How to cite this paper
Trinh, V., Tien, D & Dinh, N. (2024). Study on the influence of injection molding parameters on the warpage using simulation and Taguchi method.Engineering Solid Mechanics, 12(3), 323-332.
Refrences
Ageyeva, T., Horváth, S., & Kovács, J. G. (2019). In-mold sensors for injection molding: On the way to industry 4.0. Sensors, 19(16), 3551.
Altan, M. (2010). Reducing shrinkage in injection moldings via the Taguchi, ANOVA and neural network methods. Materials & Design, 31(1), 599-604.
Amjadi, M., & Fatemi, A. (2020). Tensile behavior of high-density polyethylene including the effects of processing technique, thickness, temperature, and strain rate. Polymers, 12(9), 1857.
Amjadi, M., & Fatemi, A. (2021). Creep behavior and modeling of high-density polyethylene (HDPE). Polymer Testing, 94, 107031.
Dhaduti, S. C., Sarganachari, S. G., Patil, A. Y., & Yunus Khan, T. M. (2020). Prediction of injection molding parameters for symmetric spur gear. Journal of Molecular Modeling, 26, 1-12.
Fei, N. C., Mehat, N. M., & Kamaruddin, S. (2013). Practical applications of Taguchi method for optimization of processing parameters for plastic injection moulding: a retrospective review. International Scholarly Research Notices, 2013.
García-Domínguez, A., Claver, J., Camacho, A.M., Sebastián, M.A. (2020). Considerations on the Applicability of Test Methods for Mechanical Characterization of Materials Manufactured by FDM. Materials, 13, 28.
Guo, Z., Ruan, X., Peng, Y., & Li, D. (2002). Warpage of injection-molded thermoplastics parts: Numerical simulation and experimental validation. Journal of Materials Engineering and Performance, 11, 138-144.
Hentati, F., Hadriche, I., Masmoudi, N., & Bradai, C. (2019). Optimization of the injection molding process for the PC/ABS parts by integrating Taguchi approach and CAE simulation. The International Journal of Advanced Manufacturing Technology, 104, 4353-4363.
Jugulum, R., & Singh, J. (2008). Computer Based Robust Engineering. Handbook of Performability Engineering, 235-244.
Karagöz, İ. (2021). An effect of mold surface temperature on final product properties in the injection molding of high-density polyethylene materials. Polymer Bulletin, 78, 2627-2644.
Kazmer, D. O. (2022). Injection mold design engineering. Carl Hanser Verlag GmbH Co KG.
Khosravani, M. R., & Nasiri, S. (2020). Injection molding manufacturing process: Review of case-based reasoning applications. Journal of Intelligent Manufacturing, 31, 847-864.
Khosravani, M. R., Nasiri, S., & Reinicke, T. (2022). Intelligent knowledge-based system to improve injection molding process. Journal of industrial information Integration, 25, 100275.
Kitayama, S., Tamada, K., Takano, M., & Aiba, S. (2018). Numerical optimization of process parameters in plastic injection molding for minimizing weldlines and clamping force using conformal cooling channel. Journal of Manufacturing Processes, 32, 782-790.
Kumar, B. B., Doddamani, M., Zeltmann, S. E., Gupta, N., Ramesh, M. R., & Ramakrishna, S. (2016). Processing of cenosphere/HDPE syntactic foams using an industrial scale polymer injection molding machine. Materials & Design, 92, 414-423.
Kumar, B. P., Venkataramaiah, P., & Ganesh, J. S. (2019). Optimization of process parameters in injection moulding of a polymer composite product by using gra. Materials Today: Proceedings, 18, 4637-4647.
Lee, M., Kwon, Y. S., & Lee, C. K. (2019). Effect of warpage on the operation of a rapid cooling and heating device. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 41, 1-8.
Li, Y., Chen, J., & Shen, K. (2008). Melt vibration improved melt flow behavior and mechanical properties of high density polyethylene. Journal of Macromolecular Science, Part B: Physics, 47(4), 643-653.
López, A., Aisa, J., Martinez, A., & Mercado, D. (2016). Injection moulding parameters influence on weight quality of complex parts by means of DOE application: Case study. Measurement, 90, 349-356.
Low, M. L. H., & Lee, K. S. (2008). Mould data management in plastic injection mould industries. International Journal of Production Research, 46(22), 6269-6304.
Martowibowo, S. Y., & Khloeun, R. (2019). Minimum warpage prediction in plastic injection process using Taguchi method and simulation. Manuf Technol, 19(3), 469-476.
