The present disclosure relates generally to injection molding and, more particularly, to approaches for controlling injection molding machines using actual plastic melt pressure or cavity pressure rather than a calculated plastic melt pressure or injection pressure.
Injection molding is a technology commonly used for high-volume manufacturing of parts constructed of thermoplastic materials. During repetitive injection molding processes, a thermoplastic resin, typically in the form of small pellets or beads, is introduced into an injection molding machine which melts the pellets under heat, pressure and shear. In an injection molding cycle, the molten thermoplastic material is forcefully injected into a mold cavity having a particular desired cavity shape. The injected plastic is held under pressure in the mold cavity and is subsequently cooled and removed as a solidified part having a shape closely resembling the cavity shape of the mold. A single mold may have any number of individual cavities which can be connected to a flow channel by a gate that directs the flow of the molten resin into the cavity. A typical injection molding procedure generally includes four basic operations: (1) heating the plastic in the injection molding machine to allow the plastic to flow under pressure; (2) injecting the melted plastic into a mold cavity or cavities defined between two mold halves that have been closed; (3) allowing the plastic to cool and harden in the cavity or cavities while under pressure; and (4) opening the mold halves and ejecting the part from the mold. Upon ejecting the part from the mold, the device that injects the melted plastic into the mold cavity or cavities (e.g., a screw or an auger) enters a recovery phase in which it returns to an original position.
In these systems, a control system controls the injection molding process according to an injection cycle that defines a series of control values for the various components of the injection molding machine. For example, the injection cycle can be driven by a fixed and/or a variable melt pressure profile wherein the controller uses, for example, an estimated melt pressure based on the injection pressure. The injection cycle may also be controlled by a fixed or variable screw velocity profile wherein the control senses the velocity of the injection screw as input for determining the driving speed applied to the material.
In a conventional injection molding process, there are two phases associated with the filling of the mold. The first is usually referred to as the “fill” phase and is controlled by a screw velocity setpoint(s). Most injection molding machines routinely use between 1-3 velocity setpoints, but machines may allow for up to 10 velocity setpoints during the “fill” phase. The velocity setpoints must be manually entered by the machine operator. Once the plastic part has been filled up to a certain percentage, there is a transfer of the machine control from velocity control to pressure control. The pressure control phase of filling out the part is referred to as the “hold” phase. In some cases, the terms “pack” and “hold” are both used to describe the pressure control phase. Most injection molding machines routinely use between 1-3 pressure setpoints during the “hold” phase, but machines may allow for up to 10 pressure setpoints during the “hold” phase. The pressure setpoints are manually entered by the machine operator.
The injection molding process may vary depending on the type of injection molding being performed. For example, constant low pressure multi-cavity injection molding systems have been developed that inject the molten plastic material into the mold cavity at a substantially constant low pressure, typically less than 6,000 psi, for a single time period or phase. Other injection molding processes include metal injection molding (MIM), reaction injection molding (RIM), liquid injection molding (LIM), structural foam molding, liquid crystal polymer (LCP) molding, and injection-stretch blow molding.
Throughout injection of plastic in an injection molding process, the typical proxy that is used by the injection molding machine for melt pressure is an injection pressure. The injection pressure is typically either the hydraulic pressure exerted on the back of an injection piston or the amount of force exerted on a load cell on the back of a screw. A calculation is made to approximate what the actual plastic melt pressure is at the front of the screw during injection by comparing the difference in area between where the force or pressure is being measured and the area of the screw tip that is exerted on the molten thermoplastic material. The calculation that is used depends on whether the machine injection is controlled hydraulically or electrically. This method of calculating actual melt pressure can be compromised by the variation in geometry at the front of the screw tip, as well as variation due to pressure drop based on one or more of the following; clearance between screw and barrel, screw check ring performance, and the geometry of additional components such as mixers or extended nozzles.
