• Title/Summary/Keyword: Factorial design of experiments

Search Result 193, Processing Time 0.028 seconds

Effect of Alternating Magnetic Field on Ion Activation in Low Temperature Polycrystalline Silicon Technology

  • Hwang, Jin Ha;Lim, Tae Hyung
    • Journal of the Semiconductor & Display Technology
    • /
    • v.3 no.1
    • /
    • pp.35-39
    • /
    • 2004
  • Statistical design of experiments was successfully employed to investigate the effect of alternating magnetic field on activation of polycrystalline Si (p-Si) doped as n-type using $\textrm{PH}_3$, by full factorial design of three factors with two levels. In this design, the input variables are graphite size, alternating current, and activation time. The output parameter, sheet resistance, is analyzed in terms of the primary effects and multi-factor interactions. Notably, the three-factor interaction is calculated to be a dominant interaction. The interaction between graphite size and activation time and the main effect of current are important effects compared to the other variables and relevant interactions. Alternating magnetic flux activation is proved a significantly beneficial processing technique.

  • PDF

Optimization of the firing process condition for high efficiency solar cells on single-crystalline silicon (고효율 Solar Cell 제조를 위한 Firing 공정 조건의 최적화)

  • Jeong, Se-Won;Lee, Seong-Jun;Hong, Sang-Jin;Han, Seung-Su
    • Proceedings of the Korean Institute of Surface Engineering Conference
    • /
    • 2006.10a
    • /
    • pp.4-5
    • /
    • 2006
  • This paper represents modeling and optimization techniques for solar cell process on single-crystalline float zone (FZ) wafers with high efficiency; There were the four significant processes : i)emitter formation by diffusion, anti-reflection-coating (ARC) with silicon nitride using plasma-enhanced chemical vapor deposition (PECVD); iii)screen-printing for front and back metallization; and iv)contact formation by firing. In order to increase the performance of solar cells, the contact formation process is modeled and optimized. This paper utilizes the design of experiments (DOE) in contact formation to reduce process time, fabrication costs. The experiments were designed by using central composite design which is composed of $2^4$ factorial design augmented by 8 axial points with three center points. After contact formation process, the efficiency of the solar cell is modeled using neural networks. This model is used to analyse the characteristics of the process, and to optimize the process condition using genetic algorithms (GA). Finally, find optimal recipe for solar cell efficiency.

  • PDF

Numerical Analysis of CO2-Based Rapid Mold Cooling Technology (CO2 기반 금형 급속 냉각기술의 수치해석적 연구 )

  • Jae Hyuk Choi
    • Design & Manufacturing
    • /
    • v.17 no.3
    • /
    • pp.61-66
    • /
    • 2023
  • In this study, we developed a simulation methodology for a technology that rapidly cools molds by directly spraying them with CO2 in its liquefied gaseous state. Initially, a simulation verification process was conducted using ANSYS Fluent's heat transfer analysis based on temperature values measured in prior research experiments, ensuring a comparable temperature could be calculated. Subsequently, the validated analysis method was employed to evaluate design factors that exert the most significant influence on cooling. An evaluation was conducted based on three factors: part thickness, mold thickness, and the melting temperature of material. Using a full factorial design approach, a total of 27 analyses were completed and subsequently calculated through analysis of means. The impact assessment was carried out based on the temperature values at the product's core. The results indicated that the thickness of the mold had the highest influence, while the melting temperature of material had the least.

