• Title/Summary/Keyword: full-factorial design

검색결과 147건 처리시간 0.026초

발전소용 유압기기의 마모특성 연구 (Study of Wear Characteristics of Hydraulic Equipment Used in Power Plants)

  • 이용범;이기천;장무성
    • 대한기계학회논문집A
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    • 제37권9호
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    • pp.1183-1188
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    • 2013
  • 발전소에서 발생하는 고장은 인명 및 재정적 손실에 대한 파급효과는 매우 크므로 발전소에 사용되는 유압기기의 신뢰성은 특히 중요하다. 본 연구에서는 발전소용 유압밸브의 스풀과 슬리브 재질을 사용하여 시편을 제작, 열처리한 후 인산에스테르계열 유압작동유 침전상태에서 다양한 조건에서 실험한다. 시편의 마모량에 영향을 주는 인자들의 유의성을 평가하기 위해 $2^3$ 완전 요인 실험계획법을 적용하였으며, 고려된 인자들은 하중, 속도, 온도이다. 실험결과로부터 마모량에 대한 주효과 및 2 인자 교호작용에 대한 유의성 평가를 실시한 후 마모량과 인자들간의 수학적 모형을 도출하고자 한다.

전산해석을 통한 PEMFC 평행 유로에서 Baffle에 의한 출력특성 분석 (Study on Power Characteristics in the PEMFC Parallel Channel with Baffles through Numerical Analysis)

  • 권오정;오창묵;신희선;오병수
    • 전기화학회지
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    • 제17권3호
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    • pp.193-200
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    • 2014
  • 고분자 분리막 연료전지의 성능향상을 위해 분리판 유로설계연구는 필요하다. PEMFC의 성능향상에 대한, 강제대류를 이용한 interdigitated 유로가 최근에 많이 연구되고 있다. 이 논문에서는 interdigitated 유로를 배플들이 있는 평행류 채널에 비슷하게 적용하였다. 상용 multiphysics program인 COMSOL을 이용하여 완전차단배플인 FBB가 있는 평행류 채널에 관해 전산해석을 수행하였고 3가지 변인들(배플 위치, 유체 방향, 유체 속도)이 사용 되었다. 각각 변인들의 출력은 최대출력의 80%를 고려한 0.5V에서의 결과이다. 최종적으로, 실험설계법 중 완전요인실험법을 바탕으로 여러 수준을 갖는 각 실험인자로부터 결론을 도출하였다. 실험인자들의 주효과와 상호작용 분석은 출력을 향상시키는데 가장 영향을 주는 인자를 찾는데 유용하였다.

A Taguchi Approach to Parameter Setting in a Genetic Algorithm for General Job Shop Scheduling Problem

  • Sun, Ji Ung
    • Industrial Engineering and Management Systems
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    • 제6권2호
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    • pp.119-124
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    • 2007
  • The most difficult and time-intensive issue in the successful implementation of genetic algorithms is to find good parameter setting, one of the most popular subjects of current research in genetic algorithms. In this study, we present a new efficient experimental design method for parameter optimization in a genetic algorithm for general job shop scheduling problem using the Taguchi method. Four genetic parameters including the population size, the crossover rate, the mutation rate, and the stopping condition are treated as design factors. For the performance characteristic, makespan is adopted. The number of jobs, the number of operations required to be processed in each job, and the number of machines are considered as noise factors in generating various job shop environments. A robust design experiment with inner and outer orthogonal arrays is conducted by computer simulation, and the optimal parameter setting is presented which consists of a combination of the level of each design factor. The validity of the optimal parameter setting is investigated by comparing its SN ratios with those obtained by an experiment with full factorial designs.

