Modeling and optimization of the injection-molding process: a review

Contract grant sponsor: This work is funded by FEDER funds through the COMPETE 2020 Programme and National Funds through FCT - Portuguese Foundation for Science and Technology under the project UID/CTM/50025/2013.

[1]  B.H.M. Sadeghi,et al.  A BP-neural network predictor model for plastic injection molding process , 2000 .

[2]  Cédric Le Bot,et al.  3D study of cooling system effect on the heat transfer during polymer injection molding , 2010 .

[3]  Lin Hua,et al.  Back Propagation neural network modeling for warpage prediction and optimization of plastic products during injection molding , 2011 .

[4]  Wen-Chin Chen,et al.  Process parameters optimization for multiple quality characteristics in plastic injection molding using Taguchi method, BPNN, GA, and hybrid PSO-GA , 2014 .

[5]  Qian Li,et al.  Optimization of injection molding process parameters using combination of artificial neural network and genetic algorithm method , 2007 .

[6]  D Cardozo,et al.  A brief history of the filling simulation of injection moulding , 2009 .

[7]  L. Hua,et al.  A hybrid of back propagation neural network and genetic algorithm for optimization of injection molding process parameters , 2011 .

[8]  R. G. Parrott,et al.  Numerical simulation of injection mold filling , 1970 .

[9]  Constantin Chassapis,et al.  Optimal cooling system design for multi-cavity injection molding , 1997 .

[10]  J. Viana,et al.  Using Multi-objective Evolutionary Algorithms for Optimization of the Cooling System in Polymer Injection Molding , 2012 .

[11]  L.-S. Turng,et al.  Computer aided process and design optimization for injection moulding , 2002 .

[12]  K. Yung,et al.  Transient melting models for the three stages of reciprocating extrusion , 2003 .

[13]  Mahmoud Barghash,et al.  A combined analytical hierarchical process (AHP) and Taguchi experimental design (TED) for plastic injection molding process settings , 2013 .

[14]  Seung J. Kim,et al.  Optimization of injection-molding conditions using genetic algorithm , 1996, Other Conferences.

[15]  Chun-Yin Wu,et al.  Injection molding optimization with weld line design constraint using distributed multi-population genetic algorithm , 2011 .

[16]  G. G. Peters,et al.  Stability analysis of injection molding flows , 2004 .

[17]  G. B. Jeffery The motion of ellipsoidal particles immersed in a viscous fluid , 1922 .

[18]  Constantin Chassapis,et al.  A Computer-Aided Optimization Approach for the Design of Injection Mold Cooling Systems , 1998 .

[19]  George F. List,et al.  A multiobjective optimization approach to quality control with application to plastic injection molding , 1993, IEEE Trans. Syst. Man Cybern..

[20]  H. A. Lord,et al.  Mold‐filling studies for the injection molding of thermoplastic materials. Part II: The transient flow of plastic materials in the cavities of injection‐molding dies , 1975 .

[21]  Jianrong Tan,et al.  Multiobjective optimization of injection molding parameters based on soft computing and variable complexity method , 2012, The International Journal of Advanced Manufacturing Technology.

[22]  Yong-Taek Im,et al.  Compressible flow analysis of filling and postfilling in injection molding with phase-change effect , 1997 .

[23]  Chaim Gutfinger,et al.  Flow analysis network (FAN)—A method for solving flow problems in polymer processing , 1974 .

[24]  Douglas E. Smith,et al.  Analysis and sensitivity analysis for polymer injection and compression molding , 1998 .

[25]  Wen-Chin Chen,et al.  A neural network-based approach for dynamic quality prediction in a plastic injection molding process , 2008, Expert Syst. Appl..

[26]  Fanhuai Shi,et al.  Optimisation of Plastic Injection Moulding Process with Soft Computing , 2003 .

[27]  Yong-Taek Im,et al.  Prediction of shrinkage and warpage in consideration of residual stress in integrated simulation of injection molding , 1999 .

[28]  Hasan Kurtaran,et al.  Warpage optimization of a bus ceiling lamp base using neural network model and genetic algorithm , 2005 .

[29]  Guy Courbebaisse,et al.  Shape analysis and injection molding optimization , 2002 .

[30]  J. F. Stevenson A simplified method for analyzing mold filling dynamics† Part I: Theory , 1978 .

[31]  Huamin Zhou,et al.  Computer modeling for injection molding : simulation, optimization, and control , 2013 .

[32]  Anne M Grillet,et al.  Stability analysis of constitutive equations for polymer melts in viscometric flows , 2002 .

[33]  Changjiang Wang,et al.  Deflection Analysis of Sleeve Jointed Purlin Systems with Non-Linear Rotational Stiffness , 2011 .

[34]  Lih-Sheng Turng,et al.  Three‐dimensional numerical simulation of injection molding filling of optical lens and multiscale geometry using finite element method , 2006 .

