• 제목/요약/키워드: Response surface analysis

검색결과 1,755건 처리시간 0.028초

Statistical Modeling of the Pretilt Angle Control in Nematic Liquid Crystal using In-situ Photoalignment Method on Plastic Substrate

  • Kang, Hee-Jin;Lee, Jung-Hwan;Yun, Il-Gu;Seo, Dae-Shik
    • Transactions on Electrical and Electronic Materials
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    • 제7권3호
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    • pp.145-148
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    • 2006
  • In this study, the response surface modeling of the pretilt angle control using in-situ photoalignment method with oblique UV exposure .on plastic substrate is investigated. The pretilt angle is the main factor to determine the alignment of the liquid crystal display. The response surface model is used to analyze the variation of the pretilt angle on the various process conditions. Heating temperature and UV exposure time are considered as input factors. The liquid crystal (LC) pretilt angle increased with increasing heating temperature and UV exposure time. The analysis of variance is used to analyze the statistical significance and the effect plots are also investigated to examine the relationship between the process parameters and the response.

시간영역에서 유한요소법을 이용한 지진시의 지반응답해석 (Site Response Analysis in Time Domain Using Finite Element)

  • 류희룡;이재영;박영택
    • 한국농공학회논문집
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    • 제48권6호
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    • pp.45-56
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    • 2006
  • The finite element method is a practical tool to compute the response of the irregularly layered soil deposit to the base-rock motions. The method is useful not only in estimating the interaction between the structure and the surrounding soil as a whole and the local behavior of the contacting area in detail, but also in predicting the resulting behavior of the superstructure affected by such soil-structure interactions. However, the computation of finite element analysis is marched in the time domain (TD), while the site response analysis has been carried out mostly in the frequency domain (FD) with equivalent linear analysis. This study is intended to compare the results of the TD and FD analysis with focus on the peak response accelerations and the predominant frequencies, and thus to evaluate the applicability and the validity of the finite element analysis in the site response analysis. The comparison shows that one can obtain the results very close to that of FD analysis, from the finite element analysis by including sufficiently large width of foundation in the model and further by applying partial mode superposition. The finite element analysis turned out to be well agreeing with FD analysis in their computed results of the peak acceleration and the acceleration response spectra, especially at the surface layer.

최적화기법의 적용을 통한 냉간단조품의 성형공정 평가 (Evaluation of the Forging Process by the Application of Optimization Technology)

  • 여홍태;박건형;허관도
    • 소성∙가공
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    • 제15권3호
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    • pp.226-231
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    • 2006
  • The fuel injector is a pa.1 that controls the fuel supply of automotive engine. The housing of the fuel injector supports the rod, the needle valve and the solenoid. In this study, the rigid-plastic FE-analysis by using the design of experiments (DOE) and the response surface methodology (RSM) has been performed to produce the product reducing the under-fill and the maximum effective strain. From the results of DOE, the stem of counter punch and the face angle of punch at the $1^{st}$ process, and the stem of punch at the $2^{nd}$ process were determined as the significant design variables far each response such as the upper under-fill, lower under-fill and the maximum effective strain. From the results of RSM, the optimal values of the design variables have been also determined by simultaneously considering the responses.

Hualien 대형내진모델시험의 지진응답 계측데이타 분석 (Analysis of Earthquake Response Data Recorded from the Hualien Large-Scale Seismic Test)