반응면기법을 이용한 침전조의 형상최적설계 (Shape Optimization of Sedimentation Tank Using Response Surface Method)

  • 김홍민;최승만;김광용
    • 한국유체기계학회 논문집
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    • 제7권6호
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    • pp.55-61
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    • 2004
  • A numerical procedure for optimizing the shape of three-dimensional sedimentation tank is presented to maximize its sedimentation efficiency. The response surface based optimization is used as an optimization technique with Reynolds-averaged Navier-Stokes analysis for multi-phase flow. Standard $k-{\epsilon}$ model is used as a turbulence closure. Three design variables such as, tank height to center feed wall diameter ratio, blockage ratio of center feed wall and angle of distributor are chosen as design variables. Sedimentation efficiency is defined as an objective function. Full-factorial method is used to determine the training points as a means of design of experiment. Sensitivity of each design variable on the objective function has been evaluated. And, optimal values of the design variables have been obtained.

Centrifugal Impeller Blade Shape Optimization Through Numerical Modeling

  • Bellary, Sayed Ahmed Imran;Samad, Abdus
    • International Journal of Fluid Machinery and Systems
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    • 제9권4호
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    • pp.313-324
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    • 2016
  • Surrogate model based shape optimization methodology to enhance performance of a centrifugal pump has been implemented in this work. Design variables, such as blade number and blade angles defining the pump impeller blade shape were selected and a three-level full factorial design approach was used for efficiency enhancement. A three-dimensional simulation using Reynolds-averaged Navier Stokes (RANS) equations for the performance analysis was carried out after designing the geometries of the impellers at the design points. Standard $k-{\varepsilon}$ turbulence model was used for steady incompressible flow simulations. The optimized impeller incurred lower losses by shifting the trailing edge towards the impeller pressure side. It is observed that the surrogates are problem dependent and most accurate surrogate does not deliver the best design always.

Effect of Some Design Factors in the Front Panel on the Characteristics of a Plasma Display

  • Kim, Beong-Ju;Moon, Chelo-Hee
    • Journal of Information Display
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    • 제9권3호
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    • pp.28-32
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    • 2008
  • Low sustained voltage $(V_s)$ and high luminous efficiency (lumen/Watts) are required for the enhanced performance of an AC PDP. Both are not realized in the same condition, however, because luminous efficiency decreases when the sustained voltage is lowered in most cases. In this study, the three design factors in the front panel of a PDP, i.e., the thickness and position of the bus electrode and the thickness of the dielectric layer, were chosen to investigate how they affect the sustained voltage and the luminous efficiency, and to find a way to optimize them. Two values were given to each of the three design factors, and experiments were done via full factorial design, i.e., with a total of eight conditions, using a 3-in.diagonal test panel. The changes in the sustained voltage and the luminous characteristics were explained in connection with the discharge characteristics of the PDP cells.

휴대폰 커버 사출성형의 CAE 해석 및 최적화 (CAE Analysis and Optimization of Injection Molding for a Mobile Phone Cover)

  • 박기윤;김현성;강진현;박종천
    • 한국기계가공학회지
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    • 제11권2호
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    • pp.60-65
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    • 2012
  • This paper deals with an CAE analysis and optimization of injection molding for a mobile phone cover. Two design goals are established in the optimization; one is to switch over the feed system from cold runner to hot runner for the purpose of reducing material costs, and the other is to minimize the warpage in order to improve product quality. By the full-factorial experiments for design parameters, we showed that the cold runner design could be changed to the hot runner design by replacing the current resin with a new resin of higher fluidity. In addition, we could significantly reduce the warpage of the cover product under the hot runner system by optimizing packing pressure and packing time.

A Study on Molding Condition of Aspheric Glass Lenses Using Design of Experiments Slow Cooling Condition

  • Cha, Du-Hwan;Lee, June-Key;Kim, Hyun-Uk;Kim, Sang-Suk;Kim, Hye-Jeong;Park, Yong-Pil;Jeong, Jong-Guy;Kim, Jeong-Ho
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2008년도 하계학술대회 논문집 Vol.9
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    • pp.464-464
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    • 2008
  • This study investigated the slow cooling conditions in the molding of aspheric glass lens using the design of experiment (DOE). The optimization of the slow cooling conditions with respect to the form accuracy (PV) of the molded lens were ascertained by employing full factorial design. As a result of the analysis of variance (ANOVA) and P-value (significance level), it was verified that slow cooling rate represent the most significant operative variables that affect the corresponding response variable. In the optimum condition, the molded lens show 82% of transcription ratio.

