Apparatus, system and method of process monitoring and control in an additive manufacturing environment
View Patent ↗Apparatuses, systems and methods capable of controlling an additive manufacturing print process on an additive manufacturing printer. The disclosed embodiments may include: a plurality of sensors capable of monitoring at least one of an input of print filament to a print head of the printer, and a temperature of a nozzle of the printer, as indicative of a state of the additive manufacturing print process; at least one processor associated with at least one controller and capable of receiving sensor data regarding the monitoring from the plurality of sensors, and comprising non-transitory computing code for applying to the sensor data at least one correct one of the state of the additive manufacturing print process; a comparator embedded in the non-transitory computing code for assessing a lack of compliance of the print process to the correct one of the state; and at least one modifying output of the at least one controller to revise the compliance of the print process to the correct one of the state.
1. A method of controlling an additive manufacturing print process on an additive manufacturing printer that extrudes a print filament through a print nozzle, comprising:
monitoring a plurality of sensors as indicative of a current state of the additive manufacturing print process, wherein the plurality of sensors sense a first extrusion force applied to the print filament and sense a second reactive force of the print filament against a print head of the additive manufacturing printer;
receiving, at at least one controller comprising a proportional integral derivative (PID) controller, sensor data regarding the monitoring from the plurality of sensors;
calculating a comparative difference between the current state and a correct state of the print process by comparing the sensor data to a database of stored correct states of the print process via the PID controller;
assessing a crimping, abnormal operation, or inefficient operation of the current state of print process when compared to the correct state; and
modifying at least one output from the at least one controller to revise a characteristic of input of the print filament or temperature of the nozzle to correct the crimping, abnormal operation, or inefficient operation without halting of the print process.
2. The method of claim 1 , wherein the correct state is the current state, and wherein the modifying comprises a zero adjustment of the output.
3. The method of claim 1 , wherein the correct state is a future state based on a current one of the output according to a projection of the current one of the output.
4. The method of claim 1 , wherein the correct state includes one or more tolerances for the additive manufacturing print process.
5. The method of claim 4 , wherein the one or more tolerances comprise at least one of a melt temperature, a filament velocity, and a trace size.
6. The method of claim 1 , wherein the revision comprises one of modifications to the additive manufacturing print process or cessation of the additive manufacturing print process.
7. The method of claim 1 , wherein the revision comprises a modification to a characteristic of the print filament or the temperature of the nozzle.
8. The method of claim 7 , wherein the modifying comprises modifying a velocity of the print filament.
9. The method of claim 7 , wherein the modifying comprises raising the temperature of the nozzle.
10. The method of claim 7 , wherein the modifying comprises lowering the temperature of the nozzle.
11. The method of claim 7 , wherein the modifying occurs without halting of the additive manufacturing print process.
12. The method of claim 1 , wherein the plurality of sensors comprise one of: discrete sensors; line scanners; cameras; time of flight imagers; and parallel or combination implementations thereof.
13. The method of claim 1 , wherein the comparing comprises calculating force on the print filament feed as a function of the nozzle temperature.
14. The method of claim 1 , wherein the comparative difference comprises a continuous in-process feedback loop interposed with the PID controller that intakes data from the plurality of sensors and adjusts the at least one controller, wherein the feedback loop is not an open loop.
15. The method of claim 14 , wherein the modifying of the at least one output comprises controlling, through the PID controller with the controller, a power delivery system to modify the temperature of the nozzle to a desired temperature set point without substantial overshooting.
16. The method of claim 1 , wherein the receiving of the sensor data comprises receiving second sensor data from at least one motor associated with a speed, wherein accessing the crimping is based on the second sensor data from the at least one motor, wherein the modifying the at least one output comprises adjusting the speed.
17. A method for controlling temperature swings of an additive manufacturing print process on an additive manufacturing printer that extrudes a print filament through a print nozzle, comprising:
monitoring a plurality of sensors as indicative of a current state of the additive manufacturing print process, wherein the plurality of sensors sense a first extrusion force applied to the print filament and sense a second reactive force of the print filament against a print head of the additive manufacturing printer;
receiving, at at least one controller comprising a proportional integral derivative (PID) controller, sensor data regarding the monitoring from the plurality of sensors as input from a continuous in-process feedback loop of the PID controller;
comparing the current state to a correct state of the print process by comparing the sensor data to a database of stored correct states of the print process;
assessing a failure of the current state of print process when compared to the correct state; and
modifying at least one output from the at least one controller to increase temperature of the nozzle to correct the failure without substantially overshooting the temperature based on output from the continuous in-process feedback loop of the PID controller based on determining that the second reactive force is greater than the first extrusion force.