  • 현창헌
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 1998년도 추계 학술발표회 논문집 Proceedings of EESK Conference-Spring 1998
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    • pp.335-342
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    • 1998
  • A soil-structure interaction (SSI) experiment is being conducted in a seismically active region in Hualien, Taiwan. To obtain earthquake data for quantifying SSI effects and providing a basis to benchmark analysis methods, a 1/4-th scale cylindrical concrete containment model similar in shape to that of a nuclear power plant containment was constructed in the field where both the containment model and its surrounding soil, surface and sub-surface, are extensively instrumented to record earthquake data. In between September 1993 and May 1996, fifteen earthquakes with Richter magnitudes ranging from 4.2 to 6.2 were recorded. The recorded data were analyzed to provide information on the response characteristics of the Hualien soil-structure system, the SSI effects and the ground motion characteristics. The ground response data were analyzed for their variations with depth, with distance from the model structure, and at the same depths along downhole arrays. Variations of soil stiffness and soil-structure system frequencies were also evaluated against maximum ground motion. In addition, the site soil properties were derived based on correlation analysis of the recorded data and then correlated with those from the geotechnical investigation data.

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반응표면법을 이용한 전진비행하는 헬리콥터 로터 에어포일의 공력설계 (Aerodynamic Design of Helicopter Rotor Airfoil in Forward Flight Using Response Surface Method)

  • 선효성;이수갑
    • 한국항공우주학회지
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    • 제32권7호
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    • pp.13-18
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    • 2004
  • 이 논문은 최적설계 기법의 적용을 통하여 전진비행하는 조건에서 헬리콥터 로터를 구성하는 에어포일의 공력성능을 향상시키는 것에 목적을 가지고 있다. 전진비행하는 로터의 유동장을 모사하는 에어포일의 동적반응에 의한 공력성능은 Navier-Stokes 방정식을 이용하여 계산되어진다. 최적설계 기법은 수리통계적인 방법에 기초하는 반응표면법과 적절한 목적함수와 제약조건의 조합을 통하여 최적점을 구해내는 유전 알고리즘으로 구성되어진다. 유동해석 방법과 설계기법의 통합을 바탕으로 공력성능이 향상된 에어포일의 형상을 구할 수 있었으며 통계학적인 방법에 기초하여 설계연구에 사용되어진 형상변수들이 공력성능에 영향을 미치는 정도를 파악할 수 있었다.

Experimental analysis and modeling of steel fiber reinforced SCC using central composite design

  • Kandasamy, S.;Akila, P.
    • Computers and Concrete
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    • 제15권2호
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    • pp.215-229
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    • 2015
  • The emerging technology of self compacting concrete, fiber reinforcement together reduces vibration and substitute conventional reinforcement which help in improving the economic efficiency of the construction. The objective of this work is to find the regression model to determine the response surface of mix proportioning Steel Fiber Reinforced Self Compacting Concrete (SFSCC) using statistical investigation. A total of 30 mixtures were designed and analyzed based on Design of Experiment (DOE). The fresh properties of SCC and mechanical properties of concrete were studied using Response Surface Methodology (RSM). The results were analyzed by limited proportion of fly ash, fiber, volume combination ratio of two steel fibers with aspect ratio of 50/35: 60/30 and super plasticizer (SP) dosage. The center composite designs (CCD) have selected to produce the response in quadratic equation. The model responses included in the primary stage were flowing ability, filling ability, passing ability and segregation index whereas in harden stage of concrete, compressive strength, split tensile strength and flexural strength at 28 days were tested. In this paper, the regression model and the response surface plots have been discussed, and optimal results were found for all the responses.

반응표면분석법에 의한 해상풍력터빈 최적배치 설계 (Optimal Layout Design of Offshore Wind Turbines by Response Surface Analysis)

  • 김지영;김경열;이준신
    • 한국해안·해양공학회논문집
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    • 제23권2호
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    • pp.163-170
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    • 2011
  • 해상풍력단지 설계과정의 일환으로 실험계획법의 일종인 반응표면분석법을 이용하여 풍력터빈의 최적 배치조건을 연구하였다. 총 36기 터빈을 해상에 설치한다는 가정 하에 터빈들의 행렬조합, 행간 및 열간거리를 반응표면 분석시의 설계변수로 사용하였으며, 터빈 후류손실에 의해 저하되는 발전효율과 내부 전력선 공사비를 목적함수로 고려하였다. 이러한 설계변수와 목적함수간의 관계를 이용한 반응 최적화 분석을 통해 목표 설계조건을 도출하였으며, 해상풍력단지의 경제성을 확보하기 위한 풍력터빈의 배치조건은 "설계범위에서 행수 및 행간거리를 최소화하고, 최적 열간거리를 산정하여 적용해야 한다"는 결과를 얻을 수 있었다.

