Title
Cross-phase Model-based Predictive Cavity Pressure Control in Injection Molding
Abstract
The injection molding of thermoplastics is one of the most efficient manufacturing processes for autonomous manufacturing of plastic parts. The process is commonly divided into two main phases: the injection phase and the packing phase. During the injection phase the injection velocity is conventionally controlled. In contrast, the packing phase is pressure controlled. Due to the different control objectives within these two phases the control strategy is changed regarding a switch-over point, which leads to issues in process control. Therefore, a cross-phase control strategy is required which avoids the switch-over in order to optimize the process control strategy. In this contribution, a model-based predictive controller (MPC) is presented which considers the process behavior during the injection phase as well as the packing phase. Therefore, a physical-motivated model is developed for both phases. Afterwards, this model is continuously peace-wise linearized around the current operation point in each time instance. Furthermore, the measured signals are filtered and the required system states are estimated by an Extended Kalman Filter (EKF). Then, the presented approach is applied to a servo-electric injection molding machine in order to empirically validate the mentioned approach. The controller shows good tracking performance for both the injection phase and the packing phase.
Year
DOI
Venue
2019
10.1109/CCTA.2019.8920461
2019 IEEE Conference on Control Technology and Applications (CCTA)
Keywords
Field
DocType
injection phase,packing phase,cross-phase model-based predictive cavity pressure control,manufacturing processes,injection velocity,process control strategy,model-based predictive controller,servo-electric injection molding machine,autonomous manufacturing,MPC,physical-motivated model,EKF,extended Kalman filter,thermoplastics
Extended Kalman filter,Control theory,Phase model,Control theory,Injection molding machine,Process control,Temperature measurement,Materials science,Cavity pressure,Molding (process)
Conference
ISBN
Citations 
PageRank 
978-1-7281-2768-2
0
0.34
References 
Authors
2
6
Name
Order
Citations
PageRank
Sebastian Stemmler122.58
Muzaffer Ay201.35
Marko Vukovic300.34
Dirk Abel47643.90
Julian Heinisch500.34
Christian Hopmann632.46