IP Library Granted Patent US 10,719,069
Granted Patent B2
US 10,719,069 · App. 15/858,677 · Granted Jul 21, 2020

System and method for constructing process plans for hybrid manufacturing with the aid of a digital computer

Inventors: Morad Behandish (Mountain View, CA); Saigopal Nelaturi (Mountain View, CA); Johan de Kleer (Los Altos, CA)
Assignee: Palo Alto Research Center Incorporated
G05B19/4188B33Y50/00B33Y50/02G06F30/17B29C64/386G05B19/40938G05B2219/31001G05B2219/35204G05B2219/49007G05B2219/49023G06F2111/06G06F2119/18
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Quick Facts
Patent No.
US 10,719,069
App. No.
15/858,677
Granted
Jul 21, 2020
Kind
B2
Abstract

A systematic approach to constructing process plans for hybrid manufacturing is provided. The process plans include arbitrary combinations of AM and SM processes. Unlike the suboptimal conventional practice, the sequence of AM and SM modalities is not fixed beforehand. Rather, all potentially viable process plans to fabricate a desired target part from arbitrary alternating sequences of pre-defined AM and SM modalities are explored in a systematic fashion. Once the state space of all process plans has been enumerated in terms of a partially ordered set of states, advanced artificial intelligence (AI) planning techniques are utilized to rapidly explore the state space, eliminate invalid process plans, for instance, process plans that make no physical sense, and optimize among the valid process plans using a cost function, for instance, manufacturing time and material or process costs.

Claims (43)

1. A system for determining manufacturability of a part for hybrid manufacturing, comprising:

a computer, comprising:

a storage device, comprising:

a model of an as-designed part;

parameters for one or more manufacturing instruments available to the computer;

semantics for interchangeability of an as-manufactured part; and

manufacturing capabilities for the one or more manufacturing instruments;

a processor and memory within which code for execution by the processor is stored, the processor, memory, and code configured to:

compute manufacturing primitives for each manufacturing instrument of the one or more manufacturing instruments, each manufacturing primitive comprising a shape that is manufacturable through a single manufacturing action that can be performed by the manufacturing instrument;

determine that the as-designed part is manufacturable according to any manufacturing sequence described in terms of a combination of the manufacturing primitives, wherein the processor, memory, and code are further configured to:

compute canonical intersection terms by taking intersections and complements of the manufacturing primitives, each canonical intersection term being a three-dimensional region that is completely inside or completely outside each of the manufacturing primitives; and

form one or more different subcollections of the canonical intersection terms that comprise a representation of an as-manufactured artifact that is interchangeable with the as-designed part in view of semantically-defined tolerance specifications; and

determine whether there exists a union of a subcollection of canonical intersection terms that matches the as-designed part with respect to the semantics for interchangeability.

2. The system in accordance with claim 1 , wherein the semantics for interchangeability comprise geometrical dimensioning and tolerancing semantics.

3. The system in accordance with claim 1 , further comprising code for execution by the processor configured to:

if no union was found, extract further canonical intersection terms by taking the intersections of the manufacturing primitives with at least one additional manufacturing primitive and the complements for all of the manufacturing primitives, and forming one or more subcollections of the further canonical intersection terms; and

reattempt to determine whether the union of at least one of the subcollections of the further canonical intersection terms matches the as-designed part with respect to the semantics for interchangeability.

4. The system in accordance with claim 3 , further comprising code for execution by the processor configured to:

determine whether one of the canonical intersection terms needs to be split to match the as-designed part; and

select an additional manufacturing primitive whose surface provides the split.

5. The system in accordance with claim 1 , further comprising code for execution by the processor to determine non-manufacturability of the as-designed part if no matching union of canonical intersection terms can be found.

6. A method for determining manufacturability of an as-designed part, the method comprising:

providing a computer with a model of the as-designed part to be fabricated;

providing the computer with parameters for one or more manufacturing instruments that are each capable of performing at least one manufacturing process;

providing the computer with manufacturing capabilities for the one or more manufacturing instruments;

providing the computer with semantics for interchangeability of an as-manufactured part;

computing manufacturing primitives for each manufacturing instrument of the one or more manufacturing instruments, each manufacturing primitive comprising a shape that is manufacturable through a single manufacturing action that can be performed by the manufacturing instrument;

determining that the as-designed part is manufacturable according to any manufacturing sequence described in terms of a combination of the manufacturing primitives, wherein determining that the as-designed part is manufacturable comprises:

computing canonical intersection terms by taking intersections and complements of the manufacturing primitives, each canonical intersection term being a three-dimensional region that is completely inside or completely outside each of the manufacturing primitives; and

forming one or more different subcollections of the canonical intersection terms that comprise a representation of an as-manufactured artifact that is interchangeable with the as-designed part in view of semantically-defined tolerance specifications; and

determining whether there exists a union of a subcollection of the canonical intersection terms that matches the as-designed part with respect to the semantics for interchangeability.

7. The method in accordance with claim 6 , further comprising:

if no union was found, extract further canonical intersection terms by taking the intersections of the manufacturing primitives with at least one additional manufacturing primitive and the complements for all of the manufacturing primitives, and forming one or more subcollections of the further canonical intersection terms; and

reattempt to determine whether the union of at least one of the subcollections of the further canonical intersection terms matches the as-designed part with respect to the semantics for interchangeability.

8. A method for determining manufacturability of an as-designed part, the method comprising:

providing a computer with a model of the as-designed part to be fabricated;

providing the computer with parameters for one or more manufacturing instruments that are each capable of performing at least one manufacturing process;

providing the computer with manufacturing capabilities for the one or more manufacturing instruments;

computing manufacturing primitives for each manufacturing instrument of the one or more manufacturing instruments, each manufacturing primitive comprising a shape that is manufacturable through a single manufacturing action that can be performed by the manufacturing instrument;

determining that the as-designed part is manufacturable according to any manufacturing sequence described in terms of a combination of the manufacturing primitives, wherein determining that the as-designed part is manufacturable comprises:

computing canonical intersection terms by taking intersections and complements of the manufacturing primitives, each canonical intersection term being a three-dimensional region that is completely inside or completely outside each of the manufacturing primitives; and

forming one or more different subcollections of the canonical intersection terms that comprise a representation of an as-manufactured artifact that is interchangeable with the as-designed part in view of semantically-defined tolerance specifications; and

determining non-manufacturability of the as-designed part in response to no matching union of canonical intersection terms being found.

Assignments (10)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Nov 14, 2025
From: XEROX CORPORATION
To: GENESEE VALLEY INNOVATIONS, LLC
Reel/Frame 073562/0677 →
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 →
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 Feb 13, 2024
From: XEROX CORPORATION
To: CITIBANK, N.A., AS COLLATERAL AGENT
Reel/Frame 066741/0001 →
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 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 29, 2017
From: BEHANDISH, MORAD; NELATURI, SAIGOPAL; DE KLEER, JOHAN
To: PALO ALTO RESEARCH CENTER INCORPORATED
Reel/Frame 044507/0632 →
Continuity (1)
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