Optimization Using 33 Full-Factorial Design for Crude Biosurfactant Activity from Bacillus pumilus IJ-1 in Submerged Fermentation

  • Kim, Byung Soo;Kim, Ji Yeon
    • 한국미생물·생명공학회지
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    • 제48권1호
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    • pp.48-56
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    • 2020
  • This study aimed to optimize the culture conditions to improve the crude biosurfactant activity of Bacillus pumilus IJ-1, using a 33 full-factorial design of response surface methodology (RSM). It was found that submerged fermentation of B. pumilus improved the activity of the crude biosurfactant. The factors selected for optimization were NaCl concentration, temperature, and tryptone concentration. Response surface analysis revealed that the fitted quadratic model was statistically significant and produced an adequate R2 value (0.9898) and a low probability value (<0.0001). The optimum level for each factor was found to be 0.567% (w/v) NaCl, 21.851℃ and 0.765% (w/v) tryptone, respectively. Crude biosurfactant activity was found to be most affected by tryptone concentration; then temperature, and finally NaCl concentration. Our results may potentially facilitate large-scale biosurfactant production from B. pumilus IJ-1.

Slope-Rotatability over All Directions in Third Order Response Surface Models

  • Park, Sung-Hyun;Lee, Min-Soo
    • Journal of the Korean Statistical Society
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    • 제24권2호
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    • pp.519-536
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    • 1995
  • In the design of experiments for response surface analysis, sometimes it is of interest to estimate the difference of responses at two points. If differences at points close together are involved, the design that reliably estimates the slope of response surface is important. This idea was conceptualized by slope rotatability by Hader & Park (1978) and Park (1987). Until now, second order polynomial models were only studied for slope ratatability. In this paper, we will propose the necessary and sufficient conditions for slope rotatability over all directions for the thired order polynomial models in two, three and four independent variables. Also practical slope rotatable designs over all directions for two independent variables are suggested.

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Determination of Absorbed Dose for Gafchromic EBT3 Film Using Texture Analysis of Scanning Electron Microscopy Images: A Feasibility Study

  • So-Yeon Park
    • 한국의학물리학회지:의학물리
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    • 제33권4호
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    • pp.158-163
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    • 2022
  • Purpose: We subjected scanning electron microscopic (SEM) images of the active layer of EBT3 film to texture analysis to determine the dose-response curve. Methods: Uncoated Gafchromic EBT3 films were prepared for direct surface SEM scanning. Absorbed doses of 0-20 Gy were delivered to the film's surface using a 6 MV TrueBeam STx photon beam. The film's surface was scanned using a SEM under 100× and 3,000× magnification. Four textural features (Homogeneity, Correlation, Contrast, and Energy) were calculated based on the gray level co-occurrence matrix (GLCM) using the SEM images corresponding to each dose. We used R-square to evaluate the linear relationship between delivered doses and textural features of the film's surface. Results: Correlation resulted in higher linearity and dose-response curve sensitivity than Homogeneity, Contrast, or Energy. The R-square value was 0.964 for correlation using 3,000× magnified SEM images with 9-pixel offsets. Dose verification was used to determine the difference between the prescribed and measured doses for 0, 5, 10, 15, and 20 Gy as 0.09, 1.96, -2.29, 0.17, and 0.08 Gy, respectively. Conclusions: Texture analysis can be used to accurately convert microscopic structural changes to the EBT3 film's surface into absorbed doses. Our proposed method is feasible and may improve the accuracy of film dosimetry used to protect patients from excess radiation exposure.