IP Library Granted Patent US 12,045,549
Granted Patent B2
US 12,045,549 · App. 17/724,692 · Granted Jul 23, 2024

Hybrid measurement and simulation based distortion compensation system for additive manufacturing processes

Inventors: Pinghai Yang (Niskayuna, NY); Tyler Nelson (Niskayuna, NY); Adegboyega Makinde (Austin, TX); Dean Robinson (Niskayuna, NY)
Assignee: General Electric Company
G06F30/23B33Y50/00G06F2111/10G06F2111/20G06F2119/18
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Quick Facts
Patent No.
US 12,045,549
App. No.
17/724,692
Granted
Jul 23, 2024
Kind
B2
Abstract

A compensation field indicating an amount of distortion compensation to be applied across at least a portion of a component is determined, and a nominal computer-aided design (CAD) model of a component is modified based on the compensation field. The amount of distortion compensation corresponds to a multiplication product of: (i) a deviation between the nominal CAD model and a physical representation of the component having been produced based on the nominal CAD model, and (ii) a nonlinear scale factor map that includes a map associating a plurality of locations of the nominal CAD model to corresponding ones of a plurality of scale factors respectively representing an increase or a decrease in the amount of distortion compensation to be applied based on a simulated effect upon the component in response to an iterative simulation process.

Claims (59)

1. A non-transitory computer-readable medium comprising computer-executable instructions, which when executed by a processor, cause the processor to perform a method comprising:

determining a compensation field indicating an amount of distortion compensation to be applied across at least a portion of a component;

modifying a nominal computer-aided design (CAD) model of the component based at least in part on the compensation field;

wherein the amount of distortion compensation corresponds at least in part to a multiplication product of:

(i) a deviation between the nominal CAD model and a physical representation of the component, the physical representation of the component having been produced based on the nominal CAD model using an additive manufacturing machine, and

(ii) a nonlinear scale factor map, wherein the nonlinear scale factor map comprises a map associating a plurality of locations of the nominal CAD model to corresponding ones of a plurality of scale factors respectively representing an increase or a decrease in the amount of distortion compensation to be applied based at least in part on a simulated effect upon the component in response to an iterative simulation process; and

producing the physical representation of the component based on the nominal CAD model using the additive manufacturing machine.

2. The non-transitory computer-readable medium of claim 1 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

determining the deviation between the nominal CAD model and the physical representation of the component based at least in part on measurement data corresponding to the physical representation of the component.

3. The non-transitory computer-readable medium of claim 2 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

determining that the deviation between the nominal CAD model and the physical representation of the component exceeds an acceptable tolerance; and

modifying the nominal CAD model of the component responsive to having determined that the deviation between the nominal CAD model and the physical representation of the component exceeds the acceptable tolerance.

4. The non-transitory computer-readable medium of claim 3 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

modifying the nominal CAD model of the component only responsive to having determined that the deviation between the nominal CAD model and the physical representation of the component exceeds the acceptable tolerance.

5. The non-transitory computer-readable medium of claim 2 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

obtaining the measurement data from an internal surface of the physical representation of the component, or an external surface of the physical representation of the component.

6. The non-transitory computer-readable medium of claim 5 , wherein the measurement data comprises point-cloud coordinate data.

7. The non-transitory computer-readable medium of claim 2 , wherein the deviation between the nominal CAD model and the physical representation of the component comprises a set of column vectors.

8. The non-transitory computer-readable medium of claim 7 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

appending the nonlinear scale factor map to the set of column vectors.

9. The non-transitory computer-readable medium of claim 2 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

generating the nonlinear scale factor map using the iterative simulation process.

10. The non-transitory computer-readable medium of claim 9 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

producing a second physical representation of the component using the additive manufacturing machine, the second physical representation of the component produced based on the nominal CAD model resulting from modifying the nominal CAD model.

