classified into groups which yield design Parameters (DPs). The classification is carried out to have independence in the FR-DP relationship. Components in a DP group are determined by using orthogonal away of the design of experiments (DOE). Numerical analyses are utilized to evaluate the safety levels by using a commercial software system for nonlinear transient finite element analysis.

Experimental Study of the Aspheric-plano Lens Fabrication using Compression Glass Molding

  • Ryu, Seong-Mi;Kim, Hye-Jeong
    • Transactions on Electrical and Electronic Materials
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    • 제9권6호
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    • pp.237-242
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    • 2008
  • The effects of the process parameters in the molding of aspheric glass lenses for camera phone modules have been investigated experimentally. The molding conditions were optimized with respect to the form accuracy (PV) (the response variable) of the molded lens. The experimental conditions were obtained by employing a factorial design method. From the analysis of variance (ANOVA) and P-value (significance level), the slow cooling rate was found to affect the response variable most significantly. The lens molded under the optimum molding condition showed a transcription ratio of 93.4%.

틸팅 열차의 현가장치 최적화 (Optimizing the suspension system of the tilting train)

  • 김정범;박태원;윤지원;정성필;구동회
    • 한국철도학회:학술대회논문집
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    • 한국철도학회 2008년도 추계학술대회 논문집
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    • pp.1703-1709
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    • 2008
  • The TTX(Tilting Train eXpress) has tilting mechanism that is not existed in the previous train. So, the characteristics of suspension will be different from others. For this reason, TTX needs to be investigated about the suspension in contrast with the previous suspension system. The 2nd damping ratio is very important for a tilting mechanism. Proper value of suspension characteristics should be suggested for the tilting train. In this paper, the optimization of suspension systems for TTX model is introduced by using Design of Experiments (DOE) which is the design of all information-gathering exercises where variation is present. At first, the dynamics model is made for evaluating characteristics of suspension system. Second, using evaluated value, suspension characteristics are analyzed for sensitivity analysis. Finally, using the result of a sensitivity analysis, the suspension systems are optimized.

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