Abstract
This study described the design and construction of gas-assisted injection molding systems incorporating a traditional injection molding machine. This combined system is called a gas-assisted injection molding control system (GAIMCS). The mathematical model of GAIMCS with nonlinear dynamics is difficult to establish accurately. Therefore, model-free intelligent control strategies were developed to control this system and evaluate its control performances. This work presents two intelligent control strategies: (1) traditional fuzzy controller (TFC), and (2) grey prediction fuzzy controller (GPFC). The GAIMCS was controlled by the GPFC, which was compared to a TFC to evaluate the system control performance. The GPFC achieves better control performances in accelerating rise time, and it reduces the system steady-state error better than the TFC for high-pressure gas control in GAIMCS, based on the verified experimental results.
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References
Sanschagrin B (1983) Process control of injection molding. Polym Eng Sci 23(8):431–438
Mann JW (1974) Process parameter control: the key to optimization action. Plast Eng 30:25–27
Chiu CP, Hsieh MC (1987) The correction between the residual stresses of ABS terpolymers and injection molding condition. Trans ASME J Eng Mater Technol 109:171–175
Siegmann A, Buchman A, Kenig S (1982) Residual stress in polymers, III: the influence of injection molding process condition. Polym Eng Sci 22(9):560–568
Kubat J, Rigdell M (1975) Influence of high injection pressure on the internal stress level in injection molded specimens. Polym 16(10):925–927
Huang SJ, Lee TH (2000) Fuzzy logic controller for a retrofitted closed-loop injection molding machine. In: Proceedings of the Institution of Mechanical Engineers, vol. 214, part I, pp 9–20
Industrial Technology Research Institute, Moldflow Aquires American MSI Corporation (1998) C-Mold gas-assisted injection molding, user social and harvest convention complete works. Materials Research Laboratories, Taiwan
Chen SC, Hsu KS, Huang JS (1995) Analysis and experimental study of gas penetration in a gas-assisted injection molded spiral tube. J Appl Polym Sci 58:793–799
Soh YS, Chung CH (1998) Flow direction in he gas assisted injection molding technology. J Reinforced Plast Compos 17(10):935–944
Chen SC, Wang SM, Liaw WL (2002) Fast-response pressure regulation system for thin-wall gas-assisted injection molding. Int Commun Heat Mass Transf 29(4):459–468
Lee CC (1990) Fuzzy logic in Control systems: fuzzy logic – parts I and II. IEEE Trans Syst Man Cybernetics 20:404–435
He SZ, Tan S, Xu FL (1993) Fuzzy self-tuning of PID controllers. Fuzzy Sets Syst 56:37–46
Wang PP, Tyan CY (1994) Fuzzy dynamic system and fuzzy linguistic controllers classification. Automatica 30(11):1769–1774
Lin M (1989) An application of the GM(1, 1) model: the prediction of flight safety. J Grey Syst 1:89–102
Yi D, Yang R (1991) Grey predictor controller for dc speed control system. J Grey Syst 2:189–215
Liu J, Wang C, **ao D, Liu P (1992) Application of grey system theory to the forecasting and control of air environmental quality. J Grey Syst 4:181–192
Paul FW, Shankar A (1982) A mathematical model for the evaluation of injection molding machine control. Trans ASME J Dyn Syst Meas Control 104:86–92
Wei ZH (1991) The study of dynamic model and self-tuning control for injection molding machine. Dissertation, Department of Mechanical Engineering, National Cheng-Kung University, Taiwan
Chen SC, Chao SM (1988) Closed loop control of gas pressure in gas-assisted injection molding process. Adv Polym Technol 18(2):137–145
Deng J (1988) Grey forecasting control, grey system. Ocean Press, China
Deng J (1988) Five step modeling of grey systems, grey system. Ocean Press, China
Zadeh LA (1965) Fuzzy sets. Inf Control 8:335–353
Maiers J, Sherif YS (1985) Application of fuzzy set theory. IEEE Trans Syst Man Cybernetics 15:175–189
Driankov D, Hellendoorn H, and Reinfrank M (1993) An Introduction to fuzzy control. Springer, Berlin Heidelberg New York
Mamdani EH (1974) Application of fuzzy algorithms for control of simple dynamic plants In: Proceedings of the IEE, vol. 12, pp 1585–1588
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Lin, BF., Lian, RJ. Intelligent control of gas-assisted injection molding control systems. Int J Adv Manuf Technol 29, 296–307 (2006). https://doi.org/10.1007/s00170-005-2512-5
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DOI: https://doi.org/10.1007/s00170-005-2512-5