• Title/Summary/Keyword: Optimal process condition

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A Note on Finding Optimum Conditions Using Mixture Experimental Data with Process Variables (공정변수를 갖는 혼합물 실험 자료를 활용한 최적조건 찾기에 관한 소고)

  • Lim, Yong B.
    • Journal of Korean Society for Quality Management
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    • v.41 no.1
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    • pp.109-118
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    • 2013
  • Purpose: Given the several proper models for given mixture components-process variables experimental data, we propose a strategy to find the optimal condition in which the performance of the responses is well-behaved under those models. Methods: Given the mixture experimental data with process variables, first we choose the reasonable starting models among the class of admissible product models based on the model selection criteria and then, search for the candidate models that are the subset models of the starting model by the sequential variable selection method or all possible regressions procedure. Good candidate models are screened by the evaluation of model selection criteria and checking the residual plots for the validity of the model assumption. Results: We propose a strategy to find the optimal condition in which the performance of the responses is well-behaved under those good candidate models by adopting the optimization methods developed in multiple responses surface methodology. Conclusion: A strategy is proposed to find the optimal condition in which the performance of the responses is well-behaved under those proper combined models. This strategy to find the optimal condition is illustrated with the example in this paper.

Optimal Intermediate Process Design in Forging by Genetic Algorithm (유전 알고리즘을 이용한 단조공정중 중간 공정 최적설계)

  • 정제숙;황상무
    • Proceedings of the Korean Society for Technology of Plasticity Conference
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    • 1997.03a
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    • pp.155-158
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    • 1997
  • The investigation deals with of a intermediate process condition hving a bolt-shaped final product where it is required to extend tool-life in forging. In this study, optimization of the design variables is conducted by a genetic algorithm, where the fitness values are evaluated on the basis of FEM analysis model. The approach is applied to the determination of the intermediate process conditions which are optimal with regard to minimization of peak die pressure.

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The Effect of Plunger Tip Shape on the Formability in Semi-Solid Die Casting Process (반용융 다이캐스팅 공정에 있어서 플런저 팁의 형상이 성형성에 미치는 영향)

  • 서판기;손영익;강충길
    • Transactions of Materials Processing
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    • v.11 no.4
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    • pp.312-322
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    • 2002
  • In this study, an innovative semi-solid die casting technology to replace heavier cast iron compressor parts with lightweight aluminum castings was proposed, and the application possibility for home-appliance component was investigated. The most important factors regarding the semi-solid die casting process are the reheating process of the raw materials to the semi-solid state, specifications of the forming machine, the optimal injection conditions and die design. Materials used in this study were A3S7 and hSn alloys fabricated by the electromagnetic stirring process. The optimal injection conditions for semi-solid die casting process were Presented with the reheating conditions of the semi-solid materials. To investigate the effect of plunger tip shape on the formability and mechanical properties in semi-solid die casting process for complicated shape part, two kinds of plunger tip shape with long and short plunger tip taper are proposed.

Optimization of Milling Process Considering the Environmental Impact of Cutting Fluids (절삭유제의 환경영향을 고려한 밀링공정의 최적화)

  • 장윤상;김주현
    • Journal of the Korean Society for Precision Engineering
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    • v.15 no.12
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    • pp.14-20
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    • 1998
  • Cutting fluid is a factor which has big effects on both machinability and environment in machining process. The loss of cutting fluids may be reduced by the optimization of machining parameters in process planning. In this study, the environmental impact of fluid loss is analyzed. The fluid loss models in milling process are constructed with the machining parameters. The models are utilized to obtain the optimal machining parameters to minimize the fluid loss. The factors with significant effects on the fluid loss are analyzed by ANOVA test. Finally, optimal parameters are suggested considering both machining economics and environmental impact. This study is expected to be used as a part of a framework for the environmental impact assessment of machining process.

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Modeling of Cutting Parameters and Optimal Process Design in Micro End-milling Processes (마이크로 엔드밀링 공정의 절삭계수 모델링 및 최적 공정설계)

  • Lee, Kwang-Jo;Chung, Sung-Chong
    • Journal of the Korean Society of Manufacturing Technology Engineers
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    • v.18 no.3
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    • pp.261-269
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    • 2009
  • Micro end-milling process is applied to fabricate precision mechanical parts cost-effectively. It is a complex and time-consuming job to select optimal process conditions with high productivity and quality. To improve the productivity and quality of precision mechanical parts, micro end-mill wear and cutting force characteristics should be studied carefully. In this paper, high speed machining experiments are studied to construct the optimum process design as well as the mathematical modeling of tool wear and cutting force related to cutting parameters in micro ball end-milling processes. Cutting force and wear characteristics under various cutting conditions are investigated through the condition monitoring system and the design of experiment. In order to construct the cutting database, mathematical models for the flank wear and cutting force gradient are derived from the response surface method. Optimal milling conditions are extracted from the developed experimental models.

