• 제목/요약/키워드: Box-Behnken Method

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Box-Behnken법을 이용한 매입형 영구자석 동기전동기의 회전자 구조 최적설계 (Optimal Design of the Rotor Structure by using Box-Behnken Method for IPMSM)

  • 한정호;김원호;장익상;김미정;이기덕;이재준;이주
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2011년도 제42회 하계학술대회
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    • pp.949-950
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    • 2011
  • There are various ways of optimizing rotor design of Interior Permanent Magnet Synchronous Motors(IPMSM). In this paper, the best optimized design value was found by varying the Bridge thickness of PM in the rotor and changing Rib. The set design values were torque, 5 harmonics, 7 harmonics, and safety factor. Also, in order to make practical design value easily and quickly for optimization, Box-Behnken of Response Surface Method(RSM) method was used. Therefore, IPMSM resulted an optimized design model with high torque, low harmonics, and constant value of safety factor.

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반응표면분석법을 이용한 수처리용 플라즈마 공정 설계의 최적화 (Optimization of Design of Plasma Process for Water Treatment using Response Surface Method)

  • 김동석;박영식
    • 한국물환경학회지
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    • 제27권5호
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    • pp.617-624
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    • 2011
  • In order to confirm the creation of the OH radical which influences to RNO bleaching processes, it experimented using laboratory reactor of dielectric barrier discharge plasma (DBDP). The experiments performed in about 4 kind process variables (diameter of ground electrode, diameter of discharge electrode, diameter of quartz tube and effect of air flow rate) which influence to process. In order to examine optimum conditions of design factors as shown in Box-Behnken experiment design, ANOVA analysis was conducted against four factors. The actual RNO removal at optimized conditions under real design constraints were obtained, confirming Box-Behnken results. Optimized conditions under real design constraints were obtained for the highest desirability at 1, 1 mm diameter of ground and discharge electrode, 6 mm diameter of quartz tube and 5.05 L/min air flow rate, respectively.

UV공정을 이용한 NDMA처리 통계적 최적화 연구 (The Study of Statistical Optimization of NDMA Treatment using UV-Process)

  • 송원용;장순웅
    • 한국물환경학회지
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    • 제25권1호
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    • pp.96-101
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    • 2009
  • The aim of this research was to apply experimental design methodology to optimizetion the photolytic degradation of N-nitrosodimethylamine (NDMA). Reactions were mathematically described as a function of parameters such as pH, initial NDMA concentration, and UV intensity using the Box-Behnken method. The results showed that the responses of NDMA removal (%) in photolysis were significantly affected by the synergistic effect of linear term of pH, initial NDMA concentration and UV intensity. The application of Response Surfase Methodology (RSM) using the Box-Behnken method yielded the following regression equation, which is an empirical relationship between the removal (%) of NDMA and test variables in coded unit: Y = 50.929 + 16.073(UV) - 7.909(NDMA) - 27.432(pH) - 11.385(UV)(NDMA) - 7.363(UV)(pH) +13.811(NDMA)(pH). The model predictions agreed well with the experimentally observed result ($R_2(ad.)=89%$).

Optimization of Ni2+ adsorption on 13X zeolite using box-behnken design

  • Jafari, Shoeib;Bandarchian, Farideh
    • Advances in environmental research
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    • 제6권3호
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    • pp.217-227
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    • 2017
  • In this study, the elimination of $Ni^{2+}$ using 13X sorbent due to an electrostatic interaction was reported. The significant factors including pH, time and 13X sorbent amount were investigated using Box-Behnken design (BBD). In the optimum experimental conditions, the linear rang and limit of detection of the proposed method were 0.1-20 and $0.102mg\;L^{-1}$, respectively. The precision as RSD% was 1.3% for concentration of $2mg\;L^{-1}$. Concerning the excellent recoveries in a short time with highly efficient sample clean-up and removal, this method may be a very powerful and innovative future sample removal technique. To the best of our knowledge, this is the first report on using BBD for optimizing the parameters affected the removal of $Ni^{2+}$ by 13X zeolite sorbent.

해양플랜트 플로트오버 설치 공법용 수동형 갑판 지지 프레임의 최소중량설계와 민감도 평가를 위한 실험계획법 응용 (Application of Experimental Design Methods for Minimum Weight Design and Sensitivity Evaluation of Passive-Type Deck Support Frame for Offshore Plant Float-Over Installation)

  • 김훈관;이강수;송창용
    • 해양환경안전학회지
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    • 제27권1호
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    • pp.161-171
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    • 2021
  • 본 연구에서는 20,000 톤급 해양플랜트 상부구조물(Topside)의 플로트오버 설치작업을 위해 개발된 수동형 갑판 지지 프레임(Deck support frame)의 구조설계에 대해 다양한 실험계획법을 이용한 최소중량설계와 민감도 평가의 비교연구를 수행하였다. 수동형 갑판 지지 프레임의 주요 구조부재의 두께 치수 변수는 설계인자로 고려하였고, 응답치는 중량과 강도성능으로 선정하였다. 최소중량설계와 민감도 평가의 비교연구에 사용한 실험계획법은 직교배열설계법, Box-Behnken 설계법, 그리고 Latin hypercube 설계법이다. 실험계획법의 설계공간 탐색의 근사화 성능을 평가하기 위해 반응표면법을 각 실험계획법 별로 생성하여 근사화 정확도 특성을 검토하였다. 또한 최소중량설계를 위해 최상 설계안의 결과로 부터 실험계획법의 특성에 따른 수치계산 비용, 중량감소 효과 등을 평가하였다. 수동형 갑판 지지 프레임의 구조설계에 대해 Box-Behnken 설계법이 가장 적합한 설계 결과를 나타내었다.

