• 제목/요약/키워드: statistical design of experiments

검색결과 295건 처리시간 0.033초

통계학적 실험계획법을 이용한 수소정제용 UiO-66 흡착제 개발 (Development of Adsorption Process with UiO-66 Particles for Hydrogen Purification Using Statistical Design of Experiment)

  • 이현식;김다솜;박지원;유계상
    • Korean Chemical Engineering Research
    • /
    • 제56권6호
    • /
    • pp.784-791
    • /
    • 2018
  • 다양한 합성조건에서 UiO-66 입자를 합성하여 수소정제용 이산화탄소 흡착량에 대한 연구를 수행하였다. 이를 위하여 통계학적 실험계획법을 이용하여 실험계획을 세우고 도출된 결과를 이용하여 분석하였다. 합성시간, 온도 및 아세트산의 용량이 증가할 수록 UiO-66입자의 결정도가 증가하였다. 특히 아세트산의 용량이 입자의 결정도를 결정하는데 중요한 인자로 확인되었다. 질소흡착법으로 측정한 입자의 비표면적의 경우도 유사한 경향을 보였다. 실험계획법 중 일반요인분석을 이용하여 주요 인자에 대한 주효과도 및 교호작용을 분석하였다. 또한 비선형 회귀법을 이용하여 이산화탄소 흡착량을 예측하였고, 모든 범위에서 대하여 흡착성능을 표면도와 등고선도를 통해 제시하였다.

Taguchi Method 와 HALT(High Accelerated Life Test)를 이용한 WCDMA Node B Amplifier 강건설계 (Robust Design for WCDMA Node B Amplifier by Taguchi Method and HALT (High Accelerated Life Test))

  • 이준서;노영석;홍진표;안광은;연철흠
    • 한국정보통신설비학회:학술대회논문집
    • /
    • 한국정보통신설비학회 2007년도 학술대회
    • /
    • pp.407-410
    • /
    • 2007
  • In the RRH (Radio Remote Head) of a WCDMA Node B System, an HPA (High Power Amplifier) is used in order to amplify the transmission RF signal. Upon designing an HPA, the design requirements demand that the intermodulation characteristics are optimized during design and that the stability of the characteristics is maintained in the field. In this DOE (Design of Experiments) research, a few vital factors that affect intermodulation characteristics were first selected; then, an optimal solution was produced for high reliability in a noisy environment in the field by employing the Taguchi Method, a statistical method used for a robust design. Furthermore, by employing HALT(High Accelerated Life Test) during the verification test, this experiment has verified that an HPA that was designed using the Taguchi Method proved to be a far more robust design than an HPA that was designed without using the method.

  • PDF

일체형 시트의 충돌특성 개선을 위한 최적설계 (Optimization of the Integrated Seat for Crashworthiness Improvement)

  • 이광기;이광순;박현민;최동훈
    • 한국전산구조공학회논문집
    • /
    • 제16권4호
    • /
    • pp.345-351
    • /
    • 2003
  • 자동차 산업에서 안전에 대한 법적인 요구 및 시장 수요의 증가에 따라 강도와 경량화라는 안전과 환경에 대한 상반된 목적을 만족시켜야 하기 때문에 일체형 시트의 설계는 점점 더 중요성이 부각되고 있다. 본 연구에서는 미국시험규정 FMVSS210에 따라 외연적 유한 요소해석 프로그램인 LS-Dyna를 사용하여 시트 충돌해석을 수행하였다 하지만 충돌해석은 많은 해석시간을 요구하기 때문에 효율적이고 신뢰성 있는 최적설계기법이 요구된다. 따라서 통계적 기법인 실험계획법과 반응표면모델을 적용하여 많은 해석시간을 요구하는 LS-Dyna해석을 가능한 줄이고 비선형 최적설계 알고리즘을 적용하여 강도와 경량화를 동시에 최적화하고자 한다. 본 연구에서는 실험계획법을 사용하여 최대 변위 및 총중량에 대한 설계영역을 탐색하고 반응표면모델을 구성하여 최적설계를 수행하였다.