Mehat, N. M., & Kamaruddin, S. (2011). Investigating the effects of injection molding parameters on the mechanical properties of recycled plastic parts using the Taguchi method. Materials and Manufacturing Processes, 26(2), 202-209.
Nasir, S. M., Ismail, K. A., Shayfull, Z., & Shuaib, N. A. (2014). Comparison between single and multi gates for minimization of warpage using taguchi method in injection molding process for ABS material. Key Engineering Materials, 594, 842-851.
Nian, S. C., Fang, Y. C., & Huang, M. S. (2019). In-mold and machine sensing and feature extraction for optimized IC-tray manufacturing. Polymers, 11(8), 1348.
Nian, S. C., Wu, C. Y., & Huang, M. S. (2015). Warpage control of thin-walled injection molding using local mold temperatures. International Communications in Heat and Mass Transfer, 61, 102-110.
Oliaei, E., Heidari, B. S., Davachi, S. M., Bahrami, M., Davoodi, S., Hejazi, I., & Seyfi, J. (2016). Warpage and shrinkage optimization of injection-molded plastic spoon parts for biodegradable polymers using Taguchi, ANOVA and artificial neural network methods. Journal of Materials Science & Technology, 32(8), 710-720.
Ozcelik, B., & Erzurumlu, T. (2006). Comparison of the warpage optimization in the plastic injection molding using ANOVA, neural network model and genetic algorithm. Journal of materials processing technology, 171(3), 437-445.
Sivaiah, P., & Chakradhar, D. (2019). Modeling and optimization of sustainable manufacturing process in machining of 17-4 PH stainless steel. Measurement, 134, 142-152.
Solanki, B. S., Singh, H., & Sheorey, T. (2022). Modeling and analysis of cavity modification effect on quality of injection molded polymer gear. International Journal on Interactive Design and Manufacturing (IJIDeM), 16(4), 1615-1632.
Sumitomo-shi-DEMAG.us/, 2022. SEEV-A All-electric Small-sized Injection Molding Machine, https://sumitomo-shi-demag.us/wp-content/uploads/2020/12/SE180EV-AspecsMETRIC.pdf.
Tang, S. H., Tan, Y. J., Sapuan, S. M., Sulaiman, S., Ismail, N., & Samin, R. (2007). The use of Taguchi method in the design of plastic injection mould for reducing warpage. Journal of Materials Processing Technology, 182(1-3), 418-426.
Torres-Alba, A., Mercado-Colmenero, J. M., Caballero-Garcia, J. D. D., & Martin-Doñate, C. (2023). Application of New Conformal Cooling Layouts to the Green Injection Molding of Complex Slender Polymeric Parts with High Dimensional Specifications. Polymers, 15(3), 558.
Wang, G., Wang, Y., & Yang, D. (2021). Study on automotive back door panel injection molding process simulation and process parameter optimization. Advances in Materials Science and Engineering, 2021, 1-15.
Wang, G., Zhao, G., Li, H., & Guan, Y. (2009). Research on a new variotherm injection molding technology and its application on the molding of a large LCD panel. Polymer-Plastics Technology and Engineering, 48(7), 671-681.
Wang, Y. Q., Kim, J. G., & Song, J. I. (2014). Optimization of plastic injection molding process parameters for manufacturing a brake booster valve body. Materials & Design (1980-2015), 56, 313-317.
Xu, J., Ren, Z., Xie, S., Wang, Y., & Wang, J. (2023). Deep learning‐based optimal tracking control of flow front position in an injection molding machine. Optimal Control Applications and Methods, 44(3), 1376-1393.
Yin, F., Mao, H., Hua, L., Guo, W., & Shu, M. (2011). Back propagation neural network modeling for warpage prediction and optimization of plastic products during injection molding. Materials & design, 32(4), 1844-1850.
Zema, L., Loreti, G., Melocchi, A., Maroni, A., & Gazzaniga, A. (2012). Injection molding and its application to drug delivery. Journal of controlled release, 159(3), 324-331.
Zhao, N. Y., Lian, J. Y., Wang, P. F., & Xu, Z. B. (2022). Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: A review. The International Journal of Advanced Manufacturing Technology, 120(1-2), 85-101.
Zheng, G., Guo, W., Wang, Q., & Guo, X. (2015). Influence of processing parameters on warpage according to the Taguchi experiment. Journal of Mechanical Science and Technology, 29, 4153-4158.