[35]  Babur Ozcelik,et al.  Comparison of the warpage optimization in the plastic injection molding using ANOVA, neural network model and genetic algorithm , 2006 .

[37]  Charles L. Tucker,et al.  An anisotropic rotary diffusion model for fiber orientation in short- and long-fiber thermoplastics , 2009 .

[38]  C. A. Hieber,et al.  Dynamic Simulation and Graphics for the Injection Molding of Three-Dimensional Thin Parts , 1986 .

[39]  Kevin Alam,et al.  A robust optimization of injection molding runner balancing , 2005, Comput. Chem. Eng..

[40]  R. C. Donovan,et al.  A theoretical melting model for a reciprocating‐screw injection molding machine , 1971 .

[41]  R. C. Donovan,et al.  The plasticating process in injection molding , 1974 .

[42]  G. G. Peters,et al.  Development and Validation of a Recoverable Strain‐Based Model for Flow‐Induced Crystallization of Polymers , 2001 .

[43]  George F. List,et al.  Multiobjective optimization of a plastic injection molding process , 1994, IEEE Trans. Control. Syst. Technol..

[44]  Kang Tai,et al.  An evolutionary approach for cooling system optimization in plastic injection moulding , 2004 .

[45]  Giuseppe Titomanlio,et al.  Modeling of morphology evolution in the injection molding process of thermoplastic polymers , 2005 .

[46]  Wen-Chin Chen,et al.  Process parameter optimization for MIMO plastic injection molding via soft computing , 2009, Expert Syst. Appl..

[47]  Anne M Grillet,et al.  Stability analysis of polymer shear flows using the extended Pom-Pom constitutive equations , 2002 .

[48]  H. H. Chiang,et al.  Integrated Simulation of Fluid Flow and Heat Transfer in Injection Molding for the Prediction of Shrinkage and Warpage , 1993 .

[49]  Kuo-Ming Tsai,et al.  Comparison of injection molding process windows for plastic lens established by artificial neural network and response surface methodology , 2015 .

[50]  A. Isayev,et al.  Theoretical and experimental studies of anisotropic shrinkage in injection moldings of semicrystalline polymers , 2006 .

[51]  Carlos E. Castro,et al.  Multiple criteria optimization with variability considerations in injection molding , 2007 .

[52]  Kevin Alam,et al.  Runner balancing by a direct genetic optimization of shrinkage , 2004 .

[54]  Mustafa Kamal,et al.  The injection molding of thermoplastics part I: Theoretical model , 1972 .

[55]  Wen-Bin Young,et al.  Gate Location Optimization in Liquid Composite Molding Using Genetic Algorithms , 1994 .

[56]  M. Amon,et al.  A study of the dynamics of foam growth: Analysis of the growth of closely spaced spherical bubbles , 1984 .

[57]  R. Pantani,et al.  Solidification Criterion on Shrinkage Predictions for Semi-crystalline Injection Moulded Samples , 2000 .

[58]  A. Domínguez-González,et al.  Filling Process in Injection Mold: A Review , 2007 .

[59]  G. Salloum,et al.  Residual stresses, shrinkage, and warpage of complex injection molded products : Numerical simulation and experimental validation , 1998 .

[60]  Yee Cheong Lam,et al.  Runner sizing and weld line positioning for plastics injection moulding with multiple gates , 2006, Engineering with Computers.

[61]  I. Pandelidis,et al.  Optimization of injection molding design. Part II: Molding conditions optimization , 1990 .

[62]  G. G. Peters,et al.  Model development and validation of crystallization behavior in injection molding prototype flows , 2009 .

[63]  T. Coupez,et al.  Finite element solution of the 3D mold filling problem for viscous incompressible fluid , 1998 .

[64]  B. Ozcelik,et al.  Determination of effecting dimensional parameters on warpage of thin shell plastic parts using integrated response surface method and genetic algorithm , 2005 .

[65]  Prasad K. Yarlagadda,et al.  Development of a hybrid neural network system for prediction of process parameters in injection moulding , 2001 .

[66]  Francisco Chinesta,et al.  Optimization of BEM-based Cooling Channels Injection Moulding Using Model Reduction , 2008 .

[67]  H. A. Lord,et al.  Mold‐filling studies for the injection molding of thermoplastic materials. Part I: The flow of plastic materials in hot‐ and cold‐walled circular channels , 1975 .

[68]  T. Hong,et al.  Persulfuric Acid Oxidation Mechanism of Acid Red B Wastewater , 2011 .

[69]  A. Isayev,et al.  Crystallinity and microstructure in injection moldings of isotactic polypropylenes. Part II: Simulation and experiment , 1999 .