Arrangements within the scope of the present disclosure are directed to the control of an injection molding process to produce repeatably consistent parts by using an actual melt pressure. The use of a pressure transducer at or near a nozzle tip of the injection unit gives a much more accurate measurement of what the actual plastic melt pressure is of the plastic material that is entering the mold during the fill, pack or hold phases of the injection molding cycle than the injection pressure currently being used as a proxy. In other words, control of an injection molding cycle using an injection pressure (such as a hydraulic or electric pressure) will yield varying actual plastic melt pressure for most of the pack and hold phase, which will result in parts of reduced quality and consistency, whereas control of an injection molding cycle using an actual melt pressure will result in parts of increased quality and consistency.
Specifically, a method for controlling an injection molding process based upon an actual plastic melt pressure includes injecting molten thermoplastic material into a mold cavity during a baseline cycle. The method further includes measuring, using a sensor in or near a nozzle, a pressure of the molten thermoplastic material during the baseline cycle, and tracking, by a controller, the measured pressure of the molten thermoplastic material over time during the baseline cycle. The method includes identifying, by the controller, an optimal actual plastic melt pressure curve over time based on the baseline cycle. The method then includes injecting molten thermoplastic material into the mold cavity during a subsequent cycle and monitoring, using the sensor in or near the nozzle, the pressure of the molten thermoplastic material during the subsequent cycle. The method then includes adjusting, by the controller, an injection pressure in order to cause the monitored pressure of the molten thermoplastic material during the subsequent cycle to follow the optimal actual plastic melt pressure curve over time.
The method for controlling an injection molding process based upon an actual plastic melt pressure may be used in a conventional injection molding process or in a substantially low constant pressure injection molding process. The method may also be used in other molding processes, such as metal injection molding (MIM), reaction injection molding (RIM), liquid injection molding (LIM), structural foam molding, liquid crystal polymer (LCP) molding, and injection-stretch blow molding. In a conventional injection molding process, adjusting the injection pressure in order to cause the monitored pressure of the molten thermoplastic material during the subsequent cycle to follow the optimal actual plastic melt pressure curve over time may occur during at least one of a packing or a holding phase of the subsequent cycle. In a substantially low constant pressure injection molding process, adjusting the injection pressure in order to cause the monitored pressure of the molten thermoplastic material during the subsequent cycle to follow the optimal actual plastic melt pressure curve over time may occur during all of the subsequent cycle.
The method for controlling an injection molding process based upon an actual plastic melt pressure may also include applying a machine learning algorithm to determine an alteration to the optimal actual plastic melt pressure curve. For example, in some implementations, performance of a plurality of injection cycles is monitored for a plurality of different injection molding machines, mold, and molten materials. This historical data can be used as an input to train the machine learning algorithm to correlate the characteristics of the injection molding machine, mold, and/or molten material, the optimal actual plastic melt pressure curve used with such machines, molds, and/or molten materials, and a measured result (such as part quality), and then implement an alteration to the optimal actual plastic melt pressure curve for such a machine, mold, and/or molten material that will result in an improved measured result.
Arrangements within the scope of the present disclosure are also directed to the control of injection molding processes to produce repeatably consistent parts by using a cavity pressure. The cavity pressure value can be obtained through a cavity pressure sensor within a mold cavity. Alternately, the cavity pressure can be determined by a virtual cavity pressure reading, as described in co-owned U.S. Patent Application No. 62/661,901, “Systems and Methods for Controlling Injection Molding using Predicted Cavity Pressure,” the entirety of which is hereby incorporated by reference. Using cavity pressure, actual or calculated, to adjust a plastic melt pressure profile during packing and holding of the plastic part allows for more accuracy and repeatability of critical requirements than using an injection pressure. The cavity pressure can be used as part of a control algorithm that includes a variable referred to as a process factor in this disclosure. The process factor is used in conjunction with the cavity pressure to adjust a plastic melt pressure setpoint. In other words, if the cavity pressure starts to increase, the plastic melt pressure setpoint will decrease or increase by an amount calculated by the algorithm using a process factor determined during initial process development. The process factor is part and material dependent. This method of controlling plastic melt pressure during an injection molding cycle is more reliable than simply using a static plastic melt pressure setpoint because it compensates for changes in viscosity more effectively.
