• 제목/요약/키워드: Factorial design of experiments

검색결과 193건 처리시간 0.025초

혼합물 실험계획법을 이용한 이차전지의 최적설계 (An Optimum Design of Secondary Battery using Design of Experiments with Mixture)

  • 김성준;박종인
    • 산업공학
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    • 제18권4호
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    • pp.402-411
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    • 2005
  • Secondary batteries with high performance are essential in widespread use of modern portable devices such as cellular phones and laptop computers. High energy density, long cycle life, and safety are some of important requirements for secondary battery. To achieve such characteristics, a mixing proportion of electrolyte solution ingredients in the battery should be carefully chosen. In this paper, using statistical design of mixture experiments (DOME), we attempt to find an optimum condition of designing the secondary battery. DOME has a distinct feature in that the experimental region is represented by simplex, rather than hypercube, because the sum of blend proportions should be unity. Several designs based upon this point have been proposed for mixture experiments. Among them, an extreme vertices design is employed in this paper because there are a couple of blend constraints to be considered. In order to investigate how the mixing proportion interacts with other manufacturing factors, a fractional factorial design is also included across the extreme vertices design. As a result, we find that the blend proportion of solution ingredients has a significant effect on battery performances. By simultaneously optimizing two battery capacities, this paper proposes an optimum blend proportion according to process factor settings.

2 Vane 펌프 임펠러의 성능 개선에 관한 수치해석적 연구 (A Numerical Study on the Improvement of Performance for the 2 Vane Pump Impeller)

  • 김성;마상범;최영석;김진혁
    • 한국수소및신에너지학회논문집
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    • 제31권3호
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    • pp.293-301
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    • 2020
  • This paper describes a numerical study on the improvement of performance of the 2 vane pump impellers. The design of these impellers was optimized using a commercial computation fluid dynamics code and design of experiments. Geometric design variables were defined by the impeller blade angle distribution. The objective functions were defined as the total head, total efficiency and solid material size of the impellers. The importance of the geometric design variables was analyzed using 2k factorial designs. The interaction between the total head, total efficiency and solid material size, according to the impeller blade angle distribution, is discussed by analyzing the 2k factorial design results.

BLDC 전동기의 정현적 공극 자속밀도 구현에 의한 코깅 토크 저감 (Reduction of Cogging Torque of BLDC Motor by Sinusoidal Air-Gap Flux Density Distribution)

  • 김사무엘;정승호;류세현;권병일
    • 전기학회논문지
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    • 제56권1호
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    • pp.57-65
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    • 2007
  • Along with the development of power electronics and magnetic materials, permanent magnet (PM) brushless direct current (BLDC) motors are now widely used in many fields of modern industry BLDC motors have many advantages such as high efficiency, large peak torque, easy control of speed, and reliable working characteristics. However, Compared with the other electric motors without a PM, BLDC motors with a PM have inherent cogging torque. It is often a principle source of vibration, noise and difficulty of control in BLDC motors. Cogging torque which is produced by the interaction of the rotor magnetic flux and angular variation in the stator magnetic reluctance can be reduced by sinusoidal air-gap flux density waveform due to reduction of variation of magnetic reluctance. Therefore, this paper will present a design method of magnetizing system for reduction of cogging torque and low manufacturing cost of BLDC motor with isotropic bonded neodynium-iron-boron (Nd-Fe-B) magnets in ring type by sinusoidal air-gap flux density distribution. An analytical technique of magnetization makes use of two-dimensional finite element method (2-D FEM) and Preisach model that expresses the hysteresis phenomenon of magnetic materials in order for accurate calculation. In addition, For optimum design of magnetizing fixture, Factorial design which is one of the design of experiments (DOE) is used.

압전 젯팅 디스펜서의 작동 변수에 대한 실험적 분석 (Experimental Analysis of Operating Parameters for Piezoelectric Jetting Dispenser)

  • 손정우;홍승민;김기우;최승복
    • 한국소음진동공학회논문집
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    • 제25권10호
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    • pp.685-691
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    • 2015
  • In this work, to identify effective parameter for performance of piezoelectric jetting dispenser, experimental investigation is carried out based on design of experiment. After preparing jetting dispenser using two stack-type piezoelectric actuators, basic working principle of the jetting dispenser is described. Eight operating conditions are chose as main factors and it is assumed that each factor has two levels. To reduce number of experiments for performance evaluation, the experimental sets are designed based on factional factorial design method. Experimental setup is established and the weight of single dot is measured by using precision scale. The main and interaction effects of factors are analyzed using commercial statistical program and optimal operating condition for small amount and small variation of weight of dispensed single dot are determined.

폐주물사를 혼입한 콘크리트의 최적배합설계를 위한 기초적 연구 (Preliminary Study for Optimum Mix Design of Concrete Incorporating Waste Foundry Sand)

  • 박제선;김태경
    • 산업기술연구
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    • 제16권
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    • pp.25-30
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    • 1996
  • The waste foundry sand might be recycled in concrete, resulting in energy saving and environmental protection. An half Factorial Experiments were performed with the variables of W/C ratio, S/A, Sand/Waste foundry sand ratio and Slump as a preliminary study for optimum mix design of concrete. The results show that then W/C ratio is the most important factor to the concrete strength. The substitute of waste foundry sand up to 30% has little influence, saying that it can substitute the fine aggregate without damaging the concrete properties.