Effects of Chloride and Sulfate Ions on Corrosion Behaviors of Structural Materials Based on Design of Experiment (실험계획에 기반한 수돗물 성분(Chloride and Sulfate Ions)의 구조재료 부식 영향성 고찰)

  • Dong-In Lim;Heng-Su Noh;Hyeok-Jun Kwon;Sung-Ryul Park;Man-Sik Jo;Doo-Youl Lee
    • Corrosion Science and Technology
    • /
    • v.22 no.3
    • /
    • pp.201-213
    • /
    • 2023
  • Corrosion management of an aircraft and its engine relies on rinsing and cleaning using tap water. Few studies have reported effects of tap water species on corrosion behaviors of structural materials. In this study, a series of experiments were conducted based on the design of experiment. Solutions with different levels of chloride and sulfate ions were prepared using a full factorial design. Two structural materials (aluminum alloy and steel) were used for an alternate immersion test. Weight loss was then measured. In addition, a silver specimen was utilized as a sensor for chloride deposition measurement. The silver specimen was examined using the electrochemical reduction method, XPS, and SEM-EDS. Surface analysis revealed that levels of chloride and sulfate ions were sufficient for the formation of silver chloride and silver surface. Statistical analysis of weight loss and chloride deposition rate showed significant differences in measured values. Concentration of chloride ions greatly affected corrosion behaviors of structural materials. Sulfate ion hindered the adsorption reaction. These results emphasize the importance of controlling ion concentration of tap water used for cleaning and rinsing an aircraft.

Design Enhancement to Avoid Radar Mast Resonance in Large Ship using Design of Experiments (실험계획법을 이용한 대형 선박용 레이더 마스트의 공진회피 설계)

  • Park, Jun Hyeong;Lee, Daeyong;Yang, Jung-Wook;Song, Chang Yong
    • Journal of Ocean Engineering and Technology
    • /
    • v.33 no.1
    • /
    • pp.50-60
    • /
    • 2019
  • Recently, problems with excessive vibration of the radar masts of large bulk carriers and crude oil tankers have frequently been reported. This paper explores a design method to avoid the resonance of a radar mast installed on a large ship using various design of experiment (DOE) methods. A local vibration test was performed during an actual sea trial to determine the excitation sources of the vibration related to the resonant frequency of the radar mast. DOE methods such as the orthogonal array (OA) and Latin hypercube design (LHD) methods were used to analyze the Pareto effects on the radar mast vibration. In these DOE methods, the main vibration performances such as the natural frequency and weight of the radar mast were set as responses, while the shape and thickness of the main structural members of the radar mast were set as design factors. From the DOE-based Pareto effect results, we selected the significant structural members with the greatest influence on the vibration characteristics of the radar mast. Full factorial design (FFD) was applied to verify the Pareto effect results of the OA and LHD methods. The design of the main structural members of the radar mast to avoid resonance was reviewed, and a normal mode analysis was performed for each design using the finite element method. Based on the results of this normal mode analysis, we selected a design case that could avoid the resonance from the major excitation sources. In addition, a modal test was performed on the determined design to verify the normal mode analysis results.

Operating Characteristics of Internal Heat Exchanger for $CO_2$ Geothermal Heat Pump in the Heating Mode (난방모드 시 $CO_2$ 지열히트펌프의 내부열교환기에 대한 운전특성)

  • Kim, Jae-Duck;Lee, Sang-Jae;Kim, Seon-Chang;Kim, Young-Lyoul
    • Proceedings of the SAREK Conference
    • /
    • 2009.06a
    • /
    • pp.1226-1231
    • /
    • 2009
  • This paper presents operating characteristics of internal heat exchanger(IHX) for $CO_2$ geothermal heat pump in the heating mode. Mass flow rate of $CO_2$, inlet temperatures of $CO_2$ at high and low pressure side were selected as main effect factors by using fractional factorial DOE(Design of Experiments). And RSM(Response Surface Method) was used in optimization phase. The results show that heat transfer rate of IHX increases when either inlet temperature of low pressure side decreases or inlet temperature of high pressure side increases. Effectiveness of IHX increases with increasing of inlet temperature of either high pressure side or low pressure side. Finally, performance contour map was provided over the operation ranges of the main design factors.