Specifically, a method for controlling an injection molding process based upon a plastic melt pressure setpoint adjusted using a cavity pressure includes setting, by a controller, an actual plastic melt pressure setpoint, and injecting molten thermoplastic material into a mold cavity. The method includes determining, by a calculation performed by the controller or directly by a sensor in or near the mold cavity, a cavity pressure, and multiplying, by the controller, the cavity pressure by a process factor to calculate an adjustment amount. The method then includes adding or subtracting, by the controller, the adjustment amount from the actual plastic melt pressure setpoint to compute an adjusted setpoint. The method includes monitoring, using a sensor in or near a nozzle, a pressure of the molten thermoplastic material, and adjusting, by the controller, an injection pressure in order to cause the monitored pressure of the molten thermoplastic material to equal the adjusted setpoint.
In the method, the process factor may be equal to 0. Alternately, the process factor may be less than 0. As yet another option, the process factor may be greater than 0.
The method for controlling an injection molding process based upon a plastic melt pressure setpoint adjusted using a cavity pressure may be used in a conventional injection molding process or in a substantially low constant pressure injection molding process. The method may also be used in other molding processes, such as metal injection molding (MIM), reaction injection molding (RIM), liquid injection molding (LIM), structural foam molding, liquid crystal polymer (LCP) molding, and injection-stretch blow molding. In a conventional injection molding process, adjusting an injection pressure in order to cause the monitored pressure of the molten thermoplastic material to equal the adjusted setpoint may occur during a at least one of packing or a holding phase of the subsequent cycle. In a substantially low constant pressure injection molding process, adjusting an injection pressure in order to cause the monitored pressure of the molten thermoplastic material to equal the adjusted setpoint may occur during all of the subsequent cycle.
The method for controlling an injection molding process based upon a plastic melt pressure setpoint adjusted using a cavity pressure may also include applying a machine learning algorithm to determine the process factor. For example, in some implementations, performance of a plurality of injection cycles is monitored for a plurality of different injection molding machines, mold, and molten materials. This historical data can be used as an input to train the machine learning algorithm to correlate the characteristics of the injection molding machine, mold, and/or molten material, the performance factor used with such machines, molds, and/or molten materials, and a measured result (such as part quality), and then determine an optimized process factor for such a machine, mold, and/or molten material that will result in an improved measured result.
Additionally, controlling the injection molding process using a real time cavity pressure provides significant benefits over controlling the injection molding process using 3, or even 10, manually entered velocity or pressure setpoints as is currently done. A method for controlling an injection molding process using real time cavity pressure includes injecting molten thermoplastic material into a mold cavity during a baseline cycle and determining, by a calculation performed by a controller or directly by a sensor in or near the mold cavity, a cavity pressure during the baseline cycle. The method includes tracking, by the controller, the cavity pressure over time during the baseline cycle, and identifying, by the controller, an optimal cavity pressure curve over time based on the baseline cycle. The method then includes injecting molten thermoplastic material into the mold cavity during a subsequent cycle, and monitoring, by the calculation performed by the controller or directly by the sensor in or near the mold cavity, a cavity pressure during the subsequent cycle. The method finally includes adjusting, by the controller, an injection pressure in order to cause the monitored cavity pressure to follow the optimal cavity pressure curve over time.