자동차 계기판용 퍼멀로이 실딩 캔의 성형해석 및 공정설계 (Process Design and Forming Analysis of Permalloy Shielding Can for Instrument Cluster)

  • 김동환;이선봉;김병민
    • 한국정밀공학회지
    • /
    • 제18권2호
    • /
    • pp.177-185
    • /
    • 2001
  • This study shows the process design and forming analysis of permalloy shielding can that support the automobile multi-display parts to indicate the accurate information of car. This study is particularly important, since the strain and thickness of permalloy shielding can is known to affect the magnetic properties such as coercivity and permeability quite thickness of permalloy shielding can is known to affect the magnetic properties such as coercivity and permeability quite sensitively. The objective functions are strain and thickness deviation. The punch radius, die radius and blank holding force are considered as design parameters. Orthogonal array (OA) table and characteristics are applied to neural network (NN) as train data. After training, the optimal and robust condition of design parameters is selected. This study shows the correlation between the design methodology of NN and the statistical design of experiments (DOE) approach.

  • PDF

착좌시 하지 동작의 생체역학적 모델 (A biomechanical model of lower extremity for seated operators)

  • 황규성;이동춘;최재호
    • 대한인간공학회지
    • /
    • 제11권1호
    • /
    • pp.81-92
    • /
    • 1992
  • A two-dimensional static biochemical model of lower extremity in the seated posture was developed to assess muscular activities of lower extremity required for a variety of foot pedal operations. We found that the double linear optimization method that has been used for modelling articulated body segments does no predict the forces generated by biarticular muscles reasonably, so the revised double linear optimization scheme was used to consider the synergistic effects of biarticular muscles in our model, assuming that the muscle forces are distributed proportionally based on their physiological cross sectional area. The model incorporated three rigid body se- gments with six muscles to represnet lower extremity. For the model validation, three male subjects performed the experiments in which EMG activities of six lower extremity muscles were measured. Predicted muscle forces were compare with the corresponding EMG amplitudes and it showed no statistical difference. The model being developed can be used to design and assess pedal and foot-related tool design.

  • PDF

특수차량 독립현가형 종감속기의 최적설계에 대한 연구 (A Study on the Optimum Design of Independent Suspension Final Reduction Gear)

  • 조영직;전언찬;강정호
    • 한국기계가공학회지
    • /
    • 제7권4호
    • /
    • pp.135-141
    • /
    • 2008
  • Independent suspension axle and final reduction gear for special-purpose vehicles such as a armored vehicles are almost imported in Germany etc. so, developing them is necessary to save cost. In severe condition (open fields, water surface driving, obstacle pass), special-purpose vehicles must work well. Drop box, axle and final reduction gear performed static analysis. We know that is possible weight reduction. The purpose of this paper is to find out the optimal shape of final reduction gear's case by means of response surface methodology. The response surface method is the statistical method which can be applied to the non-sensitivity based optimization. The response surface which is constructed by the least square method contains only the polynomial terms so that the global maximum and minimum points are easily obtained.

  • PDF

비선형 최적화기법을 이용한 하지근력 예측 인체역학 모형

  • 황규성;정의승;이동춘
    • 대한인간공학회:학술대회논문집
    • /
    • 대한인간공학회 1994년도 춘계학술대회논문집
    • /
    • pp.124-135
    • /
    • 1994
  • A biomechanical model of lower extremity in seated postures was developed to assess muscular activities of lower extremity involved in a variety of foot pedal operations. It is found that nonlinear optimization method which has been used for modeling the articulated body segments does not predict the forces generated from biarticular muscles reasonably, so the revised nonlinear optimization scheme was employed to consider the synergistic effects of biarticular muscles in the model, assuming that the muscle forces are distributed proportionally based on their physiological cross sectional area and moment arm. The model incorporated four rigid body segments with the nine muscles to represent lower extreimity. For the model valida- tion, three male subjects performed the experiments in which EMG activities of the nine lower extremity muscles were measured. Predicted muscle forces were compared with the corresponding EMG amplitudes and it showed no statistical difference. The developed model can be used to design and to assess the pedals and foot-related equipments design.