  • PDF

Optimization of Culture Medium for Novel Cell-Associated Tannase Production from Bacillus massiliensis Using Response Surface Methodology

  • Belur, Prasanna D.;Goud, Rakesh;Goudar, Dinesh C.
    • Journal of Microbiology and Biotechnology
    • /
    • v.22 no.2
    • /
    • pp.199-206
    • /
    • 2012
  • Naturally immobilized tannase (tannin acyl hydrolase, E.C. 3.1.1.20) has many advantages, as it avoids the expensive and laborious operation of isolation, purification, and immobilization, plus it is highly stable in adverse pH and temperature. However, in the case of cell-associated enzymes, since the enzyme is associated with the biomass, separation of the pure biomass is necessary. However, tannic acid, a known inducer of tannase, forms insoluble complexes with media proteins, making it difficult to separate pure biomass. Therefore, this study optimizes the production of cell-associated tannase using a "protein-tannin complex" free media. An exploratory study was first conducted in shake-flasks to select the inducer, carbon source, and nitrogen sources. As a result it was found that gallic acid induces tannase synthesis, a tryptose broth gives higher biomass, and lactose supplementation is beneficial. The medium was then optimized using response surface methodology based on the full factorial central composite design in a 3 l bioreactor. A $2^3$ factorial design augmented by 7 axial points (${\alpha}$ = 1.682) and 2 replicates at the center point was implemented in 17 experiments. A mathematical model was also developed to show the effect of each medium component and their interactions on the production of cell-associated tannase. The validity of the proposed model was verified, and the optimized medium was shown to produce maximum cell-associated tannase activity of 9.65 U/l, which is 93.8% higher than the activity in the basal medium, after 12 h at pH 5.0, $30^{\circ}C$. The optimum medium consists of 38 g/l lactose, 50 g/l tryptose, and 2.8 g/l gallic acid.

Development of High Speed Machining Technology (고속절삭가공기술개발)

  • 이춘만;최치혁;정원지;정종윤;고태조;김태형
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
    • /
    • 2002.04a
    • /
    • pp.266-272
    • /
    • 2002
  • High-speed machining is one of the most effective technology to improve productivity. Because of the high speed and hugh fried rate, high-speed machining can alive great advantages for the machining of dies and molds. This paper describes on the improvement of machining accuracy in high-speed machining. Depth of cut, feed rate and spindle revolution are control factors. The effect of the control factors on machining accuracy is discussed fur the results of surface roughness and machining error in Z-direction of the high speed machining.

  • PDF

A Study on Performance Optimization of a Hydraulic Breaker (범용 유압 브레이커의 성능 최적화를 위한 연구)

  • Shin, Dae-Young;Kwon, Ki-Beom
    • Transactions of the Korean Society of Mechanical Engineers A
    • /
    • v.35 no.6
    • /
    • pp.677-682
    • /
    • 2011
  • In this study, a simulation model developed for a hydraulic breaker is verified through comparison of simulation results to the experimental results. For performance optimization, the design parameters are selected based on the physical parameters of the equipment for ease of modification. Also a factorial experiment and regression analysis were conducted to observe the effect of each parameter on the performance of the hydraulic breaker. As a result, a method for optimizing the performance of a hydraulic breaker is proposed.

Experimental Study of the Aspheric-plano Lens Fabrication using Compression Glass Molding

  • Ryu, Seong-Mi;Kim, Hye-Jeong
    • Transactions on Electrical and Electronic Materials
    • /
    • v.9 no.6
    • /
    • pp.237-242
    • /
    • 2008
  • The effects of the process parameters in the molding of aspheric glass lenses for camera phone modules have been investigated experimentally. The molding conditions were optimized with respect to the form accuracy (PV) (the response variable) of the molded lens. The experimental conditions were obtained by employing a factorial design method. From the analysis of variance (ANOVA) and P-value (significance level), the slow cooling rate was found to affect the response variable most significantly. The lens molded under the optimum molding condition showed a transcription ratio of 93.4%.