The method for controlling an injection molding process using a real time cavity pressure may be used in a conventional injection molding process or in a substantially low constant pressure injection molding process. The method may also be used in other molding processes, such as metal injection molding (MIM), reaction injection molding (RIM), liquid injection molding (LIM), structural foam molding, liquid crystal polymer (LCP) molding, and injection-stretch blow molding. In a conventional injection molding process, adjusting, by the controller, the injection pressure in order to cause the monitored cavity pressure to follow the optimal cavity pressure curve over time may occur during at least one of a packing or a holding phase of the subsequent cycle. In a substantially low constant pressure injection molding process, adjusting, by the controller, the injection pressure in order to cause the monitored cavity pressure to follow the optimal cavity pressure curve over time may occur during all of the subsequent cycle.
Turning to the drawings, an injection molding process is herein described. The approaches described herein may be suitable for electric presses, servo-hydraulic presses, hydraulic presses, and other known machines. As illustrated in
The hopper 106 feeds the pellets 108 into a heated barrel 110 of the injection unit 102. Upon being fed into the heated barrel 110, the pellets 108 may be driven to the end of the heated barrel 110 by a reciprocating screw 112. The heating of the heated barrel 110 and the compression of the pellets 108 by the reciprocating screw 112 causes the pellets 108 to melt, thereby forming a molten plastic material 114. The molten plastic material 114 is typically processed at a temperature selected within a range of about 130° C. to about 410° C. (with manufacturers of particular polymers typically providing injection molders with recommended temperature ranges for given materials).
The reciprocating screw 112 advances forward from a first position 112a to a second position 112b and forces the molten plastic material 114 toward a nozzle 116 to form a shot of plastic material that will ultimately be injected into a mold cavity 122 of a mold 118 via one or more gates 120 which direct the flow of the molten plastic material 114 to the mold cavity 122. In other words, the reciprocating screw 112 is driven to exert a force on the molten plastic material 114. In other embodiments, the nozzle 116 may be separated from one or more gates 120 by a feed system (not illustrated). The mold cavity 122 is formed between the first and second mold sides 125, 127 of the mold 118 and the first and second mold sides 125, 127 are held together under pressure via a press or clamping unit 124.
The press or clamping unit 124 applies a predetermined clamping force during the molding process which is greater than the force exerted by the injection pressure acting to separate the two mold halves 125, 127, thereby holding together the first and second mold sides 125, 127 while the molten plastic material 114 is injected into the mold cavity 122. To support these clamping forces, the clamping system 104 may include a mold frame and a mold base, in addition to any other number of components, such as a tie bar.
Once the shot of molten plastic material 114 is injected into the mold cavity 122, the reciprocating screw 112 halts forward movement. The molten plastic material 114 takes the form of the mold cavity 122 and cools inside the mold 118 until the plastic material 114 solidifies. Upon solidifying, the press 124 releases the first and second mold sides 115, 117, which are then separated from one another. The finished part may then be ejected from the mold 118. The mold 118 may include any number of mold cavities 122 to increase overall production rates. The shapes and/or designs of the cavities may be identical, similar to, and/or different from each other. For instance, a family mold may include cavities of related component parts intended to mate or otherwise operate with one another. In some forms, an “injection cycle” is defined as of the steps and functions performed between commencement of injection and ejection. Upon completion of the injection cycle, a recovery profile is commenced during which the reciprocating screw 112 returns to the first position 112a.
The injection molding machine 100 also includes a controller 140 communicatively coupled with the machine 100 via connection 145. The connection 145 may be any type of wired and/or wireless communications protocol adapted to transmit and/or receive electronic signals. In these examples, the controller 140 is in signal communication with at least one sensor, such as, for example, sensor 128 located in or near the nozzle 116 and/or a sensor 129 located in or near the mold cavity 122. In some examples, the sensor 128 is located at a leading end of the screw 112 and the sensor 129 is located in a manifold or a runner of the injection machine 100. Alternatively, the sensor 128 may be located at any position ahead of the check ring of the screw 112. It is understood that any number of additional real and/or virtual sensors capable of sensing any number of characteristics of the mold 118 and/or the machine 100 may be used and placed at desired locations of the machine 100. As a further example, any type of sensor capable of detecting flow front progression in the mold cavity 122 may be used.
