• Title/Summary/Keyword: Taguchi parameter design

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Use of a Drawing Process to Manufacture a Large-Size Dome Shaped Forging-Produts (드로잉 공정을 이용한 대형 반구 형상 제작에 관한 연구)

  • Lee, S.U.;Cho, J.R.;Yang, D.Y.
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 2008.05a
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    • pp.531-534
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    • 2008
  • A new forming process of the large-size forging within the limit of forming loads is developed by introducing the drawing process, which usually used to apply to sheet forming. For the development of the forming process, corresponding numerical simulation are carried out. The approach is based on the Taguchi method, and utilize the DOE for design of FEM analyses. In this study, the important factors are chosen at first, and then the concept of signal-to-nose(S/N) rate is applied to evaluate the formability of large size forging-products, and each value of the design parameter is determined.

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Optimization of the Processing Conditions and Prediction of the Quality for Dyeing Nylon and Lycra Blended Fabrics

  • Kuo Chung-Feng Jeffrey;Fang Chien-Chou
    • Fibers and Polymers
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    • v.7 no.4
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    • pp.344-351
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    • 2006
  • This paper is intended to determine the optimal processing parameters applied to the dyeing procedure so that the desired color strength of a raw fabric can be achieved. Moreover, the processing parameters are also used for constructing a system to predict the fabric quality. The fabric selected is the nylon and Lycra blend. The dyestuff used for dyeing is acid dyestuff and the dyeing method is one-bath-two-section. The Taguchi quality method is applied for parameter design. The analysis of variance (ANOVA) is applied to arrange the optimal condition, significant factors and the percentage contributions. In the experiment, according to the target value, a confirmation experiment is conducted to evaluate the reliability. Furthermore, the genetic algorithm (GA) is combined with the back propagation neural network (BPNN) in order to establish the forecasting system for searching the best connecting weights of BPNN. It can be shown that this combination not only enhances the efficiency of the learning algorithm, but also decreases the dependency of the initial condition during the network training. Most of all, the robustness of the learning algorithm will be increased and the quality characteristic of fabric will be precisely predicted.

A Study on the Machinability Evaluation According to Lubrication Conditions and Taper Angle for Turning of SCM440 (SCM440 의 선삭에서 윤활조건과 테이퍼 각에 따른 가공성 평가에 관한 연구)

  • Choi, Min-Seok;Kim, Dong-Hyeon;Hwang, Seong-Ju;Lee, Choon-Man
    • Journal of the Korean Society for Precision Engineering
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    • v.31 no.1
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    • pp.35-42
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    • 2014
  • Recently, in industry field, many researchers are looking for ways to reduce the use of lubricant because of environmental and economical reasons. MQL lubrication is one of many lubrication technologies. The aim of this study is to evaluate the machinability considering lubrication methods and taper angles of workpieces for turning of SCM440. Workpieces of two shapes such as workpiece with and without taper angle are used. And two lubrication methods such as MQL and Wet have been considered. And cutting force and surface roughness are used as characteristic values. Cutting speed, feed rate, injection angle and distance are used as design parameters. The characteristic values were statistically analyzed by Taguchi method. From the results, main effects plot and importance of each parameter according to conditions are analyzed. Finally, this study has been suggested the optimum machining conditions according to the lubrication methods, machining conditions and shape of workpiece.

A Study of STS 316L Threaded Elbow Fitting Fabrication by Metal Injection Molding (금속사출성형을 이용한 STS 316L 밸브피팅 제작에 대한 연구)

  • Kim, J.Y.;Kim, S.J.;Chung, S.T.;Ahn, S.
    • Transactions of Materials Processing
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    • v.24 no.2
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    • pp.121-129
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    • 2015
  • A net-shape forming of small and complex-shaped metal parts by metal injection molding (MIM) has economic advantages in mass production, especially for STS 316L valve fitting. STS 316L offers excellent corrosion resistance, but it has poor machinability, which is a limitation in using it for a cost-effective production where both forging and machining are employed. Simulation and experimental analysis were performed to develop a MIM STS 316L 90° elbow fitting minimizing trial and error. A Taguchi method was used to determine which input parameter was the most sensitive to possible defects (e.g. sink mark depth) during the injection molding. The final prototype was successfully built. The results indicate that the simulation tool can be used during the design process to minimize trial and error, but the final adjustment of parameters based on field experience is essential.

Optimization of Design Parameters of a EPPR Valve Solenoid using Artificial Neural Network (인공 신경회로망을 이용한 전자비례 감압밸브의 솔레노이드 형상 최적화)

  • Yoon, Ju Ho;Nguyen, Minh Nhat;Lee, Hyun Su;Youn, Jang Won;Kim, Dang Ju;Lee, Dong Won;Ahn, Kyoung Kwan
    • Journal of Drive and Control
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    • v.13 no.2
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    • pp.34-41
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    • 2016
  • Unlike the commonly used On/Off solenoid, constant attraction force which is independent of plunger displacement is a considerably important characteristic to proportional solenoid of the EPPR Valve. Attraction force uniformity is mainly affected by the internal shape design parameters. Due to a number of shape design parameters, the optimal parameter values are very complex and time consuming to find by trial and error method. Much research has been conducted or are still in progress to find the optimal parameter values by applying various optimization techniques like Genetic Algorithm, Evolution Strategy, Simulated Annealing, or the Taguchi method. In this paper, the design parameters which have primary effects on the attraction force uniformity and the average attraction force are decided by main effects analysis of Design of Experiments. Optimal parameter values are derived using finite-element analysis and a neural network model.