11. The non-transitory computer-readable medium of claim 1 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

performing the iterative simulation process, wherein the iterative simulation process comprises:

(i) generating a nominal simulated distortion of a nominal input geometry representing the component using a numerical method;

(ii) morphing the nominal input geometry using a nominal simulated part distortion, providing a morphed input geometry;

(iii) generating an updated simulated distortion using the morphed input geometry;

(iv) comparing the updated simulated distortion to the nominal simulated distortion to determine a respective iteration of the nonlinear scale factor map; and

repeating operations (i)-(iv) one or more times.

12. The non-transitory computer-readable medium of claim 11 , wherein the respective iteration of the nonlinear scale factor map comprises a map of a simulated effect upon the component in response to morphing the nominal input geometry.

13. The non-transitory computer-readable medium of claim 11 , wherein the nominal input geometry in a first instance of operation (i) comprises nominal geometry of the nominal CAD model.

14. The non-transitory computer-readable medium of claim 11 , comprising further computer-executable instructions, which when executed by the processor, cause the processor to further perform the method, including:

performing the iterative simulation process, at least in part, before or in parallel with at least one of:

the physical representation of the component being produced;

measurement data corresponding to the physical representation of the component having been obtained; and

the deviation between the nominal CAD model and the physical representation of the component having been determined.

15. The non-transitory computer-readable medium of claim 11 , wherein the numerical method comprises a finite element analysis or a boundary element method.

16. A system, comprising:

an additive manufacturing machine;

a processor; and

a data storage device, the data storage device comprising a non-transitory computer-readable medium comprising computer-executable instructions, which when executed by the processor, cause the processor to perform a method comprising:

determining a compensation field indicating an amount of distortion compensation to be applied across at least a portion of a component;

modifying a nominal computer-aided design (CAD) model of the component based at least in part on the compensation field;

wherein the amount of distortion compensation corresponds at least in part to a multiplication product of:

(i) a deviation between the nominal CAD model and a physical representation of the component, the physical representation of the component having been produced based on the nominal CAD model using the additive manufacturing machine, and

(ii) a nonlinear scale factor map, wherein the nonlinear scale factor map comprises a map associating a plurality of locations of the nominal CAD model to corresponding ones of a plurality of scale factors respectively representing an increase or a decrease in the amount of distortion compensation to be applied based at least in part on a simulated effect upon the component in response to an iterative simulation process; and

producing the physical representation of the component based on the nominal CAD model using the additive manufacturing machine.

17. The system of claim 16 , comprising:

a measurement device, the measurement device configured to obtain measurement data from a surface of the physical representation of the component.

18. The system of claim 17 , wherein the measurement device comprises a coordinate measuring machine, an x-ray machine, or a computed tomography machine.

19. A method, comprising:

determining a compensation field indicating an amount of distortion compensation to be applied across at least a portion of a component;

modifying a nominal computer-aided design (CAD) model of the component based at least in part on the compensation field;

wherein the amount of distortion compensation corresponds at least in part to a multiplication product of:

(i) a deviation between the nominal CAD model and a physical representation of the component, the physical representation of the component having been produced based on the nominal CAD model using an additive manufacturing machine, and

(ii) a nonlinear scale factor map, wherein the nonlinear scale factor map comprises a map associating a plurality of locations of the nominal CAD model to corresponding ones of a plurality of scale factors respectively representing an increase or a decrease in the amount of distortion compensation to be applied based at least in part on a simulated effect upon the component in response to an iterative simulation process; and

producing the physical representation of the component based on the nominal CAD model using the additive manufacturing machine.

Assignments (1)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Apr 20, 2022
From: YANG, PINGHAI; NELSON, TYLER; MAKINDE, ADEGBOYEGA; ROBINSON, DEAN
To: GENERAL ELECTRIC COMPANY
Reel/Frame 059648/0131 →
Continuity (2)
Continuation 16119408 · Aug 31, 2018
Related Publication 20220245305A1 · Aug 4, 2022