Journal of Korean Society for Quality Management (품질경영학회지)

Korean Society for Quality Management (한국품질경영학회)
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Optimization of a Rubber based Colloidal Suspension Manufacturing Process Using Mixture Experimental Design

혼합물 실험계획법을 활용한 고무 교질 현탁액 제조 공정의 최적화

  • Yu, In Gon (Department of Information and Statistics, Chungnam National University) ;
  • Ahn, Seong Jae (Department of Information and Statistics, Chungnam National University) ;
  • Ryu, Sung Myung (Research Institute, INEM Co.,Ltd.) ;
  • Hong, Sung Hoon (Department of Industrial and Information Systems Engineering, Jeonbuk National University) ;
  • Lee, Min Koo (Department of Information and Statistics, Chungnam National University)
  • 유인곤 (충남대학교 정보통계학과) ;
  • 안성재 (충남대학교 정보통계학과) ;
  • 유성명 ((주)아이넴 부설연구소) ;
  • 홍성훈 (전북대학교 산업정보시스템공학과) ;
  • 이민구 (충남대학교 정보통계학과)
  • Received : 2024.05.03
  • Accepted : 2024.06.10
  • Published : 2024.06.30
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Abstract

Purpose: To derive the optimal conditions for the Rubber based colloidal suspension manufacturing process, which made using a stirrer, to apply the mixture design method. Methods: We used two process component and one process variable Mixture design to derive the optimal conditions for the process. The response variables were selected for rotational viscometer measures which can represent Rubber based colloidal suspension quality. The input variables were selected as the values of rubber-organic solvent expressed in proportions as process components and stirring amount as a process variable which are controllable factors in the process. Results: Based on the results of the experiment, rubber and organic solvent and the interaction between stirring amount and rubber and the interaction between stirring amount and rubber and organic solvent were significant. Reproducibility of the regression model was confirmed by the observation that the values obtained from the reproducibility experiment fell within the confidence interval. Additionally, the model predictions were found to be in close agreement with the field measurements. Conclusion: In this study, a regression model was developed to predict the viscosity change of colloidal suspensions based on the proportion of rubber based colloidal suspension. The developed regression model can lead to improved product quality.

Keywords

Acknowledgement

This work was supported by the National Research Foundation of Korea Grant funded by the Korean Government (NRF - 2022M3J6A1084 843).

