WO2019070644A3 - Systems and methods for utilizing multicriteria optimization in additive manufacture - Google Patents
Systems and methods for utilizing multicriteria optimization in additive manufacture Download PDFInfo
- Publication number
- WO2019070644A3 WO2019070644A3 PCT/US2018/053872 US2018053872W WO2019070644A3 WO 2019070644 A3 WO2019070644 A3 WO 2019070644A3 US 2018053872 W US2018053872 W US 2018053872W WO 2019070644 A3 WO2019070644 A3 WO 2019070644A3
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- current
- systems
- methods
- digital twin
- additive manufacture
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/10—Geometric CAD
- G06F30/17—Mechanical parametric or variational design
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B22—CASTING; POWDER METALLURGY
- B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
- B22F10/00—Additive manufacturing of workpieces or articles from metallic powder
- B22F10/80—Data acquisition or data processing
- B22F10/85—Data acquisition or data processing for controlling or regulating additive manufacturing processes
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- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B19/00—Programme-control systems
- G05B19/02—Programme-control systems electric
- G05B19/18—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
- G05B19/4097—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by using design data to control NC machines, e.g. CAD/CAM
- G05B19/4099—Surface or curve machining, making 3D objects, e.g. desktop manufacturing
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/10—Geometric CAD
- G06F30/15—Vehicle, aircraft or watercraft design
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B22—CASTING; POWDER METALLURGY
- B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
- B22F10/00—Additive manufacturing of workpieces or articles from metallic powder
- B22F10/20—Direct sintering or melting
- B22F10/25—Direct deposition of metal particles, e.g. direct metal deposition [DMD] or laser engineered net shaping [LENS]
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- B—PERFORMING OPERATIONS; TRANSPORTING
- B22—CASTING; POWDER METALLURGY
- B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
- B22F10/00—Additive manufacturing of workpieces or articles from metallic powder
- B22F10/20—Direct sintering or melting
- B22F10/28—Powder bed fusion, e.g. selective laser melting [SLM] or electron beam melting [EBM]
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B22—CASTING; POWDER METALLURGY
- B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
- B22F10/00—Additive manufacturing of workpieces or articles from metallic powder
- B22F10/80—Data acquisition or data processing
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B22—CASTING; POWDER METALLURGY
- B22F—WORKING METALLIC POWDER; MANUFACTURE OF ARTICLES FROM METALLIC POWDER; MAKING METALLIC POWDER; APPARATUS OR DEVICES SPECIALLY ADAPTED FOR METALLIC POWDER
- B22F12/00—Apparatus or devices specially adapted for additive manufacturing; Auxiliary means for additive manufacturing; Combinations of additive manufacturing apparatus or devices with other processing apparatus or devices
- B22F12/90—Means for process control, e.g. cameras or sensors
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B29—WORKING OF PLASTICS; WORKING OF SUBSTANCES IN A PLASTIC STATE IN GENERAL
- B29C—SHAPING OR JOINING OF PLASTICS; SHAPING OF MATERIAL IN A PLASTIC STATE, NOT OTHERWISE PROVIDED FOR; AFTER-TREATMENT OF THE SHAPED PRODUCTS, e.g. REPAIRING
- B29C64/00—Additive manufacturing, i.e. manufacturing of three-dimensional [3D] objects by additive deposition, additive agglomeration or additive layering, e.g. by 3D printing, stereolithography or selective laser sintering
- B29C64/30—Auxiliary operations or equipment
- B29C64/386—Data acquisition or data processing for additive manufacturing
- B29C64/393—Data acquisition or data processing for additive manufacturing for controlling or regulating additive manufacturing processes
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B33—ADDITIVE MANUFACTURING TECHNOLOGY
