• 제목/요약/키워드: Surface response analysis

검색결과 1,772건 처리시간 0.036초

Shape Optimization to Minimize The Response Time of Direct-acting Solenoid Valve

  • Shin, Yujeong;Lee, Seunghwan;Choi, Changhwan;Kim, Jinho
    • Journal of Magnetics
    • /
    • 제20권2호
    • /
    • pp.193-200
    • /
    • 2015
  • Direct-acting solenoid valves are used in the automotive industry due to their simple structure and quick response in controlling the flow of fluid. We performed an optimization study of response time in order to improve the dynamic performance of a direct-acting solenoid valve. For the optimal design process, we used the commercial optimization software PIAnO, which provides various tools for efficient optimization including design of experiments (DOE), approximation techniques, and a design optimization algorithm. 35 sampling points of computational experiments are performed to find the optimum values of the design variables. In all cases, ANSYS Maxwell electromagnetic analysis software was used to model the electromagnetic dynamics. An approximate model generated from the electromagnetic analysis was estimated and used for the optimization. The best optimization model was selected using the verified approximation model called the Kriging model, and an optimization algorithm called the progressive quadratic response surface method (PQRSM).

바이오에탄올 생산을 위한 백합나무(Liriodendron tulipifera)칩의 동시당화발효 및 Response Surface Method를 이용한 옥살산 전처리 조건 탐색 (Evaluation of Oxalic Acid Pretreatment Condition Using Response Surface Method for Producing Bio-ethanol from Yellow Poplar (Liriodendron tulipifera) by Simultaneous Saccharification and Fermentation)

  • 김혜연;이재원;;최인규
    • Journal of the Korean Wood Science and Technology
    • /
    • 제39권1호
    • /
    • pp.75-85
    • /
    • 2011
  • 이 연구에서는 백합나무($Liriodendron$ $tulipifera$)를 옥살산으로 전처리한 시료로부터 에탄올 생산 가능성을 조사하고, response surface methodology (RSM)를 도입하여 전처리 조건을 분석하고자 한다. 산농도, 전처리 시간, 반응 온도를 조절하여 $2^3$ factorial central composite experimental design을 바탕으로 각기 다른 15가지의 전처리 조건에서 시험하였다(central point에서 2반복). 전처리 후 고체 시료는 발효 균주인 $Pichia$ $stipitis$를 사용하여 동시당화발효로 에탄올 생산에 이용되었으며, 각각의 시료에서의 72시간에서의 에탄올 생산량(y,g/${\ell}$)이 최대값으로, 종속변수로써 RSM에 적용되었다. $180^{\circ}C$에서 40분간 0.013 g/g의 옥살산으로 처리한 시료가 가장 많은 양의 에탄올(9.7 g/${\ell}$)을 생산하였으며, response surface methodology 분석에 따르면, 전처리 조건에서 온도 인자가 ethanol에 가장 큰 영향을 미치는 것으로 제시되었으며, 결과는 수식화되어 나타내었다.

반응표면분석법을 이용한 폐감귤박 활성탄에 의한 수중의 2,4-Dichlorophenol 흡착특성 해석 (Adsorption Characteristics Analysis of 2,4-Dichlorophenol in Aqueous Solution with Activated Carbon Prepared from Waste Citrus Peel using Response Surface Modeling Approach)

  • 이창한;감상규;이민규
    • Korean Chemical Engineering Research
    • /
    • 제55권5호
    • /
    • pp.723-730
    • /
    • 2017
  • 폐감귤박으로 제조한 활성탄(WCAC)에 의한 2,4-디클로로페놀(2,4-DCP) 흡착에서 온도, 초기농도, 접촉시간 및 흡착제 투여량과 같은 운전변수의 영향을 조사하기 위해 회분식 실험 및 반응표면분석법(Response Surface Methodology: RSM)을 적용하였다. 2,4-DCP 흡착부터 도출된 회귀식은 반응변수의 함수로 나타낼 수 있었다. 이 모델의 적합성은 응답에 대한 실험값과 예측값 간의 상관관계에 의해 평가되었다. $R^2$ 값은 0.9921로서 높은 상관성을 가지며, 회귀 모델에 의해 대부분의 데이터 변동을 설명할 수 있었다. 독립변수 및 그 상호작용의 유의성은 분산분석(ANOVA)과 t-검정 통계 기법으로 평가하였다. 이들 결과는 사용된 모델이 응답변수를 유의미하게 잘 부합되며, 응답과 독립 변수 간의 관계를 적합하게 잘 설명한다는 것을 보여 주었다. 흡착 속도 및 등온 실험결과는 각각 유사 2차 속도식 및 Langmuir 등온 모델에 의해 잘 설명될 수 있었다. Langmuir 등온 모델로부터 계산된 WCAC에 의한 2,4-DCP의 최대 흡착량은 345.49 mg/g이었다. 흡착과정에서 막확산과 입자내부확산이 동시에 일어나는 것을 흡착 메커니즘 연구로부터 확인하였다. 열역학적 파라미터는 WCAC에서 2,4-DCP의 흡착 반응이 흡열반응이고 자발적인 과정임을 나타내었다.