The controller 140 can be disposed in a number of positions with respect to the injection molding machine 100. As examples, the controller 140 can be integral with the machine 100, contained in an enclosure that is mounted on the machine, contained in a separate enclosure that is positioned adjacent or proximate to the machine, or can be positioned remote from the machine. In some embodiments, the controller 140 can partially or fully control functions of the machine via wired and/or wired signal communications as known and/or commonly used in the art.
The sensor 128 may be any type of sensor adapted to measure (either directly or indirectly) one or more characteristics of the molten plastic material 114 and/or portions of the machine 100. The sensor 128 may measure any characteristics of the molten plastic material 114 that are known and used in the art, such as, for example, a back pressure, temperature, viscosity, flow rate, hardness, strain, optical characteristics such as translucency, color, light refraction, and/or light reflection, or any one or more of any number of additional characteristics which are indicative of these. The sensor 128 may or may not be in direct contact with the molten plastic material 114. In some examples, the sensor 128 may be adapted to measure any number of characteristics of the injection molding machine 100 and not just those characteristics pertaining to the molten plastic material 114. As an example, the sensor 128 may be a pressure transducer that measures a melt pressure (during the injection cycle) and/or a back pressure (during the extrusion profile and/or recovery profile) of the molten plastic material 114 at the nozzle 116.
As previously noted, the sensor 128 may measure a back pressure exerted on the screw 112, but unlike in conventional systems where back pressure is measured on a trailing end of the screw 112, in the present approaches, back pressure is measured on a leading end of the screw 112. This positioning allows the sensor 128 to accurately measure the compressive pressure on the molten plastic material 114 as compared to measurements obtained at the trailing end of the screw 112 due to the compressible nature of the molten plastic material 114, draw in the barrel, and other factors.
The sensor 128 generates a signal which is transmitted to an input of the controller 140. If the sensor 128 is not located within the nozzle 116, the controller 140 can be set, configured, and/or programmed with logic, commands, and/or executable program instructions to provide appropriate correction factors to estimate or calculate values for the measured characteristic in the nozzle 116. For example, as previously noted, the sensor 128 may be programmed to measure a back pressure during a recovery profile. The controller 140 may receive these measurements and may translate the measurements to other characteristics of the molten plastic material 114, such as a viscosity value.
Similarly, the sensor 129 may be any type of sensor adapted to measure (either directly or indirectly) one or more characteristics of the molten plastic material 114 to detect its presence and/or condition in the mold cavity 122. In various embodiments, the sensor 129 may be located at or near an end-of-fill position in the mold cavity 122. The sensor 129 may measure any number of characteristics of the molten plastic material 114 and/or the mold cavity 122 that are known in the art, such as pressure, temperature, viscosity, flow rate, hardness, strain, optical characteristics such as translucency, color, light refraction, and/or light reflection, and the like, or any one or more of any number of additional characteristics indicative of these. The sensor 129 may or may not be in direct contact with the molten plastic material 114. As an example, the sensor 129 may be a pressure transducer that measures a cavity pressure of the molten plastic material 114 within the cavity 122. The sensor 129 generates a signal which is transmitted to an input of the controller 140. Any number of additional sensors may be used to sense and/or measure operating parameters.
The controller 140 is also in signal communication with a screw control 126. In some embodiments, the controller 140 generates a signal which is transmitted from an output of the controller 140 to the screw control 126. The controller 140 can control any number of characteristics of the machine, such as injection pressures (by controlling the screw control 126 to advance the screw 112 at a rate which maintains a desired value corresponding to the molten plastic material 114 in the nozzle 116), barrel temperatures, clamp closing and/or opening speeds, cooling time, inject forward time, overall cycle time, pressure set points, ejection time, screw recovery speed, back pressure values exerted on the screw 112, and screw velocity.
