In-Mold Sensors for Injection Molding: On the Way to Industry 4.0

The recent trend in plastic production dictated by Industry 4.0 demands is to acquire a great deal of data for manufacturing process control. The most relevant data about the technological process itself come from the mold cavity where the plastic part is formed. Manufacturing process data in the mold cavity can be obtained with the help of sensors. Although many sensors are available nowadays, those appropriate for in-mold measurements have certain peculiarities. This study presents a comprehensive overview of in-mold process monitoring tools and methods for injection molding process control. It aims to survey the recent development of standard sensors used in the industry for the measurement of in-mold process parameters, as well as research attempts to develop unique solutions for solving certain research and industrial problems of injection molding process monitoring. This review covers the established process monitoring techniques—direct temperature and pressure measurement with standard sensors and with the newly developed sensors, as well as techniques for the measurement of indirect process parameters, such as viscosity, warpage or shrinkage.

[1]  M. Viens,et al.  On-line ultrasonic monitoring of the injection molding process , 1997 .

[2]  R. Gao,et al.  Design of an Acoustic Transmitter for Temperature-Pressure Dual Sensing in Injection Molding , 2006, 2006 5th IEEE Conference on Sensors.

[3]  Guthrie W. Gordon,et al.  Quality control using a multivariate injection molding sensor , 2015 .

[4]  Tim A. Osswald,et al.  Polymer Processing: Modeling and Simulation , 2006 .

[5]  D. Mathivanan,et al.  Prediction of sink depths using nonlinear modeling of injection molding variables , 2009 .

[6]  Nélia Alberto,et al.  Thermal monitoring of the thermoplastic injection molding process with FBGs , 2014, Other Conferences.

[7]  Yusuf Kaynak,et al.  Experimental investigation of plastic injection molding: Assessment of the effects of cavity pressure and mold temperature on the quality of the final products , 2009 .

[8]  Abdelhakim Bendada,et al.  Advances in infrared technology for the online monitoring of injection moulding: application to the understanding of the nature of contact at the polymer—mould interface , 2007 .

[9]  Y. Ono,et al.  Real-time diagnosis of co-injection molding using ultrasound , 2007 .

[10]  R. Gao,et al.  Feasibility Analysis of an In-mold Multivariate Sensor , 2011 .

[11]  L. Piché,et al.  Ultrasonic behavior of polymer blends , 1995 .

[12]  W. I. Patterson,et al.  A method for estimating bulk melt temperature and part weight in injection molding of amorphous thermoplastics , 1996 .

[13]  Bernhard Praher,et al.  To the Measurement and Influences of Process Parameters Variations on the Axial Melt Temperature Profile in the Screw Chamber of an Injection Molding Machine , 2017 .

[14]  Shia-Chung Chen,et al.  3D numerical simulation of transient temperature field for lens mold embedded with heaters , 2005 .

[15]  R. Gao,et al.  Estimation of Bulk Melt-Temperature from In-Mold Thermal Sensors for Injection Molding, Part A: Method , 2015 .

[16]  Walter Friesenbichler,et al.  In-mold sensor concept to calculate process-specific rheological properties , 2014 .

[17]  Shih-Jung Liu,et al.  In-situ temperature measurements in the depths of injection molded parts , 2009 .

[18]  Li Zhang,et al.  Passive charge modulation for a wireless pressure sensor , 2006, IEEE Sensors Journal.

[19]  Giuseppe Titomanlio,et al.  In-Mould Shrinkage Measurements of PS Samples with Strain Gages , 1997 .

[20]  R.C. Luo,et al.  PZT thin film pressure sensor for on-line monitoring injection molding , 2000, 2000 26th Annual Conference of the IEEE Industrial Electronics Society. IECON 2000. 2000 IEEE International Conference on Industrial Electronics, Control and Instrumentation. 21st Century Technologies.

[21]  Rémi Deterre,et al.  Change on temperature at the surface of injection moulded parts , 2010 .

[22]  Peter Martin,et al.  A review and evaluation of melt temperature sensors for polymer extrusion , 2012 .

[23]  Jung-Tang Huang,et al.  Study of injection molding pressure sensor with low cost and small probe , 2002 .

[24]  Robert X. Gao,et al.  Design and Validation of an In-Mold Shrinkage Sensor , 2008 .