[70]  L. Turng,et al.  Mathematical modeling and numerical simulation of cell growth in injection molding of microcellular plastics , 2004 .

[71]  C. L. Tucker,et al.  Orientation Behavior of Fibers in Concentrated Suspensions , 1984 .

[72]  Nhan Phan-Thien,et al.  Three-dimensional numerical simulations of viscoelastic flows – predictability and accuracy , 1999 .

[73]  Charles L. Tucker,et al.  Prediction of fiber orientation in a rotating compressing and expanding mold , 2008 .

[74]  Tao-Chih Chang,et al.  Shrinkage behavior and optimization of injection molded parts studied by the taguchi method , 2001 .

[75]  D. E. Thomas,et al.  An experimental study of plasticating in a reciprocating‐screw injection molding machine , 1971 .

[76]  Y. F. Zhang,et al.  A genetic algorithm based process planning system for mould base , 2001 .

[77]  Georges M. Fadel,et al.  Bi-Objective Optimization Design of Heterogeneous Injection Mold Cooling Systems , 2001 .

[78]  Furong Gao,et al.  Melt temperature profile prediction for thermoplastic injection molding , 1999 .

[79]  A. Isayev,et al.  Crystallinity and microstructure in injection moldings of isotactic polypropylenes. Part 1: A new approach to modeling and model parameters , 1999 .

[80]  C. A. Hieber,et al.  A unified simulation of the filling and postfilling stages in injection molding. Part I: Formulation , 1991 .

[81]  I. O. Pandelidis,et al.  Optimization of injection molding design. Part I: Gate location optimization , 1990 .

[82]  D. Stifter,et al.  In-Situ Optical Coherence Tomography (OCT) for the Time-Resolved Investigation of Crystallization Processes in Polymers , 2014, Macromolecules.

[83]  Z. Tadmor,et al.  A melting model for reciprocating screw injection-molding machines , 1974 .

[84]  K. Yung,et al.  Analysis of a melting model for an extruder with reciprocation , 2001 .

[85]  Dong Sung Kim,et al.  Experimental characterization of transcription properties of microchannel geometry fabricated by injection molding based on Taguchi method , 2008 .

[86]  C. K. Kwong,et al.  A Hybrid Neural Network and Genetic Algorithm Approach to the Determination of Initial Process Parameters for Injection Moulding , 2001 .

[87]  Costas G. Gogos,et al.  Simulation of the mold filling process , 1974 .

[88]  Y. C. Lam,et al.  Cavity balance for plastic injection molding , 2000 .

[89]  Seong Jin Park,et al.  Thermal and Design Sensitivity Analyses for Cooling System of Injection Mold, Part 1: Thermal Analysis , 1998 .

[90]  Matthew Ming Fai Yuen,et al.  Computer-aided system for the initial setting of injection-molding machine , 1996, Other Conferences.

[91]  Partha S. Ghoshdastidar,et al.  Computer simulation of transport processes during injection mold-filling and optimization of the molding conditions , 2002 .

[92]  D. Yao,et al.  Numerical Simulation for Injection Molding with a Rapidly Heated Mold, Part I: Flow Simulation for Thin Wall Parts , 2006 .

[93]  B. Lee,et al.  Optimization of Part Wall Thicknesses to Reduce Warpage of Injection-Molded Parts Based on The Modified Complex Method , 1995 .

[94]  António Gaspar-Cunha,et al.  Using Multi-Objective Evolutionary Algorithms to Optimize Mechanical Properties of Injection Molded Parts , 2005 .

[95]  A. Isayev,et al.  Flow‐induced crystallization in the injection molding of polymers: A thermodynamic approach , 2005 .

[96]  C. J. Kuo,et al.  Optimization of multiple quality characteristics for polyether ether ketone injection molding process , 2006 .

[97]  Tai Hun Kwon,et al.  Coupled analysis of injection molding filling and fiber orientation, including in‐plane velocity gradient effect , 1996 .

[98]  Marcel Mongeau,et al.  3D BEM-based cooling-channel shape optimization for injection moulding processes , 2008 .

[99]  C. K. Au,et al.  Algorithms for Two Gate Optimization in Injection Molding , 2005 .

[100]  Analysis of Shrinkage Development of Injection Moulded PS Samples , 1999 .

[101]  J. M. Nóbrega,et al.  Modeling of Plasticating Injection Molding – Experimental Assessment , 2014 .

[102]  Ji-quan Li,et al.  Single gate optimization for plastic injection mold , 2007 .

[103]  S. F. Shen,et al.  A finite-element/finite-difference simulation of the injection-molding filling process , 1980 .

[104]  Keun Park,et al.  Design of experiment considering two-way interactions and its application to injection molding processes with numerical analysis , 2004 .

[105]  Roger E. Khayat,et al.  An adaptive boundary-element approach for 3D transient free surface cavity flow, as applied to polymer processing , 2001 .

