IP Library Granted Patent US 11,656,602
Granted Patent B2
US 11,656,602 · App. 17/445,639 · Granted May 23, 2023

Physics-aware automatic spatial planning for subtractive and hybrid manufacturing

Inventors: Amirmassoud Mirzendehdel (Millbrae, CA); Morad Behandish (San Mateo, CA); Saigopal Nelaturi (Mountain View, CA)
Assignee: PALO ALTO RESEARCH CENTER INCORPORATED
G05B19/4099G05B2219/31053G05B2219/49023
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Quick Facts
Patent No.
US 11,656,602
App. No.
17/445,639
Filed
Aug 23, 2021
Granted
May 23, 2023
Kind
B2
Examiner
LIN, JASON
Art Unit
2117
USPC
700/97
Abstract

A method includes receiving a representation of a near-net shape including a 3D part and a support volume. The method also includes calculating a measure of inaccessibility of the support volume by at least one subtractive tool assembly. The method also includes calculating a measure of change in a physical quantity of interest with respect to a change in the near-net shape. The method also includes constructing a physics-aware inaccessibility measure based at least partially upon the measure of inaccessibility, the measure of change, or both. The method also includes creating a plan to remove at least a portion of the support volume using the at least one subtractive tool assembly based at least partially upon the physics-aware inaccessibility measure.

Claims (47)

1. A method, comprising:

receiving a representation of a near-net shape comprising a 3D part and a support volume;

calculating a measure of inaccessibility of the support volume by at least one subtractive tool

assembly; calculating a measure of change in a physical quantity of interest with respect to a change in the near-net shape;

constructing a physics-aware inaccessibility measure based at least partially upon a sum of the measure of inaccessibility and the measure of change;

creating a plan to remove at least a portion of the support volume using the at least one subtractive tool assembly based at least partially upon the physics-aware inaccessibility measures

building the near-net shape using a 3D printer; and

removing a region of the support volume from the near-net shape using the at least one subtractive tool assembly based at least partially upon the plan to yield the 3D part.

2. The method of claim 1 , wherein the at least one subtractive tool assembly comprises a multi-axis machining tool.

3. The method of claim 2 , wherein the multi-axis machining tool comprises a 2-axis turning machine, a 3-axis milling machine, a 5-axis turn-milling machine, a sawing machine, a wire-cutting machine, a laser-cutting machine, or a combination thereof.

4. The method of claim 1 , wherein the measure of inaccessibility comprises a continuous, spatial field that quantifies to what extent different points in the initial design domain cannot be accessed by the at least one subtractive tool assembly.

5. The method of claim 4 , wherein the at least one subtractive tool assembly comprises a plurality of subtractive tool assemblies, and wherein the measure of inaccessibility is calculated for the plurality of subtractive tool assemblies as a minimum of the measure of inaccessibility for each of the plurality of subtractive tool assemblies.

6. The method of claim 5 , wherein the measure of inaccessibility for each of the plurality of subtractive tool assemblies at every query point of the initial design domain is calculated as a minimum of the measure of inaccessibility for different configurations at which the query point is removable by the plurality of subtractive tool assemblies.

7. The method of claim 6 , wherein the different configurations comprise:

at least one displacement that brings the at least one subtractive tool assembly in contact with the query points; and

one or more orientations that are available to the at least one subtractive tool assembly.

8. The method of claim 1 , wherein the measure of inaccessibility is at least partially defined by a volume of a collision between the at least one subtractive tool assembly and the 3D part.

9. The method of claim 1 , further comprising receiving a representation of at least one fixture for subtractive manufacturing and a build platform, and wherein the measure of inaccessibility is at least partially defined by a volume of a collision between the at least one subtractive tool assembly and the near-net shape, the build platform, the at least one fixturing device, or a combination thereof.

10. The method of claim 1 , wherein the measure of change in the physical quantity of interest is based at least partially upon a topological sensitivity field.

11. The method of claim 10 , wherein the topological sensitivity field is with respect to deformation or stress caused by a weight of the near-net shape.

12. The method of claim 10 , wherein the topological sensitivity field is with respect to deformation or stress caused by a contact force of the at least one subtractive tool assembly.

13. The method of claim 1 , wherein the physics-aware inaccessibility measure comprises a weighted sum of the measure of inaccessibility and the measure of change.

