Three-dimensional printing in real time
The present disclosure provides three-dimensional (3D) printing methods, apparatuses, systems, and non-transitory computer-readable medium. The disclosure delineates real time manipulation of three-dimensional printing to reduce deformation. The present disclosure further provides 3D object formed using the methods, apparatuses, and systems.
1. A system for forming at least one three-dimensional object, comprising:
an energy source that is configured to generate an energy beam that transforms at least a portion of a material bed to form the at least one three-dimensional object; and
a controller comprising a control model that comprises a simulation for formation of the at least one three-dimensional object, which controller is programmed to execute the simulation for the formation of the at least one three-dimensional object, which control model (i) is configured in the controller and (ii) adjusts the simulation in real time upon receiving an input from a feedback loop, wherein the controller is operatively coupled to the energy source and is programmed to direct the energy source to generate the energy beam to transform the at least the portion of the material bed to form the at least one three-dimensional object using the control model.
2. The system of claim 1 , wherein the control model is adjustable in real time during the formation of the at least one three-dimensional object.
3. The system of claim 2 , wherein the control model is adjustable in real time during a dwell time of the energy beam along a hatch line as the energy beam forms a melt pool.
4. The system of claim 1 , wherein the input comprises a temperature, height, or power density signal.
5. The system of claim 1 , wherein the at least one three-dimensional object is a plurality of three-dimensional objects.
6. The system of claim 5 , wherein the plurality of three-dimensional objects is formed in the same material bed.
7. The system of claim 5 , wherein the plurality of three-dimensional objects is formed simultaneously.
8. The system of claim 1 , wherein the controller comprises open loop control.
9. The system of claim 1 , wherein the controller comprises a feedback or feed-forward control.
10. The system of claim 1 , wherein the simulation comprises use of a temperature, mechanical, geometrical, or material property of the at least one three-dimensional object.
11. The system of claim 1 , wherein the controller comprises an internal state system that provides an estimate of an internal state of formation of the at least one three-dimensional object.
12. The system of claim 11 , wherein the internal state system comprises a state observer.
13. The system of claim 11 , wherein the internal state of the internal state system is derived from one or more measurements comprising a measurement of a control variable or a measurement of the input.
14. The system of claim 13 , wherein the input comprises a power, temperature, or a metrologyrelated signal.
15. The system of claim 1 , wherein the controller comprises a graphical processing unit (GPU), system-on-chip (SOC), application specific integrated circuit (ASIC), application specific instruction-set processor (ASIPs), programmable logic device (PLD), or field programmable gate array (FPGA).
16. The system of claim 1 , wherein the controller is programmed to direct the energy source to generate the energy beam to transform the at least the portion of the material bed to the at least one three-dimensional object in a manner such that, upon formation, the at least one three-dimensional object deviates from at least one requested three-dimensional object at a side of the at least one three-dimensional object having a length L, by at most 50+L/2500 micrometers.
17. The system of claim 1 , wherein the control model comprises a state observer model.
18. A method for forming at least one three-dimensional object, comprising:
(a) transforming a portion of a material bed with an energy beam to form the at least one three-dimensional object; and
(b) controlling in real time at least one characteristic of the energy beam with a controller comprising a control model that comprises a simulation for formation of the at least one three-dimensional object, which controller executes the simulation for the formation of the at least one three-dimensional object, wherein the control model (i) is configured in the controller and (ii) adjusts the simulation in real time upon receiving an input from a feedback loop.
19. The method of claim 18 , wherein the control model is adjusted in real time during a dwell time of the energy beam along a hatch line forming a melt pool.
20. The method of claim 18 , wherein controlling uses a processor performing at least 3 Tera floating point operations per second.
21. The method of claim 18 , further comprising adjusting the at least one characteristic of the energy beam and repeating (a) and (b).
22. The method of claim 18 , wherein the feedback loop uses at least one threshold value.
23. The method of claim 18 , wherein the control model comprises a simplified model relative to a virtual model of the at least one three-dimensional object.
24. The method of claim 18 , wherein the control model is adjusted in real time during the formation of the at least one three-dimensional object.
25. The method of claim 18 , wherein the control model comprises a state observer model.
26. The method of claim 18 , wherein the input comprises a power, temperature, or a metrologyrelated signal.
27. The method of claim 18 , wherein the simulation comprises a temperature simulation or a mechanical simulation of forming the at least one three-dimensional object.
28. The method of claim 18 , wherein the simulation comprises use of a material property of the at least one three-dimensional object.
29. The method of claim 18 , wherein the simulation comprises use of a geometry of the at least one three-dimensional object.
30. The method of claim 18 , wherein the control model is dynamically adjusted in the real time during the formation of the at least one three-dimensional object.