Optimization of main factors using response surface method for the enhanced production of hGM-CSF from transgenic Nicotiana tabacum cell suspension cultures

  • Lee, Ki-Yong;Lee, Sang-Yoon;Kim, Dong-Il
    • 한국생물공학회:학술대회논문집
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    • 한국생물공학회 2003년도 생물공학의 동향(XIII)
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    • pp.351-355
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    • 2003
  • Screening 실험을 통하여 결정된 주요인자인 sucrose, nitrogen, 배양온도로 인자의 최적수준을 결정하는 표면반응법중 하나인 Box-Behnken design을 수행하였다. 각 인자의 상관관계를 통하여 sucrose는 90 g/L, nitrogen은 41 mM, 온도는 $22^{\circ}C$가 최적수준으로 결정이 되었으며 확인실험을 통하여 대조구보다 세포생장이 증가하였을 뿐만 아니라 hGM-CSF의 생산도 약 2배 정도 증가되었음을 확인하였다. 이것은 고농도의 sucrose로 인해 배지내로의 hGM-CSF의 분비가 촉진되었기 때문이며 또한 저온으로 인해 분비된 hGM-CSF를 분해하는 protease 활성이 감소되었기 때문인 것으로 사료된다.

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서지 마진 증가를 고려한 원심 압축기 설계 최적화 (A Study on Centrifugal Compressor Design Optimization for Increasing Surge Margin)

  • 최재호
    • 한국유체기계학회 논문집
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    • 제11권2호
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    • pp.38-45
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    • 2008
  • This study presents a numerical procedure to optimize the compressor design to increase the surge margin of compressor with response surface method (RSM). The Box-Behnken design method is used to reduce the number of calculation for fitting the second-order response surface. In order to consider the increase of surge margin during numerical optimization without any calculation at the surge point, the slope of compressor characteristic curve at the design point is suggested as an objective function in the present optimization problem. Mean line performance analysis method is used to get the design and off-design characteristic curves of centrifugal compressor. The impeller exit angle, impeller exit height and impeller radius are chosen as design variables. The optimum shapes show the increase of surge margin for the surge margin optimization and increase of efficiency for the efficiency optimization in comparison with an initial shape.

통계적 방법에 의한 교면포장용 고성능 콘크리트의 최적배합비 도출 (Optimum Mix Design of High-Performance Concrete for Bridge Deck Overlay by Statistical Method)

  • 원종필;서정민;이창수;박해균;이명섭
    • 콘크리트학회논문집
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    • 제17권4호
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    • pp.559-567
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    • 2005
  • 본 연구는 혼화재료(실리카퓸, 플라이애쉬, 고로슬래그)를 사용하여 교면 포장에 적용할 고성능 콘크리트의 최적배합비를 도출하기 위하여 실시되었다. 최적배합비를 도출하기 위하여 실리카퓸, 플라이애쉬, 고로슬래그의 세가지 혼화재료를 고려하여 통계학의 최적화 기법인 Box Behnken 설계 방법을 사용하였다. 압축강도와 염소이온투과저항성 시험을 실시하였으며 시험 결과를 기초로 최적의 배합비를 도출하였다. 도출된 최적배합은 기술적으로 분석하였으며 시험 결과는 교면포장을 위한 고성능 콘크리트 성능 기준과 비교하였다. 최적배합은 만족할 만한 성능을 보여주었다. 또한 최적배합으로 도출된 고성능 교면포장 콘크리트는 재료의 가격뿐만 아니라 모빌믹서를 사용하지 않고 일반 믹서를 사용하기 때문에 시공비용도 감소시킬 수 있다.

Optimization of Fermentation Medium for Glycyrrhizin Biotransformation to Monoglucuronyl-glycyrrhetinic Acid by Plackett-Burman and Box-Behnken Design

  • Quan, Yanling;Wang, Lin;Liu, Yisheng;Cong, Jingxiang;Xie, Shengquan;Wu, Xiuhong
    • Korean Chemical Engineering Research
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    • 제53권3호
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    • pp.321-326
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    • 2015
  • Plackett-Burman (PB) and Box-Behnken (BB) experimental designs were used to optimize fermentation variables for the biotransformation of glycyrrhizin (GL) to monoglucuronyl-glycyrrhetinic acid (MGGA). The PB design was first used to screen the important factors among the medium variables. The steepest ascent method was used to approach the optimum range for each of these factors. The BB design was finally used to analyze the response surfaces of the screened factors for further optimization. The optimized conditions for this system were 0.7 g/L $MgSO_4{\cdot}7H_2O$, 1.19 g/L GL, and cultivation for six days. The biotransformation of GL to MGGA could reach up to 35.72%, which is a good result for this kind of transformation.

Optimal Design of Ferromagnetic Pole Pieces for Transmission Torque Ripple Reduction in a Magnetic-Geared Machine

  • Kim, Sung-Jin;Park, Eui-Jong;Kim, Yong-Jae
    • Journal of Electrical Engineering and Technology
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    • 제11권6호
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    • pp.1628-1633
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    • 2016
  • This paper derives an effective shape of the ferromagnetic pole pieces (low-speed rotor) for the reduction of transmission torque ripple in a magnetic-geared machine based on a Box-Behnken design (BBD). In particular, using a non-linear finite element method (FEM) based on 2-D numerical analysis, we conduct a numerical investigation and analysis between independent variables (selected by the BBD) and reaction variables. In addition, we derive a regression equation for reaction variables according to the independent variables by using multiple regression analysis and analysis of variance (ANOVA). We assess the validity of the optimized design by comparing characteristics of the optimized model derived from a response surface analysis and an initial model.