  • PDF

Piecewise Regression Model for Solenoid Embedded Inductors Based on the Quasi-newton Method

  • Ko, Young-Don;Kim, Kil-Han;Yun, Il-Gu;Lee, Kyu-Bok;Kim, Jong-Kyu
    • Transactions on Electrical and Electronic Materials
    • /
    • 제6권6호
    • /
    • pp.256-261
    • /
    • 2005
  • This paper presents that the modeling to predict the characteristics with respect to the performance of solenoid embedded inductors manufactured by LTCC process via the nonlinear regression model based on the quasi-Newton method. In order to reduce the runs, the design of experiments (DOE) was used to generate the design space. The nonlinear process models were constructed by the piecewise regression model based on the quasi-Newton method for estimating the model coefficient with the break point on the statistical confidence intervals. Those models were verified by the model accuracy checking based on the assumption statistically.

Synthesis and characterization of poly(vinyl-alcohol)-poly(β-cyclodextrin) copolymer membranes for aniline extraction

  • Oughlis-Hammache, F.;Skiba, M.;Hallouard, F.;Moulahcene, L.;Kebiche-Senhadji, O.;Benamor, M.;Lahiani-Skiba, M.
    • Membrane and Water Treatment
    • /
    • 제7권3호
    • /
    • pp.223-240
    • /
    • 2016
  • In this study, poly(vinyl-alcohol) and water insoluble ${\beta}$-cyclodextrin polymer (${\beta}$-CDP) cross-linked with citric acid, have been used as macrocyclic carrier in the preparation of polymer inclusion membranes (PIMs) for aniline (as molecule model) extraction from aqueous media. The obtained membranes were firstly characterized by X-ray diffraction, Fourier transform infrared and water swelling test. The transport of aniline was studied in a two-compartment transport cell under various experimental conditions, such as carrier content in the membranes, stirring rate and initial aniline concentration. The kinetic study was performed and the kinetic parameters were calculated as rate constant (k), permeability coefficient (P) and flux (J). These first results demonstrated the utility of such polymeric membranes for environmental decontamination of toxic organic molecules like aniline. Predictive modeling of transport flux through these materials was then studied using design of experiments; the design chosen was a two level full factorial design $2^k$. An empirical correlation between aniline transport flux and independent variables (Poly ${\beta}$-CD membrane content, agitation speed and initial aniline concentration) was successfully obtained. Statistical analysis showed that initial aniline concentration of the solution was the most important parameter in the study domain. The model revealed the existence of a strong interaction between the Poly ${\beta}$-CD membrane content and the stirring speed of the source solution. The good agreement between the model and the experimental transport data confirms the model's validity.

통계적 실험계획법을 이용한 제올라이트 4A 합성 최적화 (Optimization of Synthesis Process for Zeolite 4A Using Statistical Experimental Design)

  • 윤미희;유계상
    • 공업화학
    • /
    • 제28권3호
    • /
    • pp.286-289
    • /
    • 2017
  • 통계적 실험계획법을 이용하여 나노입자 합성 공정의 최적화 방법론을 제시하기 위하여 대상 물질로 제올라이트 4A의 합성을 수행하였다. 실리콘 전구체인 sodium metasilicate (SMS)의 농도를 조절하여 합성한 제올라이트 4A를 XRD, SEM 및 질소흡착법으로 특성분석 하였다. 특히 XRD 분석으로 결정한 결정도로 제올라이트 4A의 합성결과를 판단할 수 있었다. 실험계획법 중 일반요인분석을 이용하여 반응장치, 반응온도 및 반응시간에 따른 주효과도 및 교호작용을 분석하였다. 또한 반응표면분석법을 통하여 결정도 최대치를 가지는 제올라이트 4A를 합성할 수 있는 최적의 조건으로 계산하였다. 구체적으로는 autoclave를 사용하고 반응시간 3 h 및 반응온도 $110^{\circ}C$의 반응조건이 제시되었다. 더욱이 실리콘 전구체로 Ludox를 사용하는 조건하에서, 다양한 결정화도를 가지는 제올라이트 4A에 대한 최적의 합성조건을 모든 범위에서 대하여 표면도와 등고선도를 이용하여 제시하였다.