Reactive Ion Etching of InP Using $CH_4/H_2$ Inductively Coupled Plasma ($CH_4/H_2$유도결합 플라즈마를 이용한 InP의 건식 식각에 관한 연구)

  • 박철희;이병택;김호성
    • Journal of the Korean Vacuum Society
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    • v.7 no.2
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    • pp.161-168
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    • 1998
  • Reactive ion etching process for InGaAs/InP using the CH4/H2 high density inductively coupled plasma was investigated. The experimental design method proposed by Taguchi was utilized to cover the whole parameter range while maintaining reasonable number of actual experiments. Results showed that the ICP power mainly affects surface roughness and verticality of the sidewall, bias power does etch rate and verticality, CH4 gas concentraion does the verticality and etch rate, and the distance between the induction coil and specimen mostly affects the surface roughness. It was also observed that the chamber pressure is the dominant parameter for the etch rate and verticality of the sidewall. The optimum condition was ICP power 700W, bias power 150 W, 15% $CH_4$, 7.5 mTorr, and 14 cm distance, resulting in about 3 $\mu\textrm{m}$/hr etch rate with smooth surfaces and vertical mesa sidewalls.

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Optimum Machining Condition Determination for Pedicle Screw using Experimental Design Method (실험계획법에 의한 척추경 나사의 최적 절삭조건 결정)

  • Jang, Sung-Min;Cho, Myeong-Woo
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.3 no.2
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    • pp.3-9
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    • 2004
  • The main objectives of this paper are to determine optimum cutting conditions using experimental design method to manufacture pedicle screws. Generally, titanium alloys are known as difficult-to cut materials. In the machining of titanium alloy, high cutting temperature and strong chemical affinity between the tool and the work material are generated because of Its low thermal conductivity and chemical reactivity. Such phenomenon cause increase of tool wear and deterioration of surface quality. Thus, in this paper, required experimental investigations are performed to evaluate the machinability of titanium materials With tungsten carbide tools Required simulation and experiments are performed, and the results are investigated.

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A Study on the Noise Reduction of the Engine cooling Fan used an Express Bus (고속 버스용 엔진 냉각 팬의 저소음화 연구)

  • Oh, Jae-Eung;Sim, Hyoun-Jin;Lee, Jung-Youn
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2002.11b
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    • pp.279-284
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    • 2002
  • In this study, it has been developed the program for predicting the noise spectrum of axial flow fan. The radiated acoustic pressure is expressed the discrete frequency noise peaks at BPF(Blade passage frequency) and its harmonics by Wu's method and the line spectrum at the broad band by Wright's method. And this paper presents the characteristics of a fan noise due to modify the design parameters. Accordingly, it is obtained the design parameter values for noise reduction of fan.

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An Investigation on Design of the Gear Reductioner for the Vibration Suppression (진동 저감을 위한 치차감속기 설계에 대한 연구)

  • 이형우;박노길
    • Journal of KSNVE
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    • v.5 no.2
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    • pp.183-195
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    • 1995
  • The mathematical model of the gear reductioner which consists which consists of the geared rotor-bearing system containing case is developed, assuming as the lumped parameter system. Constraints for vibration suppresion as well as strength of gear teeth, and shaft and kinematic conditions in gear pairs are considered. To find the design parameters satisfing the proposed constraints, a direct search method modified by the technique of Taguchi's experimental scheduling is used. One and two stepped gear reductioners are designed so that the criticl speeds due to the gear transmission error are moved out of the operating speed range.

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Numerical Analysis on the Design Variables and Thickness Deviation Effects on Warpage of Substrate for FCCSP (FCCSP용 기판의 warpage에 미치는 설계인자와 두께편차 영향에 대한 수치적 해석)

  • Cho, Seunghyun;Jung, Hunil;Bae, Onecheol
    • Journal of the Microelectronics and Packaging Society
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    • v.19 no.3
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    • pp.57-62
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    • 2012
  • In this paper, numerical analysis by finite element method, parameter design by the Taguchi method and ANOVA method were used to analyze about effect of design deviations and thickness variations on warpage of FCCSP substrate. Based on the computed results, it was known that core material in substrate was the most determining deviation for reducing warpage. Solder resist, prepreg and circuit layer were insignificant effect on warpage relatively. But these results meant not thickness effect was little importance but mechanical properties of core material were very effective. Warpage decreased as Solder resist and circuit layer thickness decreased but effect of prepreg thickness was conversely. Also, these results showed substrate warpage would be increased to maximum 40% as thickness deviation combination. It meant warpage was affected by thickness tolerance under manufacturing process even if it were met quality requirements. Threfore, it was strongly recommended that substrate thickness deviation should be optimized and controlled precisely to reduce warpage in manufacturing process.