[25]  Russell K. Edwards,et al.  On-line measurement of polymer orientation using ultrasonic technology , 2001 .

[26]  Yuu Ono,et al.  Real‐time monitoring of injection molding for microfluidic devices using ultrasound , 2005 .

[27]  Furong Gao,et al.  Capacitive transducer for in-mold monitoring of injection molding , 2004 .

[28]  H. Edwards,et al.  In-process vibrational spectroscopy and ultrasound measurements in polymer melt extrusion , 2003 .

[29]  Hans Dipl Ing Weineck,et al.  Piezoelectric pressure transducers , 1975 .

[30]  Giuseppe Titomanlio,et al.  Analysis of Shrinkage Development of a Semicrystalline Polymer during Injection Molding , 2010 .

[31]  David Kazmer,et al.  In-Situ Shrinkage Sensor for Injection Molding , 2010 .

[32]  Li Zhang,et al.  A Self-Energized Sensor for Wireless Injection Mold Cavity Pressure Measurement: Design and Evaluation , 2004 .

[33]  Robert X. Gao,et al.  Design of a self-energized wireless sensor for simultaneous pressure and temperature measurement , 2010, 2010 IEEE/ASME International Conference on Advanced Intelligent Mechatronics.

[34]  Michael R. Groleau,et al.  Comparing Cavity Pressure Sensor Technologies Using In-Mold Data , 2004 .

[35]  Yuu Ono,et al.  Real-time ultrasonic diagnosis of polymer degradation and filling incompleteness in micromoulding , 2005 .

[36]  Wu Hong-wu,et al.  Measurement and Analysis of Cavity Pressure and Melt Filling Capacity During Injection Molding , 2007 .

[37]  H. Hassan An experimental work on the effect of injection molding parameters on the cavity pressure and product weight , 2013 .

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

[39]  Wei-Sheng Guan,et al.  A Proposed Technique to Acquire Cavity Pressure Using a Surface Strain Sensor During Injection-Compression Molding , 2013 .

[40]  H. Edwards,et al.  Process monitoring of polymer melts using in-line spectroscopy , 2007 .

[41]  Paul Muralt,et al.  Stress and piezoelectric properties of aluminum nitride thin films deposited onto metal electrodes by pulsed direct current reactive sputtering , 2001 .

[42]  A. L. Marinelli,et al.  Optical monitoring of polyesters injection molding , 2006 .

[43]  Rémi Deterre,et al.  Temperature measurements in the depth and at the surface of injected thermoplastic parts , 2005 .

[44]  Anthony J. Bur,et al.  Optical Monitoring of Polypropylene Injection Molding , 1998 .

[45]  Robert X. Gao,et al.  Viscosity Measurement in Injection Molding Using a Multivariate Sensor , 2012 .

[46]  Krishnan Balasubramaniam,et al.  Ultrasonic torsional guided wave sensor for flow front monitoring inside molds. , 2007, The Review of scientific instruments.

[47]  Antony R Mileham,et al.  Use of non-invasive measurements methods to aid the control of part quality in the injection moulding process , 2004 .

[48]  Shih-Jung Liu,et al.  Novel three-dimensional in-cavity transient temperature measurements in injection molding and fluid-assisted injection molding , 2009 .

[49]  G. R. Langecker,et al.  Temperature Measuring in Plastics Processing with Infrared Radiation Thermometers , 1998 .

[50]  W. I. Patterson,et al.  Measurement and Prediction of Temperature Distribution in an Injection Molding Cavity , 2003 .

[51]  Rosario E. S. Bretas,et al.  Optical Monitoring of the Injection Molding of Intercalated Polypropylene Nanocomposites , 2010 .

[52]  H. Zamani,et al.  Warpage Characterization of Thin and Centrally-Gated Injection Molded Part by Applying Cavity Pressure Measurement , 2013 .

[53]  Florian Müller,et al.  Presentation of a novel sensor based on acoustic emission in injection molding , 2013 .

[54]  Robert X. Gao,et al.  A comparison of seven filling to packing switchover methods for injection molding , 2010 .

[55]  Piotr Szewczykowski,et al.  Monitoring of the injection and holding phases by using a modular injection mold , 2017 .