References

  1. Automotive Industry Action Group (AIAG). 2010. Measurement Systems Analysis Reference Manual, 4th edition. Chrysler, Ford, General Motors Supplier Quality Requirements Task Force; p 78.
  2. Chung, J. S., Park, S. S., Huh, Y. H. and Lee, M. K. 2020. Process Optimization for Improving the Process Quality of Cylindrical Secondary Battery Resistance Welding. Journal of Korean Society for Quality Management 48(1):69-86. https://doi.org/10.7469/JKSQM.2020.48.1.69
  3. Cosgrove, T. 2010. Colloid Science: Principles, Methods and Applications. John Wiley & Sons.
  4. Dahlquist, C. A. 1969. Pressure-Sensitive Adhesives. Treatise on Adhesion and Adhesives; Dekker: New York, Vol. 2:219-260.
  5. Dawidowsky, f. and Brannt, W. T 1905. Glue, Gelatine, Animal Charcoal, Phosphorus, Cements, Pastes, and Micilages (in German and English) (2nd ed.). Henry Carey Baird & Co.
  6. Fujita, M., Takemura, A., Ono, H., Kajiyama, M., Hayashi, S., and Mizumachi, H. 2000. Effects of miscibility and viscoelasticity on shear creep resistance of natural-rubber-based pressure-sensitive adhesives. Journal of Applied Polymer Science 75(12):1535-1545. https://doi.org/10.1002/(SICI)1097-4628(20000321)75:12<1535::AID-APP12>3.0.CO;2-1
  7. Jang, S. M., Kwon, J. H., Hong, H. M., Lee, S. H., and Lee, M. K. 2017. Optimization of the Surface Treatment Process Using Experiment Design. Journal 0f the Korean Institute of Plant Engineering 22(2): 21-29.
  8. Ji, H., Lim, H. M., Chang, Y. W. and Lee, H. S. 2012. Comparison of the Viscosity of Ceramic Slurries using a Rotational Rheometer and a Vibrational Viscometer. Journal of the Korean Ceramic Society 49(6):542-548. https://doi.org/10.4191/kcers.2012.49.6.542
  9. Jung, Y. J., Kang, T. H., Park, J. I., Cho, J. Y., Hong, J. S., and Kang, S. W. 2024. Methodology for Variable Optimization in Injection Molding Process. Journal of Korean Society for Quality Management 52(1):43-56. https://doi.org/10.7469/JKSQM.2024.52.1.43
  10. Lee, S. D., Kim, K. H., Lee, H. S. and Jung, S. H. 2013. Optimization of NOx Emission with Blends of Bio-diesel Oil and Diesel Fuel Using Design of Experiments. Journal of the Korean Society for Power System Engineering 17(6):149-155. https://doi.org/10.9726/kspse.2013.17.6.149
  11. Lee, S. P., Kwon, H. M., Hong, S. H., and Lee, M. K. 2019. Optimization of the Extrusion Moulding Using Design of Experiments. Journal 0f the Korean Institute of Plant Engineering 24(2):13-21
  12. Lekkerkerker, Henk N. W. and Tuinier, Remco. 2011. Colloids and the Depletion Interaction. Heidelberg: Springer. doi:10.1007/978-94-007-1223-2.
  13. McBride, S. A., Skye, R. and Varanasi, K. K. 2020. Differences between Colloidal and Crystalline Evaporative Deposits. Langmuir 36(40):11732-11741. https://doi.org/10.1021/acs.langmuir.0c01139
  14. Park, K. S., Kwon, H. M., Hong, S. H., and Lee, M. K. 2022. Determination of the Optimal Operating Conditions of LOS for HMD Using Design of Experiments. Journal 0f the Korean Institute of Plant Engineering, 27(3):17-26.
  15. Park, Y. M., Bae, I. H., and Kim, S. B. 2023. Process Quality Improvement through Improving Measurement System for Internal Diameter of Gun Barrel. Journal of Korean Society for Quality Management 51(4):633-642. https://doi.org/10.7469/JKSQM.2023.51.4.633
  16. Park, Y. S. 2016. Selection of Optimum Ratio of 3 Components (Ir-Sn-Sb) Electrode using Design of Mixture Experiments. Journal of Environmental Science International 25(5):737-744. https://doi.org/10.5322/JESI.2016.25.5.737
  17. Quabaug Corporation. 2012. SAFETY DATA SHEET, Barge Rubber Cement TF (DA020, DA025).
  18. Rodrigues, I.C.P., Woigt, L.F., Pereira, K.D., Luchessi, A.D., Lopes, E.S.N., Webster, T.J., Gabriel, L.P. 2020. Low-cost hybrid scaffolds based on polyurethane and gelatin. Journal of Materials Research and Technology 9(4):7777-7785. https://doi.org/10.1016/j.jmrt.2020.04.049
  19. Seo, H. J,, Kwon, M. S., Lee, G. M., Ju, H. J., and Byun, J. H. 2022. A Case Study of Applying Mixture Experimental Design to Enhance Flame Retardancy of Wood-Plastic Composites. Journal of Korean Society for Quality Management 50(1):169-181. https://doi.org/10.7469/JKSQM.2022.50.1.169
  20. Shin, B. C., Kim, S. U., Jeong, S. M., Byun, J. H. and Nam, Y. S. 2015. Understanding and Reducing Performance Variation in New Product Development Using Paper Helicopter Experiment. Journal of Korean Society for Quality Management 43(4):589-606. https://doi.org/10.7469/JKSQM.2015.43.4.589
  21. Slomkowski, S., Aleman, J. V., Gilbert, R. G., Hess, M., Horie, K., Jones, R. G., Kubisa, P., Meisel, I., Mormann, W., Penczek, S., and Stepto, R. F. T. 2011. Terminology of polymers and polymerization processes in dipersed systems (IUPAC Recommendations 2011). Pure and Applied Chemistry 83(12):2229-2259. https://doi.org/10.1351/PAC-REC-10-06-03
  22. Van Anders, G., Klotsa, D., Ahmed, N. K., Engel, M. and Glotzer, S. C. 2014. Understanding shape entropy through local dense packing. The Proceedings of the National Academy of Sciences USA 111(45): E4812-E4821.
  23. Webster, I. 1997. Recent developments in pressure-sensitive adhesives for medical applications. International Journal of Adhesion and Adhesives 17(1):69-73. https://doi.org/10.1016/S0143-7496(96)00024-3