Simulation based improved seismic fragility analysis of structures

  • Ghosh, Shyamal;Chakraborty, Subrata
    • Earthquakes and Structures
    • /
    • 제12권5호
    • /
    • pp.569-581
    • /
    • 2017
  • The Monte Carlo Simulation (MCS) based seismic fragility analysis (SFA) approach allows defining more realistic relationship between failure probability and seismic intensity. However, the approach requires simulating large number of nonlinear dynamic analyses of structure for reliable estimate of fragility. It makes the approach computationally challenging. The response surface method (RSM) based metamodeling approach which replaces computationally involve complex mechanical model of a structure is found to be a viable alternative in this regard. An adaptive moving least squares method (MLSM) based RSM in the MCS framework is explored in the present study for efficient SFA of existing structures. In doing so, the repetition of seismic intensity for complete generation of fragility curve is avoided by including this as one of the predictors in the response estimate model. The proposed procedure is elucidated by considering a non-linear SDOF system and an existing reinforced concrete frame considered to be located in the Guwahati City of the Northeast region of India. The fragility results are obtained by the usual least squares based and the proposed MLSM based RSM and compared with that of obtained by the direct MCS technique to study the effectiveness of the proposed approach.

파워스티어링 오일펌프용 풀리의 피로수명을 고려한 형상최적화 (Shape Optimization Considering Fatigue Life of Pulley in Power-Steering Pulley)

  • 심희진;김정규
    • 대한기계학회논문집A
    • /
    • 제30권9호
    • /
    • pp.1041-1048
    • /
    • 2006
  • The pulley is one of core mechanical elements in the power steering system for vehicles. The pulley operates under both the compressive loading and the torque. Therefore, to assure the safety of the power steering system, it is very important to investigate the durability and the optimization of the pulley. In this study, the applied stress distribution of the pulley under high tension and torsion loads was obtained by using finite element analysis. Based on these results the fatigue life of the pulley with the variation of the fatigue strength was evaluated by a durability analysis simulator. The results at 50% and 1% for the failure probability were compared with respect to the fatigue life. In addition to the optimum design for the fatigue life is obtained by the response surface method. The response function utilizes the function of the life and weight factors. Within range for design life condition the minimization of the weight, one of the formulation, is obtained by the optimal design. Moreover the optimum design by considering its durability and validity is verified by the durability test.

Multi-response optimization for milling AISI 304 Stainless steel using GRA and DFA

  • Naresh, N.;Rajasekhar, K.
    • Advances in materials Research
    • /
    • 제5권2호
    • /
    • pp.67-80
    • /
    • 2016
  • The objective of the present work is to optimize process parameters namely, cutting speed, feed rate, and depth of cut in milling of AISI 304 stainless steel. In this work, experiments were carried out as per the Taguchi experimental design and an $L_{27}$ orthogonal array was used to study the influence of various combinations of process parameters on surface roughness (Ra) and material removal rate (MRR). As a dynamic approach, the multiple response optimization was carried out using grey relational analysis (GRA) and desirability function analysis (DFA) for simultaneous evaluation. These two methods are considered in optimization, as both are multiple criteria evaluation and not much complicated. The optimum process parameters found to be cutting speed at 63 m/min, feed rate at 600 mm/min, and depth of cut at 0.8 mm. Analysis of variance (ANOVA) was employed to classify the significant parameters affecting the responses. The results indicate that depth of cut is the most significant parameter affecting multiple response characteristics of GFRP composites followed by feed rate and cutting speed. The experimental results for the optimal setting show that there is considerable improvement in the process.

A Numerical Study on the Thermo-mechanical Response of a Composite Beam Exposed to Fire

  • Pak, Hongrak;Kang, Moon Soo;Kang, Jun Won;Kee, Seong-Hoon;Choi, Byong-Jeong
    • 국제강구조저널
    • /
    • 제18권4호
    • /
    • pp.1177-1190
    • /
    • 2018
  • This study presents an analytical framework for estimating the thermo-mechanical behavior of a composite beam exposed to fire. The framework involves: a fire simulation from which the evolution of temperature on the structure surface is obtained; data transfer by an interface model, whereby the surface temperature is assigned to the finite element model of the structure for thermo-mechanical analysis; and nonlinear thermo-mechanical analysis for predicting the structural response under high temperatures. We use a plastic-damage model for calculating the response of concrete slabs, and propose a method to determine the stiffness degradation parameter of the plastic-damage model by a nonlinear regression of concrete cylinder test data. To validate simulation results, structural fire experiments have been performed on a real-scale steel-concrete composite beam using the fire load prescribed by ASTM E119 standard fire curve. The calculated evolution of deflection at the center of the beam shows good agreement with experimental results. The local test results as well as the effective plastic strain distribution and section rotation of the composite beam at elevated temperatures are also investigated.