[56]  M. A. Sokola,et al.  Use of non-invasive measurement methods to aid the control of part quality in the injection moulding process , 2004 .

[57]  Robert X. Gao,et al.  Injection molding process monitoring using a self-energized dual-parameter sensor , 2008 .

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

[59]  Robert X. Gao,et al.  DESIGN AND EVALUATION OF A MODULATOR CIRCUIT FOR A SELF-ENERGIZED WIRELESS SENSOR , 2008 .

[60]  Georg Dipl.-Ing. Schwalme,et al.  Inline infrared thermography applied for quality gates and for mould temperature control in the injection moulding process , 2014 .

[61]  Ren C. Luo,et al.  Thin film PZT pressure/temperature sensory arrays for on-line monitoring of injection molding , 2001, IECON'01. 27th Annual Conference of the IEEE Industrial Electronics Society (Cat. No.37243).

[62]  A. J. Bur,et al.  In‐situ monitoring of product shrinkage during injection molding using an optical sensor , 1999 .

[63]  D. Mathivanan,et al.  Sink-mark minimization in injection molding through response surface regression modeling and genetic algorithm , 2009 .

[64]  Robert X. Gao,et al.  Self-energized acoustic wireless sensor for pressure-temperature measurement in injection molding cavity , 2009, 2009 IEEE Sensors.

[65]  Gianluca Piazza,et al.  Piezoelectric aluminum nitride thin films for microelectromechanical systems , 2012 .

[66]  Rosario E. S. Bretas,et al.  Optical Monitoring of Polypropylene Crystallization During Injection Molding , 2008 .

[67]  Abdelhakim Bendada,et al.  Analysis of thermal contact resistance between polymer and mold in injection molding , 2004 .

[68]  Abdelhakim Bendada,et al.  A hollow waveguide infrared thermometer for polymer temperature measurement during injection moulding , 2003 .

[69]  Guo Qing Hu,et al.  Study of High-Temperature MEMS Pressure Sensor Based on SiC-AlN Structure , 2013 .

[70]  Rickey Dubay,et al.  Cavity pressure control during cooling in plastic injection molding , 2006 .

[71]  Georg Steinbichler,et al.  Inline melt homogeneity measurement in injection molding , 2019 .

[72]  C. Jen,et al.  Real-time process monitoring of micromoulding using integrated ultrasonic sensors , 2007 .

[73]  Gwan-Ywan Lai,et al.  Role of polymer transparency and temperature gradients in the quantitative measurement of process stream temperatures during injection molding via IR pyrometry , 1996 .

[74]  Li Zhang,et al.  Design of ultrasonic transmitters with defined frequency characteristics for wireless pressure sensing in injection molding , 2005, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[75]  Li Zhang,et al.  Energy extraction for a self-energized pressure sensor , 2004, IEEE Sensors Journal.

[76]  Qiang Fu,et al.  Real-time ultrasonic monitoring of the injection-molding process , 2008 .

[77]  Christopher W. Macosko,et al.  Using Mold Pressure Rise Data to Obtain Viscosity of Fast Polymerizing Systems , 1998 .

[78]  S.Selvaraj,et al.  Measurement of warpage of injection mouldedPlastic components using image processing , 2013 .

[79]  Robert X. Gao,et al.  Multivariate sensing and wireless data communication for process monitoring in RF-shielded environment , 2012 .

[80]  Ferenc Szabó,et al.  Thermal simulations and measurements for rapid tool inserts in injection molding applications , 2015 .

[81]  Leszek Różański,et al.  The use of IR thermography to show the mold and part temperature evolution in injection molding , 2016 .

[82]  J. E. Sunderland,et al.  Determination of ejection temperature and cooling time in injection molding , 1992 .

[83]  Jang-Kyo Kim,et al.  Warpage in plastic packages: effects of process conditions, geometry and materials , 2003 .

[84]  Roberto Pantani,et al.  Monitoring of Injection Moulding of Thermoplastics: Adopting Pressure Transducers to Estimate the Solidification History and the Shrinkage of Moulded Parts , 2013 .

[85]  Robert X. Gao,et al.  Validation of an In-Mold Multivariate Sensor for Measurement of Melt Temperature, Pressure, Velocity, and Viscosity , 2017 .