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현무암을 혼입한 콘크리트의 최적배합설계를 위한 기초적 연구 (Preliminary Study for Optimum Mix Design of Concrete Incorporating Waste Basalt)

  • 정영화;김태경
    • 산업기술연구
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    • 제16권
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    • pp.39-44
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    • 1996
  • The waste basalt might be recycled in concrete, resulting in energy saving and environmental protection. An half Factorial Experiments were performed with the variables of W/C ratio, S/A, Crushed stone/Basalt ratio and Slump as a preliminary study for optimum mix design of concrete. The results show that the W/C ratio is the most important factor to the concrete strength. The substitute of waste basalt up to 100% has little influence, saying that it can substitute the coarse aggregate without damaging the concrete properties.

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실험계획법을 이용한 3차원 좌표 측정기의 성능 평가 (Performance Evaluation for Coordinate Measuring Machine using Design of Experiments)

  • 이승표;하성규
    • 한국공작기계학회논문집
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    • 제17권4호
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    • pp.133-139
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    • 2008
  • With the increasing demand for higher production quality and growing competition in the global market, coordinate measuring machine(CMM) has been widely used in industry to improve the efficiency and effectiveness of measurement. In this paper the performance evaluation of coordinate measuring machine is proposed using design of experiments. A factorial design is applied to carry out the performance test proposed by ISO 10360 with a length bar and to investigate CMM measurement errors associated to orientation and length in the work volume. The determination of the significance of effects in an experiment is made through the analysis of variance(ANOVA). The results show that the proposed method is suitable to analyze the factors which affect the CMM measurement performance.

순차적 실험계획법을 이용한 MOF-801 합성공정 최적화 (Optimization of MOF-801 Synthesis Using Sequential Design of Experiments)

  • 이민형;유계상
    • 공업화학
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    • 제32권6호
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    • pp.621-626
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    • 2021
  • MOF-801 합성공정의 최적화를 위해 순차적인 실험 계획법을 이용하였다. 먼저 screening을 위한 완전 2-요인 설계와 이후 반응표면 분석법 중에 하나인 중심합성 계획법을 연속적으로 사용하였다. 두 가지 반응변수인 MOF-801의 결정화도와 BET 비표면적 중에 실험계획법에 보다 적합한 변수를 선택하기 위하여 fumaric acid, dimethylformamide (DMF) 및 formic acid의 몰비를 이용한 23 요인 설계법을 수행하였다. MINITAB 19 소프트웨어에 따라 설계된 8번의 MOF-801 합성 실험을 수행한 이후 XRD 분석 및 질소흡착법을 이용하여 특성분석을 수행하였다. 두 가지 반응변수 중 결정화도의 R2이 0.999로 BET 비표면적보다 실험계획법에 보다 적합하였다. 분산 분석(ANOVA)을 통해 fumaric acid와 formic acid의 몰 비가 MOF-801의 결정화도를 결정하는 주요 인자임을 확인하였다. response optimization과 두 인자의 contour plot을 통해 최적의 몰비는 ZrOCl2·8H2O : fumaric acid : DMF : formic acid = 1 : 1: 39 : 35로 추정되었다. 이후 합성반응 공정의 최적화를 위해 도출된 전구체의 몰 비 조건에서 합성 기간과 온도에 대한 박스-벤켄설계법을 수행하였다. 설계된 9번의 합성실험을 통해 도출된 결과를 2차 모델 방정식을 이용하여 계산하였다. 이를 이용하여 MOF-801의 최대 결정화도는 합성시간 7.8 h 그리고 합성온도 123 ℃의 조건에서 얻을 수 있음을 예측하였다.

혼합물실험계획법을 이용한 2차전지의 최적설계 (An Optimum Design of Secondary Battery Using Design of Experiments with Mixture)

  • 김성준;박종인
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2005년도 춘계공동학술대회 발표논문
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    • pp.983-989
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    • 2005
  • Secondary batteries with high performance are essential in widespread use of modern portable devices such as cellular phones and laptop computers. High energy density, long cycle life, and safety are some of important requirements for secondary battery. To achieve such characteristics, a mixing proportion of electrolyte solution ingredients in the battery should be carefully chosen. In this paper, using statistical design of mixture experiments (DOME), we attempt to find an optimum condition of designing the secondary battery. DOME has a distinct feature in that the experimental region is represented by simplex, rather than hypercube, because the sum of blend proportions should be unity. Several designs based upon this point have been proposed for mixture experiments. Among them, an extreme vertices design is employed in this paper because there are a couple of blend constraints to be considered. In order to investigate how the mixing proportion interacts with other manufacturing factors, a fractional factorial design is also included across the extreme vertices design. As a result, we find that the blend proportion of solution ingredients has a significant effect on battery performances. By simultaneously optimizing two battery capacities, this paper proposes an optimum blend proportion according to process factor settings.

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페룰 무심연삭 가공의 표면거칠기 향상을 위한 최적인자 선정 (Selection of Optimum Conditions for Improving Surface Roughness of Ferrule in Centerless Grinding)

  • 이정현;백승엽;이은상
    • 한국공작기계학회논문집
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    • 제16권2호
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    • pp.63-69
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    • 2007
  • The surface roughness in centerless grinding is mainly affected by the many process parameters. For improving the surface roughness, the control of grinding parameters is very important. This paper deals with the analysis of the process parameters such as height of renters, tilting angle of the regulating wheel with respect to grinding wheel, rotation speed of regulating wheel, which are developed based on design of experiments such as factorial design. The investigation can enhance the surface roughness of ferrule. Finally, we have verified improved results of the optimized conditions.