- B33Y—ADDITIVE MANUFACTURING, i.e. MANUFACTURING OF THREE-DIMENSIONAL [3-D] OBJECTS BY ADDITIVE DEPOSITION, ADDITIVE AGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3-D PRINTING, STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING
- B33Y50/00—Data acquisition or data processing for additive manufacturing
- B33Y50/02—Data acquisition or data processing for additive manufacturing for controlling or regulating additive manufacturing processes
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B2219/00—Program-control systems
- G05B2219/30—Nc systems
- G05B2219/49—Nc machine tool, till multiple
- G05B2219/49007—Making, forming 3-D object, model, surface
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2111/00—Details relating to CAD techniques
- G06F2111/06—Multi-objective optimisation, e.g. Pareto optimisation using simulated annealing [SA], ant colony algorithms or genetic algorithms [GA]
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P10/00—Technologies related to metal processing
- Y02P10/25—Process efficiency
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Geometry (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Materials Engineering (AREA)
- Chemical & Material Sciences (AREA)
- Mathematical Optimization (AREA)
- Evolutionary Computation (AREA)
- General Engineering & Computer Science (AREA)
- Computer Hardware Design (AREA)
- Pure & Applied Mathematics (AREA)
- Mathematical Analysis (AREA)
- Computational Mathematics (AREA)
- Automation & Control Theory (AREA)
- Aviation & Aerospace Engineering (AREA)
- Human Computer Interaction (AREA)
- Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
- General Factory Administration (AREA)
- Powder Metallurgy (AREA)
Abstract
Disclosed are various embodiments of systems and methods for specifically relates to systems and methods for utilizing multicriteria optimization in simulating various parameters in additive manufacture to generate build instructions for an Additive Manufacture ("AM") machine. An embodiment of the present disclosure provides a method that at least includes: receiving a physical measurement during an AM build process of building a current AM part by the AM machine; determining a plurality of conflicting objectives for building the current AM part based at least in part on a digital twin of the current AM part and the physical measurement; determining an optimized solution that meets the plurality of conflicting objectives; updating, based on the optimal solution, the digital twin to obtain an updated digital twin; and building, by the AM machine, the current AM part based on the updated digital twin, suitable to certify, without a physical inspection, a compliance of the current AM part.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US201762567132P | 2017-10-02 | 2017-10-02 | |
US62/567,132 | 2017-10-02 |
Publications (2)
Publication Number | Publication Date |
---|---|
WO2019070644A2 WO2019070644A2 (en) | 2019-04-11 |
WO2019070644A3 true WO2019070644A3 (en) | 2019-05-31 |
Family
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Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/US2018/053872 WO2019070644A2 (en) | 2017-10-02 | 2018-10-02 | Systems and methods for utilizing multicriteria optimization in additive manufacture |
Country Status (1)
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WO (1) | WO2019070644A2 (en) |
Cited By (1)
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CN110399642B (en) * | 2019-06-21 | 2021-06-22 | 浙江大学 | Digital twin body aiming at production line and construction method and application thereof |
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US11691343B2 (en) | 2016-06-29 | 2023-07-04 | Velo3D, Inc. | Three-dimensional printing and three-dimensional printers |
US10830578B2 (en) | 2018-10-19 | 2020-11-10 | Inkbit, LLC | High-speed metrology |
JP2022506523A (en) | 2018-11-02 | 2022-01-17 | インクビット, エルエルシー | Intelligent addition manufacturing method |
US11354466B1 (en) | 2018-11-02 | 2022-06-07 | Inkbit, LLC | Machine learning for additive manufacturing |
AU2019378044A1 (en) | 2018-11-16 | 2021-05-27 | Inkbit, LLC | Inkjet 3D printing of multi-component resins |