Zheng, R., Tanner, R. I., & Fan, X. J. (2011). Injection molding: integration of theory and modeling methods. Springer Science & Business Media.
Altan, M. (2010). Reducing shrinkage in injection moldings via the Taguchi, ANOVA and neural network methods. Materials & Design, 31(1), 599-604.
Amjadi, M., & Fatemi, A. (2020). Tensile behavior of high-density polyethylene including the effects of processing technique, thickness, temperature, and strain rate. Polymers, 12(9), 1857.
Amjadi, M., & Fatemi, A. (2021). Creep behavior and modeling of high-density polyethylene (HDPE). Polymer Testing, 94, 107031.
Dhaduti, S. C., Sarganachari, S. G., Patil, A. Y., & Yunus Khan, T. M. (2020). Prediction of injection molding parameters for symmetric spur gear. Journal of Molecular Modeling, 26, 1-12.
Fei, N. C., Mehat, N. M., & Kamaruddin, S. (2013). Practical applications of Taguchi method for optimization of processing parameters for plastic injection moulding: a retrospective review. International Scholarly Research Notices, 2013.
García-Domínguez, A., Claver, J., Camacho, A.M., Sebastián, M.A. (2020). Considerations on the Applicability of Test Methods for Mechanical Characterization of Materials Manufactured by FDM. Materials, 13, 28.
Guo, Z., Ruan, X., Peng, Y., & Li, D. (2002). Warpage of injection-molded thermoplastics parts: Numerical simulation and experimental validation. Journal of Materials Engineering and Performance, 11, 138-144.
Hentati, F., Hadriche, I., Masmoudi, N., & Bradai, C. (2019). Optimization of the injection molding process for the PC/ABS parts by integrating Taguchi approach and CAE simulation. The International Journal of Advanced Manufacturing Technology, 104, 4353-4363.
Jugulum, R., & Singh, J. (2008). Computer Based Robust Engineering. Handbook of Performability Engineering, 235-244.
Karagöz, İ. (2021). An effect of mold surface temperature on final product properties in the injection molding of high-density polyethylene materials. Polymer Bulletin, 78, 2627-2644.
Kazmer, D. O. (2022). Injection mold design engineering. Carl Hanser Verlag GmbH Co KG.
Khosravani, M. R., & Nasiri, S. (2020). Injection molding manufacturing process: Review of case-based reasoning applications. Journal of Intelligent Manufacturing, 31, 847-864.
Khosravani, M. R., Nasiri, S., & Reinicke, T. (2022). Intelligent knowledge-based system to improve injection molding process. Journal of industrial information Integration, 25, 100275.
Kitayama, S., Tamada, K., Takano, M., & Aiba, S. (2018). Numerical optimization of process parameters in plastic injection molding for minimizing weldlines and clamping force using conformal cooling channel. Journal of Manufacturing Processes, 32, 782-790.
Kumar, B. B., Doddamani, M., Zeltmann, S. E., Gupta, N., Ramesh, M. R., & Ramakrishna, S. (2016). Processing of cenosphere/HDPE syntactic foams using an industrial scale polymer injection molding machine. Materials & Design, 92, 414-423.
Kumar, B. P., Venkataramaiah, P., & Ganesh, J. S. (2019). Optimization of process parameters in injection moulding of a polymer composite product by using gra. Materials Today: Proceedings, 18, 4637-4647.
Lee, M., Kwon, Y. S., & Lee, C. K. (2019). Effect of warpage on the operation of a rapid cooling and heating device. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 41, 1-8.
Li, Y., Chen, J., & Shen, K. (2008). Melt vibration improved melt flow behavior and mechanical properties of high density polyethylene. Journal of Macromolecular Science, Part B: Physics, 47(4), 643-653.
López, A., Aisa, J., Martinez, A., & Mercado, D. (2016). Injection moulding parameters influence on weight quality of complex parts by means of DOE application: Case study. Measurement, 90, 349-356.
Low, M. L. H., & Lee, K. S. (2008). Mould data management in plastic injection mould industries. International Journal of Production Research, 46(22), 6269-6304.
Martowibowo, S. Y., & Khloeun, R. (2019). Minimum warpage prediction in plastic injection process using Taguchi method and simulation. Manuf Technol, 19(3), 469-476.
Mehat, N. M., & Kamaruddin, S. (2011). Investigating the effects of injection molding parameters on the mechanical properties of recycled plastic parts using the Taguchi method. Materials and Manufacturing Processes, 26(2), 202-209.