14. A method of planning for removal of a support volume in hybrid manufacturing, the method comprising:

providing a computer with a representation of:

a 3D part;

a near-net shape comprising the 3D part and the support volume; and

at least one subtractive tool assembly with a number of degrees of freedom;

calculating a measure of inaccessibility of the support volume by the at least one subtractive tool assembly using the computer;

calculating a measure of change in a physical quantity of interest with respect to a change in the near-net shape using the computer;

constructing a physics-aware inaccessibility measure by summing the measure of inaccessibility and the measure of change using the computer, wherein the physics-aware inaccessibility measure indicates a removability of a region of the support volume from the near-net shape;

creating a plan to remove the region of the support volume with the at least one subtractive tool assembly using the computer, wherein the plan is based at least partially upon the physics-aware inaccessibility measure;

building the near-net shape using a 3D printer; and

removing the region of the support volume from the near-net shape based at least partially upon the plan to yield the 3D part.

15. The method of claim 14 , wherein the change comprises a hypothetical change that is less than a predetermined size.

16. The method of claim 14 , wherein the physical quantity of interest comprises stress.

17. A method of planning for removal of a support volume in hybrid manufacturing where the support volume is added during an additive manufacturing process and subsequently removed through a subtractive manufacturing process, the method comprising:

providing a computer with a representation of:

a 3D part;

a near-net shape comprising the 3D part and the support volume; and

at least one subtractive tool assembly with a number of degrees of freedom;

calculating a measure of inaccessibility of the support volume by the at least one subtractive tool assembly using the computer;

calculating a measure of change in a physical quantity of interest with respect to a hypothetical change in the near-net shape, wherein the hypothetical change is less than a predetermined size;

constructing a physics-aware inaccessibility measure by summing the measure of inaccessibility and the measure of change using the computer, wherein the physics-aware inaccessibility measure indicates a removability of a region of the support volume from the near-net shape;

creating a plan to remove the region of the support volume with the at least one subtractive tool assembly using the computer, wherein the plan is based at least partially upon the physics-aware inaccessibility measure;

building the near-net shape via the additive manufacturing process using a 3D printer; and

removing the region of the support volume from the near-net shape via the subtractive manufacturing process based at least partially upon the plan to yield the 3D part.

18. The method of claim 17 , wherein the hypothetical change comprises a change that is less than a predetermined threshold.

Assignments (8)
SECOND LIEN NOTES PATENT SECURITY AGREEMENT Recorded Jul 2, 2025
From: XEROX CORPORATION
To: U.S. BANK TRUST COMPANY, NATIONAL ASSOCIATION, AS COLLATERAL AGENT
Reel/Frame 071785/0550 →
FIRST LIEN NOTES PATENT SECURITY AGREEMENT Recorded Apr 11, 2025
From: XEROX CORPORATION
To: U.S. BANK TRUST COMPANY, NATIONAL ASSOCIATION, AS COLLATERAL AGENT
Reel/Frame 070824/0001 →
SECURITY INTEREST Recorded Feb 13, 2024
From: XEROX CORPORATION
To: CITIBANK, N.A., AS COLLATERAL AGENT
Reel/Frame 066741/0001 →
TERMINATION AND RELEASE OF SECURITY INTEREST IN PATENTS RECORDED AT RF 064760/0389 Recorded Feb 13, 2024
From: CITIBANK, N.A., AS COLLATERAL AGENT
To: XEROX CORPORATION
Reel/Frame 068261/0001 →
SECURITY INTEREST Recorded Nov 20, 2023
From: XEROX CORPORATION
To: JEFFERIES FINANCE LLC, AS COLLATERAL AGENT
Reel/Frame 065628/0019 →
CORRECTIVE ASSIGNMENT TO CORRECT THE REMOVAL OF US PATENTS 9356603, 10026651, 10626048 AND INCLUSION OF US PATENT 7167871 PREVIOUSLY RECORDED ON REEL 064038 FRAME 0001. ASSIGNOR(S) HEREBY CONFIRMS THE ASSIGNMENT. Recorded Jun 28, 2023
From: PALO ALTO RESEARCH CENTER INCORPORATED
To: XEROX CORPORATION
Reel/Frame 064161/0001 →
SECURITY INTEREST Recorded Jun 22, 2023
From: XEROX CORPORATION
To: CITIBANK, N.A., AS COLLATERAL AGENT
Reel/Frame 064760/0389 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jun 20, 2023
From: PALO ALTO RESEARCH CENTER INCORPORATED
To: XEROX CORPORATION
Reel/Frame 064038/0001 →