EP3883755A1 (en) | 2019-01-08 | 2021-09-29 | Inkbit, LLC | Reconstruction of surfaces for additive manufacturing |
JP2022523453A (en) | 2019-01-08 | 2022-04-25 | インクビット, エルエルシー | Depth reconstruction in laminated modeling |
EP3980269A1 (en) * | 2019-06-07 | 2022-04-13 | Materialise NV | Systems and methods for selection of processing parameter for additive manufacturing using simulation |
EP3751368B1 (en) | 2019-06-14 | 2023-09-27 | General Electric Company | Additive manufacturing-coupled digital twin ecosystem based on a surrogate model of measurement |
DE102020115571A1 (en) * | 2019-06-14 | 2020-12-17 | General Electric Company | Digital double eco-system coupled with additive manufacturing as designed, as manufactured, as tested, as operated, as checked and as maintained |
EP3751370A1 (en) | 2019-06-14 | 2020-12-16 | General Electric Company | Additive manufacturing-coupled digital twin ecosystem based on multi-variant distribution model of performance |
CN114340876A (en) | 2019-07-26 | 2022-04-12 | 维勒3D股份有限公司 | Quality assurance of three-dimensional object formation |
US11221610B1 (en) * | 2019-09-30 | 2022-01-11 | General Electric Company | Optimized support design for sintering parts with complex features |
US11712837B2 (en) | 2019-11-01 | 2023-08-01 | Inkbit, LLC | Optical scanning for industrial metrology |
US10994477B1 (en) | 2019-11-01 | 2021-05-04 | Inkbit, LLC | Optical scanning for industrial metrology |
WO2022240906A1 (en) * | 2021-05-11 | 2022-11-17 | Strong Force Vcn Portfolio 2019, Llc | Systems, methods, kits, and apparatuses for edge-distributed storage and querying in value chain networks |
CN110941251B (en) * | 2019-12-25 | 2023-08-01 | 南方科技大学 | Production control method, device, equipment and medium based on digital twin body |
WO2021167605A1 (en) * | 2020-02-19 | 2021-08-26 | Hewlett-Packard Development Company, L.P. | Manufactured object identification |
US10926473B1 (en) | 2020-02-20 | 2021-02-23 | Inkbit, LLC | Multi-material scanning for additive fabrication |
CN111413060B (en) * | 2020-03-31 | 2021-11-23 | 上海海事大学 | Test bed system based on digital twins |
IT202000007129A1 (en) * | 2020-04-03 | 2021-10-03 | Marco Zani | PROCESS OF REALIZATION OF AN OBJECT USING AN ADDITIVE MANUFACTURING DEVICE, ADDITIVE MANUFACTURING DEVICE AND CORRESPONDING IT PRODUCT |
CN111666712B (en) * | 2020-05-14 | 2023-08-08 | 大连理工大学 | "test-calculation-control" intelligent digital twin method for large complex electromechanical equipment |
CN111882653A (en) * | 2020-06-11 | 2020-11-03 | 广州万维创新科技有限公司 | Indoor scene digital twinning method based on multiple sensors and multiple layers |
CN111753453B (en) * | 2020-06-29 | 2022-06-14 | 湖南大学 | High-precision simulation method for high-strength steel die forging forming process |
EP3933527A1 (en) * | 2020-07-03 | 2022-01-05 | Siemens Aktiengesellschaft | Method and assembly for repairing a workpiece |
US10994490B1 (en) | 2020-07-31 | 2021-05-04 | Inkbit, LLC | Calibration for additive manufacturing by compensating for geometric misalignments and distortions between components of a 3D printer |
CN112163356A (en) * | 2020-09-28 | 2021-01-01 | 武汉理工大学 | Method for finite element modeling of additive manufacturing microstructure ultrasonic detection |
CN113127973B (en) * | 2021-04-16 | 2022-05-10 | 湖南大学 | CAE simulation technology-based multi-material intelligent material selection method and system and electronic equipment |
IT202100018827A1 (en) | 2021-07-19 | 2023-01-19 | Simone Bernardini | Wireless recording device of the physical-mechanical data of a ride, of a carousel session, for kinetodynamic analysis |
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EP4253006A1 (en) | 2022-03-29 | 2023-10-04 | Airbus Operations GmbH | Computer-implemented method for generating thermally improved machine control data for additive manufacturing machines |
CN114547826B (en) * | 2022-04-25 | 2022-07-12 | 长江空间信息技术工程有限公司(武汉) | Operation method of engineering deformation monitoring network optimization design system based on digital twin |
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WO2019070644A2 (en) | 2019-04-11 |
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