Wind tunnel tests of an irregular building and numerical analysis for vibration control by TLD

  • Jianchen Zhao;Jiayun Xu;Hang Jing
    • Wind and Structures
    • /
    • 제37권1호
    • /
    • pp.1-13
    • /
    • 2023
  • Due to the irregular shape and the deviation of stiffness center and gravity center, buildings always suffer from complex surface load and vibration response under wind action. This study is dedicated to analyze the surface wind load and wind-induced response of an irregular building, and to discuss the possibility of top swimming pool as a TLD to diminish wind-induced vibration of the structure. Wind tunnel test was carried out on a hotel with irregular shape to analyze the wind load and structural response under 8 wind incident angles. Then a precise numerical model was established and calibrated through experimental results. The top swimming pool was designed according to the principle of frequency modulation, and equations of motion of the control system were derived theoretically. Finally, the wind induced response of the structure controlled by the pool was calculated numerically. The results show that both of wind loads and wind-induced responses of the structure are significantly different with wind incident angle varies, and the across-wind response is nonnegligible. The top swimming pool has acceptable damping effect, and can be designed as TLD to mitigate wind response.

반응표면분석을 이용한 들깨잎차 볶음처리의 최적화 (Optimization of Roasted Perilla Leaf Tea Using Response Surface Methodology)

  • 한호석;박정혜;최희진;성태수;우희섭;최청
    • Applied Biological Chemistry
    • /
    • 제47권1호
    • /
    • pp.96-106
    • /
    • 2004
  • 들깨잎차 개발을 목적으로 볶음처리 한 차의 관능적 특성 및 전자공여능 등을 조사하고 반응표면분석을 통한 최적화를 시도하였다. 중심합성계획에 따라 볶음온도 $140{\sim}220^{\circ}C$와 볶음시간 $5{\sim}25$분 등 두 가지 조절을 독립변수로 하고 관능검사를 통한 맛, 색, 향기와 전자공여능의 기능적 특성을 종속변수로 하여 측정한 결과를 statistical analysis system(SAS) program을 사용하여 들깻잎의 기능성 차 개발을 위한 볶음조건을 최적화 하였다. 깻잎차는 볶음처리에 따라 Hunter 색체계에서의 백색도(L)와 황색도(b)는 볶음시간과 볶음온도가 증가될수록 높아진 반면, 적색도(a)는 감소하는 경향을 나타내었다. DPPH에 의한 전자공여능은 볶음온도와 볶음시간이 1% 유의수준에서 영향을 미치며, 회귀식의 결정계수$(R^2)$는 0.9828로써 $220^{\circ}C$, 15분에서 볶음처리 했을 때 70.30%로 높게 나타났다. 깻잎차의 관능적 품질로써 맛, 색 및 향은 볶음처리와 더불어 기호도가 증가되었으며, 반응표면분석(RSM, response surface methodology)에 의해 볶음온도 $210{\sim}220^{\circ}C$,볶음시간 $10{\sim}20$분 범위를 최적 볶음조건으로 예측할 수 있었다. 최적볶음조건에 의해 만들어진 들깨잎차의 효소활성을 측정한 결과 tyrosinase, xanthine oxidase 및 전자공여능에서 각각 10.14, 14.37 및 59.19%의 저해효과를 보였다.

Three-dimensional analysis of flexible pavement in Nepal under moving vehicular load

  • Ban, Bijay;Shrestha, Jagat K.;Pradhananga, Rojee;Shrestha, Kshitij C.
    • Advances in Computational Design
    • /
    • 제7권4호
    • /
    • pp.371-393
    • /
    • 2022
  • This paper presents a three-dimensional flexible pavement simulated in ANSYS subjected to moving vehicular load on the surface of the pavement typical for the road section in Nepal. The adopted finite element (FE) model of pavement is validated with the classical theoretical formulations for half-space pavement. The validated model is further utilized to understand the damping and dynamic response of the pavement. Transient analysis of the developed FE model is done to understand the time varying response of the pavement under a moving vehicle. The material properties of pavement considered in the analysis is taken from typical road section used in Nepal. The response quantities of pavement with nonlinear viscoelastic asphalt layer are found significantly higher compared to the elastic pavement counterpart. The structural responses of the pavement decrease with increase in the vehicle speed due to less contact time between the tires of the vehicle and the road pavement.