The signal or signals from the controller 140 may generally be used to control operation of the molding process such that variations in material viscosity, mold temperatures, melt temperatures, and other variations influencing filling rate are taken into account by the controller 140. Alternatively or additionally, the controller 140 may make necessary adjustments in order to control for material characteristics such as volume and/or viscosity. Adjustments may be made by the controller 140 in real time or in near-real time (that is, with a minimal delay between sensors 128, 129 sensing values and changes being made to the process), or corrections can be made in subsequent cycles. Furthermore, several signals derived from any number of individual cycles may be used as a basis for making adjustments to the molding process. The controller 140 may be connected to the sensors 128, 129, the screw control 126, and or any other components in the machine 100 via any type of signal communication approach known in the art.
The controller 140 includes software 141 adapted to control its operation, any number of hardware elements 142 (such as, for example, a non-transitory memory module and/or processors), any number of inputs 143, any number of outputs 144, and any number of connections 145. The software 141 may be loaded directly onto a non-transitory memory module of the controller 140 in the form of a non-transitory computer readable medium, or may alternatively be located remotely from the controller 140 and be in communication with the controller 140 via any number of controlling approaches. The software 141 includes logic, commands, and/or executable program instructions which may contain logic and/or commands for controlling the injection molding machine 100 according to a mold cycle. The software 141 may or may not include an operating system, an operating environment, an application environment, and/or a user interface.
In some arrangements, the controller 50 applies a machine learning algorithm via the software 141. For example, in some implementations, performance of a plurality of injection cycles is monitored for a plurality of different injection molding machines, mold, and molten materials. This historical data can be used as an input to train the machine learning algorithm to correlate the characteristics of the injection molding machine, mold, and/or molten material, the optimal actual plastic melt pressure curve used with such machines, molds, and/or molten materials, and a measured result (such as part quality), and then implement an alteration to the optimal actual plastic melt pressure curve for such a machine, mold, and/or molten material that will result in an improved measured result. As another example, in some implementations, performance of a plurality of injection cycles is monitored for a plurality of different injection molding machines, mold, and molten materials. This historical data can be used as an input to train the machine learning algorithm to correlate the characteristics of the injection molding machine, mold, and/or molten material, the performance factor used with such machines, molds, and/or molten materials, and a measured result (such as part quality), and then determine an optimized process factor for such a machine, mold, and/or molten material that will result in an improved measured result.
The hardware 142 uses the inputs 143 to receive signals, data, and information from the injection molding machine being controlled by the controller 140. The hardware 142 uses the outputs 144 to send signals, data, and/or other information to the injection molding machine. The connection 145 represents a pathway through which signals, data, and information can be transmitted between the controller 140 and its injection molding machine 100. In various embodiments this pathway may be a physical connection or a non-physical communication link that works analogous to a physical connection, direct or indirect, configured in any way described herein or known in the art. In various embodiments, the controller 140 can be configured in any additional or alternate way known in the art.
The connection 145 represents a pathway through which signals, data, and information can be transmitted between the controller 140 and the injection molding machine 100. In various embodiments, these pathways may be physical connections or non-physical communication links that work analogously to either direct or indirect physical connections configured in any way described herein or known in the art. In various embodiments, the controller 140 can be configured in any additional or alternate way known in the art.
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Although not depicted, the method for controlling an injection molding process based upon an plastic melt pressure setpoint adjusted using a cavity pressure may also be used in a conventional injection molding process.
While the invention has been described with respect to certain embodiments, it will be understood that variations may be made that are still considered within the scope of the appended claims and their equivalents.
This application is a non-provisional, and claims the benefit of the filing date of, U.S. Provisional Patent Application No. 62/730,597, filed Sep. 13, 2018, entitled “Methods for Controlling Injection Molding Processes Based on Actual Plastic melt Pressure or Cavity Pressure.” The entire contents of U.S. Provisional Application No. 62/730,597 is hereby incorporated by reference.
Number | Date | Country | |
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62730597 | Sep 2018 | US |