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A Study on the Machining Characteristics of Co-Cr-Mo Alloy in Turning Process (Co-Cr-Mo 합금의 선삭 가공 특성에 관한 연구)

  • Hong, Kwang-Pyo;Cho, Myeong-Woo;Choi, In-Joon
    • Design & Manufacturing
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    • v.11 no.1
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    • pp.50-54
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    • 2017
  • In this study, researches were conducted as follows. First, as the basic experiment, the cutting speed, feedrate, and the depth of cut were set as the process parameters, and by setting the surface roughness as the factor of measurement for each of the combinations, and the analysis about cutting tendency of the material was conducted by proceeding the turning process of Co-Cr-Mo alloy. Second, by setting the feature of the surface roughness according to the 'turning processing condition' that was confirmed in the previous experiment, and by applying the Taguchi Method, the conditions that influence the features of the surface roughness according to the 'turning processing condition' of Co-Cr-Mo was analyzed, and also by measuring the surface roughness according to each of the 'cutting conditions', the optimal processing condition was generated. As the result of analysis, it was possible to understand that the factor that mostly affects the surface roughness was the cutting speed, followed by the dept of cutting and transfer speed, and as for the optimal processing condition, it was possible to find that the cutting speed was 5,000rpm, and the depth of cut was 0.1mm, and the feedrate was 0.003mm/rev, and the value of the surface roughness at this point is $0.197{\mu}m$.

Optimal Process Condition and Blowing of Thermoplastic Polyester Film using Thermally Expandable Microcapsule (열팽창 캡슐을 적용한 발포 폴리에스테르 필름의 최적 공정 조건 및 발포 특성)

  • Bak, A Ram;Park, Jung Hyun;Lee, Seung Geol
    • Textile Coloration and Finishing
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    • v.31 no.3
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    • pp.187-194
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    • 2019
  • Blowing film was prepared using polyester elastomer with thermally expandable microcapsule to investigate the optimum blowing properties and the film making process. Physical properties including specific gravity, blowing efficiency, foaming shape, tensile strength and elongation of polyester film were tested by varying the process condition of temperature and revolution per minutes of the extruder. The lowest specific gravity of 0.709 can be achieved with excellent foaming cells at $210^{\circ}C$ and 50 RPM conditions. The highest tensile strength and elongation was shown at $210^{\circ}C$, 100 RPM and $230^{\circ}C$, 25 RPM conditions. However, most of the prepared polyester films showed over $1kg_f/mm^2$ of tensile strength which is reasonable value to use in film applications.

Optimal Water Lubrication Condition for an Axle Shaft Cold Forging (Axle Shaft 냉간 단조를 위한 최적 수계윤활조건)

  • Park, Ji-Won;Lee, Jong-Soo;Choi, Young-Jun;Kim, Jong-Ho;Lee, Seok-Soon
    • Journal of the Korean Society for Precision Engineering
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    • v.27 no.1
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    • pp.84-90
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    • 2010
  • The cold forging Process applies surface lubricant coating in order to smooth the friction during the cold forging process. Currently, most of the lubrication processes apply the zinc phosphate coating, which requires 11 steps and disposes sludge. But the water based lubrication process, which has been newly developed, takes 3 steps only and does not cause sludge. In this study, we present the optimal condition of water based lubrication for the cold forging of axle shaft by an experimental design method. Experimental results with minitab shall be able to predict the optimum water based lubricating conditions for the cold forging processes.

Simulation and Improvement of Grinding Processes for Linear Motion Guide Blocks (선형가이드용 블록 연삭 공정 시뮬레이션 및 개선에 대한 연구)

  • 조명동;김현수;홍성욱;박천홍
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 1997.10a
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    • pp.1018-1021
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    • 1997
  • This paper presents a result of simulation and improvement of grinding process for linear motion guide blocks. A simulation software, which is based on cylindrical grinding process. is used to predict the grinding wheel wear during the grinding process. To validate the simulation, the simulation result is compared with the experimental one. Simulation study is extended to obtain an optimal grinding condition for minimizing the grinding wheel wear. The optimal condition is validated through an experiment.

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Optimal Grinding Condition of Tungsten Carbide(WC) for Aspheric Glass Lens Using DOE (DOE를 적용한 비구면 Glass 렌즈 성형용 초경합금(WC) 코어 연삭가공 최적화)

  • Kim, Hyun-Uk;Jeong, Sang-Hwa;Ahn, Jun-Hyung;Cha, Du-Hwan;Lee, Dong-Gil;Kim, Sang-Suk;Kim, Hye-Jeong;Kim, Jeong-Ho
    • Journal of the Korean Society of Manufacturing Process Engineers
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    • v.5 no.4
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    • pp.41-45
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    • 2006
  • In recent years, the demands of the aspheric glass lenses increase since it is difficult to obtain the desirable performance in the plastic lens. Glass lens is manufactured by the forming with high precision mold core. This paper presents the analysis of optimal grinding condition of tungsten carbide(WC, Co 0.5%) using design of experiments(DOE). The process parameters are turbin spindle, work spindle, feedrate and depth of cut. The experiments results are evaluated by MINITAB software.

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