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Aspergillus terreus에 의해 생합성되는 이타콘산의 생산성 증가를 위한 통계적 생산배지 최적화 (Statistical Optimization of Production Medium for Enhanced Production of Itaconic Acid Biosynthesized by Fungal Cells of Aspergillus terreus)

  • 장용만;신우식;이도훈;김상용;박철환;정용섭;전계택
    • KSBB Journal
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    • 제24권1호
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    • pp.30-40
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    • 2009
  • Aspergillus terreus에 의한 이타콘산 생산 발효공정에서 생산균주의 성장을 어느 정도 제한시킴으로써 배양생리적 특성이 이타콘산 생합성 쪽으로 치우치도록 통계적 방법을 적용하여 itaconic acid의 생산배지 조성을 최적화하는 연구를 수행하였다. 이타콘산은 TCA회로를 거쳐 합성된 cis-aconitic acid의 디카르복실화 반응에 의해 생합성되는 고부가 화학원료물질이다. 우선 One factor at a time (OFAT) 방법을 이용하여 이타콘산의 생산성 증가에 크게 영향을 미치는 중요한 탄소원들로 sucrose, glucose, fructose와 soluble starch를 확인할 수 있었고, 질소원들로는 cottonseed flour와 soybean meal을 찾을 수 있었다. Fractional factorial design을 통하여 이들 6가지 요인들 간의 상호작용의 정도를 확인한 결과 sucrose와 cottonseed flour간의 상호작용의 정도가 가장 컸고, 나머지 요인들 간의 상호작용의 정도는 작거나 혹은 이타콘산 생산에 오히려 부정적인 결과를 나타냈다. 또한 full factorial design (FFD) 실험을 통해 생산배지에 $KH_2PO_4$$MgSO_4$가 과량 첨가되면 이타콘산의 생산성이 심각하게 저해됨을 알 수 있었다. FFD의 1차모델식을 근간으로 하여 최급상승법 (steepest ascent method, SAM)을 적용하여 sucrose, cottonseed flour, $KH_2PO_4$$MgSO_4$의 최적 농도로 향하는 가장 가파른 기울기를 구함으로써, 신속하고 효율적으로 최적 농도지점에 대한 정보를 얻을 수 있었다. SAM이 제시해주는 농도 부근에서 반응표면분석 (response surface method, RSM)을 적용하여 각 배지성분의 농도를 최적화시키기 위해, 2개의 중요한 요인인 sucrose와 cottonseed flour를 이용하여 중심합성계획 (central composite design, CCD) 실험을 수행하였다. 그 결과 이타콘산의 최적 배지 조건은 sucrose 90.4 g/L, cottonseed flour 53.8 g/L인 것으로 관찰되었고, 이 농도에서 이타콘산의 생산성은 초기 사용된 배지에서의 생산성에 비해 약 7배 증가한 4360 mg/l로 나타났다. 이로부터 탄소원 (C)으로 사용한 sucrose와 질소원 (N)으로 사용한 cottonseed flour 간의 C/N 비율이 이타콘산의 생산성에 큰 영향을 미친다는 것을 확인할수 있었다.

난류열전달 증진을 위한 딤플형상의 최적설계 (Design Optimization of Dimple Shape to Enhance Turbulent Heat Transfer)

  • 최지용;김광용
    • 대한기계학회논문집B
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    • 제30권7호
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    • pp.700-706
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    • 2006
  • This study presents a numerical procedure to optimize the shape of dimple surface to enhance turbulent heat transfer in a rectangular channel. The response surface based optimization method is used as an optimization technique with Reynolds-averaged Wavier-Stokes analysis of fluid flow and heat transfer with shear stress transport (SST) turbulence model. The dimple depth-to-dimple print diameter ratio, channel height-to-dimple print diameter ratio, and dimple print diameter-to-pitch ratio are chosen as design variables. The objective function is defined as a linear combination of heat transfer related term and friction loss related term with a weighting factor. full factorial method is used to determine the training points as a mean of design of experiment. The optimum shape shows remarkable performance in comparison with a reference shape.