CN117440883A - 使用生成对抗网络技术的三维打印 - Google Patents

使用生成对抗网络技术的三维打印 Download PDF

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Publication number
CN117440883A
CN117440883A CN202280038940.2A CN202280038940A CN117440883A CN 117440883 A CN117440883 A CN 117440883A CN 202280038940 A CN202280038940 A CN 202280038940A CN 117440883 A CN117440883 A CN 117440883A
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CN
China
Prior art keywords
reassembled
complete
gaps
computer
generate
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Pending
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CN202280038940.2A
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English (en)
Chinese (zh)
Inventor
C·德克罗普
C·E·贝勒
Z·A·西尔弗斯坦
J·R·福克斯
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International Business Machines Corp
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International Business Machines Corp
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Publication of CN117440883A publication Critical patent/CN117440883A/zh
Pending legal-status Critical Current

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    • 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 [3D] OBJECTS BY ADDITIVE DEPOSITION, ADDITIVE AGGLOMERATION OR ADDITIVE LAYERING, e.g. BY 3D PRINTING, STEREOLITHOGRAPHY OR SELECTIVE LASER SINTERING
    • B33Y50/00—Data acquisition or data processing for additive manufacturing
    • 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
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B33—ADDITIVE MANUFACTURING TECHNOLOGY
    • B33Y—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
    • B33Y10/00—Processes of additive manufacturing
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B33—ADDITIVE MANUFACTURING TECHNOLOGY
    • B33Y—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
    • 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
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/10—Geometric CAD
    • G06F30/17—Mechanical parametric or variational design
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0475—Generative networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/094—Adversarial learning
    • 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
    • B22F10/30—Process control
    • B22F10/38—Process control to achieve specific product aspects, e.g. surface smoothness, density, porosity or hollow structures
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2113/00—Details relating to the application field
    • G06F2113/10—Additive manufacturing, e.g. three-dimensional [3D] printing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2119/00—Details relating to the type or aim of the analysis or the optimisation
    • G06F2119/18—Manufacturability analysis or optimisation for manufacturability

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Materials Engineering (AREA)
  • Chemical & Material Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Manufacturing & Machinery (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Geometry (AREA)
  • Molecular Biology (AREA)
  • Computer Hardware Design (AREA)
  • Optics & Photonics (AREA)
  • Mechanical Engineering (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Probability & Statistics with Applications (AREA)
  • Processing Or Creating Images (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
CN202280038940.2A 2021-06-08 2022-05-26 使用生成对抗网络技术的三维打印 Pending CN117440883A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/341,810 2021-06-08
US17/341,810 US11654634B2 (en) 2021-06-08 2021-06-08 Three-dimensional printing using generative adversarial network techniques
PCT/CN2022/095162 WO2022257772A1 (en) 2021-06-08 2022-05-26 Three-dimensional printing using generative adversarial network techniques

Publications (1)

Publication Number Publication Date
CN117440883A true CN117440883A (zh) 2024-01-23

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
CN202280038940.2A Pending CN117440883A (zh) 2021-06-08 2022-05-26 使用生成对抗网络技术的三维打印

Country Status (4)

Country Link
US (1) US11654634B2 (enExample)
JP (1) JP2024523114A (enExample)
CN (1) CN117440883A (enExample)
WO (1) WO2022257772A1 (enExample)

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US12501287B2 (en) * 2021-09-30 2025-12-16 At&T Intellectual Property I, L.P. Autonomous onsite remediation of adverse conditions for network infrastructure in a fifth generation (5G) network or other next generation wireless communication system
US20250319589A1 (en) * 2024-04-11 2025-10-16 Toyota Motor Engineering & Manufacturing North America, Inc. Underbody frame equipment and robotic confirmation equipment prior to prototype sheet metal parts

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CN112634145A (zh) * 2020-11-27 2021-04-09 长春工业大学 基于三维深度卷积生成对抗网络的三维模型修复方法

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JP2002032922A (ja) 2000-05-12 2002-01-31 Sony Corp 光ディスク及び光ディスク装置
US20140042657A1 (en) * 2012-08-08 2014-02-13 Makerbot Industries, Llc Printed circuit board with integrated temperature sensing
US10725451B2 (en) * 2013-10-21 2020-07-28 Made In Space, Inc. Terrestrial and space-based manufacturing systems
US9916398B2 (en) * 2013-12-10 2018-03-13 Dassault Systemes Laser scan re-engineering of 3D CAD models
US9857784B2 (en) 2014-11-12 2018-01-02 International Business Machines Corporation Method for repairing with 3D printing
JP6645681B2 (ja) * 2015-03-11 2020-02-14 キヤノン株式会社 3dデータ管理装置
US10022915B2 (en) 2015-03-16 2018-07-17 International Business Machines Corporation Establishing surface parameters while printing a three-dimensional object from a digital model
US10118345B2 (en) 2015-06-17 2018-11-06 Xerox Corporation System and method for evaluation of a three-dimensional (3D) object during formation of the object
US10489816B1 (en) 2016-08-24 2019-11-26 Wells Fargo Bank, N.A. Offers to print three-dimensional objects
CA3010945A1 (en) * 2017-07-10 2019-01-10 3D Bridge Solutions Inc. Systems, devices and methods for protecting 3d rendered designs
US10614557B2 (en) * 2017-10-16 2020-04-07 Adobe Inc. Digital image completion using deep learning
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JP6863596B6 (ja) * 2018-04-24 2021-06-02 シンメトリー・ディメンションズ・インク データ処理装置及びデータ処理方法
CN109300128B (zh) * 2018-09-29 2022-08-26 聚时科技(上海)有限公司 基于卷积神经网隐含结构的迁移学习图像处理方法
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CN110328849B (zh) 2019-04-19 2021-07-06 珠海赛纳三维科技有限公司 3d打印方法、3d打印装置及3d打印物体
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CN112634145A (zh) * 2020-11-27 2021-04-09 长春工业大学 基于三维深度卷积生成对抗网络的三维模型修复方法

Also Published As

Publication number Publication date
US20220388246A1 (en) 2022-12-08
JP2024523114A (ja) 2024-06-28
US11654634B2 (en) 2023-05-23
WO2022257772A1 (en) 2022-12-15

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