Systems and approaches for autotuning an injection molding machine

1. An injection molding system comprising:

an injection molding machine;

a mold;

a model database configured to store models for (i) the injection molding machine and (ii) the mold; and

a controller operatively connected to the model database and to the injection molding machine, the controller configured to:

analyze the model of at least the injection molding machine, wherein the model of the injection molding machine includes an indication of a resistivity for one or more parts of the injection molding machine;

determine initial values for one or more control parameters of the injection molding machine based at least upon the resistivity for the one or parts of the injection molding machine;

execute a run of injection cycles at the injection molding machine, wherein during each injection cycle of the run, the injection molding machine injects a molten material into a cavity of the mold according to an injection pattern;

measure operation of the injection molding machine during a particular injection cycle of the run of injection cycles;

determine one or more operational parameters exceed a threshold; and

upon determining that the one or more operational parameters exceed the threshold, adjust the one or more control parameters for subsequent injection cycles of the run of injection cycles.

2. The system of claim 1 , further comprising:

a proportional-integral-derivative (PID) controller configured to control a control parameter of the one or more control parameters, the PID controller having (i) a first gain associated with a proportional component; (ii) a second gain associated with an integral component; and (iii) a third gain associated with a derivative component.

3. The system of claim 2 , wherein to adjust the one or more control parameters, the controller is configured to:

adjust one of the first, second, or third gains of the PID controller.

4. The system of claim 1 , wherein the injection pattern defines one or more setpoint patterns for the one or more control parameters.

5. The system of claim 4 , wherein to adjust the one or more control parameters, the controller is configured to:

adjust a setpoint pattern for the one or more setpoint patterns.

6. The system of claim 1 , wherein the model database includes a model of the molten material.

7. The system of claim 6 , wherein to determine the initial values for the one or more control parameters, the controller is configured to:

analyze the model of the molten material.

8. The system of claim 1 , wherein the one or more operational parameters include two or more operational parameters, and wherein to determine the one or more operational parameters exceed the threshold, the controller is configured to:

combine a value for two or more of the operational parameters to generate a composite metric.

9. A method for controlling an injection molding machine and a mold forming a mold cavity, the injection molding machine being controlled according to an injection cycle, the method comprising:

analyzing a model of at least the injection molding machine, wherein the model of the injection molding machine includes an indication of a resistivity for one or more parts of the injection molding machine;

determining initial values for one or more control parameters of the injection molding machine based at least upon the resistivity for the one or parts of the injection molding machine and mold data associated with historic injection cycles;

executing a run of injection cycles at the injection molding machine, wherein during each injection cycle of the run, the injection molding machine injects a molten material into the mold cavity according to an injection pattern;

measuring operation of the injection molding machine during a particular injection cycle of the run of injection cycles;

determining one or more operational parameters exceed a threshold; and

upon determining that the one or more operational parameters exceed the threshold, adjusting the one or more control parameters for subsequent injection cycles of the run of injection cycles.

10. The method of claim 9 , wherein the one or more operational parameters include one or more of a steady-state error, an overshoot pressure, an undershoot pressure, and an environmental parameter.

11. The method of claim 9 , wherein:

the injection pattern defines one or more setpoint patterns for the one or more control parameters; and

adjusting the one or more control parameters includes adjusting the one or more setpoint patterns included in the injection pattern.