Nasir, S. M., Ismail, K. A., Shayfull, Z., & Shuaib, N. A. (2014). Comparison between single and multi gates for minimization of warpage using taguchi method in injection molding process for ABS material. Key Engineering Materials, 594, 842-851.
Nian, S. C., Fang, Y. C., & Huang, M. S. (2019). In-mold and machine sensing and feature extraction for optimized IC-tray manufacturing. Polymers, 11(8), 1348.
Nian, S. C., Wu, C. Y., & Huang, M. S. (2015). Warpage control of thin-walled injection molding using local mold temperatures. International Communications in Heat and Mass Transfer, 61, 102-110.
Oliaei, E., Heidari, B. S., Davachi, S. M., Bahrami, M., Davoodi, S., Hejazi, I., & Seyfi, J. (2016). Warpage and shrinkage optimization of injection-molded plastic spoon parts for biodegradable polymers using Taguchi, ANOVA and artificial neural network methods. Journal of Materials Science & Technology, 32(8), 710-720.
Ozcelik, B., & Erzurumlu, T. (2006). Comparison of the warpage optimization in the plastic injection molding using ANOVA, neural network model and genetic algorithm. Journal of materials processing technology, 171(3), 437-445.
Sivaiah, P., & Chakradhar, D. (2019). Modeling and optimization of sustainable manufacturing process in machining of 17-4 PH stainless steel. Measurement, 134, 142-152.
Solanki, B. S., Singh, H., & Sheorey, T. (2022). Modeling and analysis of cavity modification effect on quality of injection molded polymer gear. International Journal on Interactive Design and Manufacturing (IJIDeM), 16(4), 1615-1632.
Sumitomo-shi-DEMAG.us/, 2022. SEEV-A All-electric Small-sized Injection Molding Machine, https://sumitomo-shi-demag.us/wp-content/uploads/2020/12/SE180EV-AspecsMETRIC.pdf.
Tang, S. H., Tan, Y. J., Sapuan, S. M., Sulaiman, S., Ismail, N., & Samin, R. (2007). The use of Taguchi method in the design of plastic injection mould for reducing warpage. Journal of Materials Processing Technology, 182(1-3), 418-426.
Torres-Alba, A., Mercado-Colmenero, J. M., Caballero-Garcia, J. D. D., & Martin-Doñate, C. (2023). Application of New Conformal Cooling Layouts to the Green Injection Molding of Complex Slender Polymeric Parts with High Dimensional Specifications. Polymers, 15(3), 558.
Wang, G., Wang, Y., & Yang, D. (2021). Study on automotive back door panel injection molding process simulation and process parameter optimization. Advances in Materials Science and Engineering, 2021, 1-15.
Wang, G., Zhao, G., Li, H., & Guan, Y. (2009). Research on a new variotherm injection molding technology and its application on the molding of a large LCD panel. Polymer-Plastics Technology and Engineering, 48(7), 671-681.
Wang, Y. Q., Kim, J. G., & Song, J. I. (2014). Optimization of plastic injection molding process parameters for manufacturing a brake booster valve body. Materials & Design (1980-2015), 56, 313-317.
Xu, J., Ren, Z., Xie, S., Wang, Y., & Wang, J. (2023). Deep learning‐based optimal tracking control of flow front position in an injection molding machine. Optimal Control Applications and Methods, 44(3), 1376-1393.
Yin, F., Mao, H., Hua, L., Guo, W., & Shu, M. (2011). Back propagation neural network modeling for warpage prediction and optimization of plastic products during injection molding. Materials & design, 32(4), 1844-1850.
Zema, L., Loreti, G., Melocchi, A., Maroni, A., & Gazzaniga, A. (2012). Injection molding and its application to drug delivery. Journal of controlled release, 159(3), 324-331.
Zhao, N. Y., Lian, J. Y., Wang, P. F., & Xu, Z. B. (2022). Recent progress in minimizing the warpage and shrinkage deformations by the optimization of process parameters in plastic injection molding: A review. The International Journal of Advanced Manufacturing Technology, 120(1-2), 85-101.
Zheng, G., Guo, W., Wang, Q., & Guo, X. (2015). Influence of processing parameters on warpage according to the Taguchi experiment. Journal of Mechanical Science and Technology, 29, 4153-4158.
Zheng, R., Tanner, R. I., & Fan, X. J. (2011). Injection molding: integration of theory and modeling methods. Springer Science & Business Media.