[106]  N. Ismail,et al.  The use of Taguchi method in the design of plastic injection mould for reducing warpage , 2007 .

[107]  António Gaspar-Cunha,et al.  Using Multiobjective Evolutionary Algorithms in the Optimization of Operating Conditions of Polymer Injection Molding , 2010 .

[108]  Robert L. Mason,et al.  Statistical Design and Analysis of Experiments , 2003 .

[109]  Charles L. Tucker,et al.  An objective model for slow orientation kinetics in concentrated fiber suspensions: Theory and rheological evidence , 2008 .

[110]  Jean-Francois Hetu,et al.  3D finite element method for the simulation of the filling stage in injection molding , 1998 .

[111]  Satoshi Kitayama,et al.  Multi-objective optimization of volume shrinkage and clamping force for plastic injection molding via sequential approximate optimization , 2014, Simul. Model. Pract. Theory.

[112]  Wen-Hsien Yang,et al.  Numerical simulation of mold filling in injection molding using a three‐dimensional finite volume approach , 2001 .

[113]  Marcel Crochet,et al.  Thermoviscoelastic Calculation of Residual Stresses and Residual Shapes of Injection Molded Parts** , 1992 .

[114]  J. Shie Optimization of injection‐molding process for mechanical properties of polypropylene components via a generalized regression neural network , 2008 .

[115]  Seong Jin Park,et al.  Optimal cooling system design for the injection molding process , 1998 .

[116]  A. Latz,et al.  Flow-driven orientation dynamics of semiflexible fiber systems , 2007 .

[117]  C. K. Au,et al.  Automated Selection of Gate Location for Plastic Injection Molding Processing , 2005 .

[118]  Y.-M. Deng,et al.  A GA/gradient hybrid approach for injection moulding conditions optimisation , 2005, Engineering with Computers.

[119]  R. Zheng,et al.  Numerical Analysis of Microcellular Injection Molding , 2003 .

[120]  Babur Ozcelik,et al.  Warpage and structural analysis of thin shell plastic in the plastic injection molding , 2009 .

[121]  Yi Yang,et al.  Multi-objective process parameter optimization for energy saving in injection molding process , 2012, Journal of Zhejiang University SCIENCE A.

[122]  Seong Jin Park,et al.  Thermal and Design Sensitivity Analyses for Cooling System of Injection Mold, Part 2: Design Sensitivity Analysis , 1998 .

[123]  Ying‐Guo Zhou,et al.  Modeling and Numerical Simulation of Injection Molding of Semi-Crystalline Polymer Isotactic Polypropylene , 2012 .

[124]  Changyu Shen,et al.  Gate Location Optimization in Injection Molding By Using Modified Hill-Climbing Algorithm , 2004 .

[125]  H. Potente,et al.  Simulation of Injection Molding and Comparison with Experimental Values , 1993 .

[126]  Simulations of fibre orientation in dilute suspensions with front moving in the filling process of a rectangular channel using level-set method , 2007, 0811.1411.

[128]  N. Phan-Thien,et al.  Thermoviscoelastic simulation of thermally and pressure-induced stresses in injection moulding for the prediction of shrinkage and warpage for fibre-reinforced thermoplastics , 1999 .

[129]  P. Wapperom,et al.  Prediction of fiber orientation in the injection molding of long fiber suspensions , 2012 .

[130]  C. Kwong,et al.  Review of research in the determination of process parameters for plastic injection molding , 1999 .

[131]  Ming-Chih Huang,et al.  The effective factors in the warpage problem of an injection-molded part with a thin shell feature , 2001 .

[132]  C. Rauwendaal Conveying and Melting in Screw Extruders with Axial Screw Movement , 1992 .

[133]  Cheng-Hsien Wu,et al.  Effects of geometry and injection‐molding parameters on weld‐line strength , 2005 .

[134]  T. Coupez,et al.  A Taylor discontinuous Galerkin method for the thermal solution in 3D mold filling , 1999 .

[135]  Numerical simulation of injection moulding process and the pre-modelling concept , 2005 .

[136]  Yvon Jarny,et al.  A Methodology for the Design of Effective Cooling System in Injection Moulding , 2010 .

[137]  G. G. Peters,et al.  Time dependent finite element analysis of the linear stability of viscoelastic flows with interfaces , 2003 .

[138]  W. H. Liu,et al.  Numerical simulation of the post‐filling stage in injection molding with a two‐phase model , 1994 .

[139]  H. Qiao A systematic computer-aided approach to cooling system optimal design in plastic injection molding , 2006 .

[140]  L. W Seow,et al.  Optimizing flow in plastic injection molding , 1997 .

[141]  Shiuh-Jer Huang,et al.  Application of Neural Networks in Injection Moulding Process Control , 2003 .