CN113632099A - 分布式产品缺陷分析系统、方法及计算机可读存储介质 - Google Patents

分布式产品缺陷分析系统、方法及计算机可读存储介质 Download PDF

Info

Publication number
CN113632099A
CN113632099A CN201980003156.6A CN201980003156A CN113632099A CN 113632099 A CN113632099 A CN 113632099A CN 201980003156 A CN201980003156 A CN 201980003156A CN 113632099 A CN113632099 A CN 113632099A
Authority
CN
China
Prior art keywords
product
defect
task
identification
product manufacturing
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201980003156.6A
Other languages
English (en)
Other versions
CN113632099B (zh
Inventor
李昭月
柴栋
王耀平
张美娟
王洪
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
BOE Technology Group Co Ltd
Original Assignee
BOE Technology Group Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by BOE Technology Group Co Ltd filed Critical BOE Technology Group Co Ltd
Publication of CN113632099A publication Critical patent/CN113632099A/zh
Application granted granted Critical
Publication of CN113632099B publication Critical patent/CN113632099B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0275—Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0004—Industrial image inspection
    • 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
    • G05B19/418—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM]
    • G05B19/41875—Total factory control, i.e. centrally controlling a plurality of machines, e.g. direct or distributed numerical control [DNC], flexible manufacturing systems [FMS], integrated manufacturing systems [IMS] or computer integrated manufacturing [CIM] characterised by quality surveillance of production
    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults
    • G05B23/0243—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model
    • G05B23/0254—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterised by the fault detection method dealing with either existing or incipient faults model based detection method, e.g. first-principles knowledge model based on a quantitative model, e.g. mathematical relationships between inputs and outputs; functions: observer, Kalman filter, residual calculation, Neural Networks
    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0262—Confirmation of fault detection, e.g. extra checks to confirm that a failure has indeed occurred
    • 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
    • G05B23/00—Testing or monitoring of control systems or parts thereof
    • G05B23/02—Electric testing or monitoring
    • G05B23/0205—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259—Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0275—Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
    • G05B23/0281—Quantitative, e.g. mathematical distance; Clustering; Neural networks; Statistical analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
    • G06Q10/06395—Quality analysis or management
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/04—Manufacturing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/96—Management of image or video recognition tasks
    • 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
    • G05B2219/32—Operator till task planning
    • G05B2219/32368—Quality control
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30108—Industrial image inspection
    • G06T2207/30148—Semiconductor; IC; Wafer
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00—Indexing scheme relating to image or video recognition or understanding
    • G06V2201/06—Recognition of objects for industrial automation

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Evolutionary Computation (AREA)
  • Quality & Reliability (AREA)
  • Automation & Control Theory (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Human Resources & Organizations (AREA)
  • Artificial Intelligence (AREA)
  • Multimedia (AREA)
  • General Engineering & Computer Science (AREA)
  • Manufacturing & Machinery (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Educational Administration (AREA)
  • Marketing (AREA)
  • Data Mining & Analysis (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Development Economics (AREA)
  • General Business, Economics & Management (AREA)
  • Tourism & Hospitality (AREA)
  • Mathematical Optimization (AREA)
  • Operations Research (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Game Theory and Decision Science (AREA)
  • Probability & Statistics with Applications (AREA)
  • Pure & Applied Mathematics (AREA)
  • Primary Health Care (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Cheminformatics (AREA)

Abstract

一种分布式产品缺陷分析系统(104)，用于产品制造过程中的产品缺陷分析，包括产品制造消息处理集群(201)、产品缺陷识别集群(202)、产品图像数据库(203)、客户端设备(204)，其中：所述产品图像数据库(203)，被配置为存储产品制造过程中产生的产品图像；所述产品制造消息处理集群(201)，被配置为：根据产品制造消息，生成产品缺陷分析任务，其中，所述产品缺陷分析任务包括第一缺陷识别任务；所述产品缺陷识别集群(202)，被配置为：基于所述第一缺陷识别任务，通过缺陷识别模型识别所述产品图像中的产品缺陷内容，其中，所述产品缺陷内容包括产品的缺陷类型、缺陷位置和缺陷大小中的任意一项或多项；所述客户端设备(204)，被配置为输出产品缺陷识别结果。

Description

PCT国内申请，说明书已公开。

Claims (21)

  1. PCT国内申请，权利要求书已公开。
CN201980003156.6A 2019-12-20 分布式产品缺陷分析系统、方法及计算机可读存储介质 Active CN113632099B (zh)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/CN2019/127071 WO2021120186A1 (zh) 2019-12-20 2019-12-20 分布式产品缺陷分析系统、方法及计算机可读存储介质

Publications (2)

Publication Number Publication Date
CN113632099A true CN113632099A (zh) 2021-11-09
CN113632099B CN113632099B (zh) 2024-06-28

Family

ID=

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114418458A (zh) * 2022-03-17 2022-04-29 深圳市爱云信息科技有限公司 基于数字孪生DaaS平台的工艺调参方法
CN114463331A (zh) * 2022-04-12 2022-05-10 四川英创力电子科技股份有限公司 印制电路板aoi检修报表自动生成方法及装置
CN115438805A (zh) * 2022-11-08 2022-12-06 江苏智云天工科技有限公司 基于工业质检领域机器学习模型的产品缺陷检测方法
WO2023226682A1 (zh) * 2022-05-25 2023-11-30 京东方科技集团股份有限公司 一种数据处理方法、装置、服务器及存储介质

Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040254752A1 (en) * 2003-06-10 2004-12-16 International Business Machines Corporation System for identification of defects on circuits or other arrayed products
CN108564104A (zh) * 2018-01-09 2018-09-21 北京百度网讯科技有限公司 产品缺陷检测方法、装置、系统、服务器及存储介质
CN110059631A (zh) * 2019-04-19 2019-07-26 中铁第一勘察设计院集团有限公司 接触网非接触式监测缺陷识别方法
CN110441312A (zh) * 2019-07-30 2019-11-12 上海深视信息科技有限公司 一种基于多光谱成像的产品表面缺陷检测系统
US20190362490A1 (en) * 2018-05-25 2019-11-28 Beijing Baidu Netcom Science And Technology Co., Ltd. Method and apparatus for inspecting corrosion defect of ladle
CN110554047A (zh) * 2019-09-06 2019-12-10 腾讯科技（深圳）有限公司 产品缺陷检测数据处理方法、装置、系统和设备

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040254752A1 (en) * 2003-06-10 2004-12-16 International Business Machines Corporation System for identification of defects on circuits or other arrayed products
CN108564104A (zh) * 2018-01-09 2018-09-21 北京百度网讯科技有限公司 产品缺陷检测方法、装置、系统、服务器及存储介质
US20190362490A1 (en) * 2018-05-25 2019-11-28 Beijing Baidu Netcom Science And Technology Co., Ltd. Method and apparatus for inspecting corrosion defect of ladle
CN110059631A (zh) * 2019-04-19 2019-07-26 中铁第一勘察设计院集团有限公司 接触网非接触式监测缺陷识别方法
CN110441312A (zh) * 2019-07-30 2019-11-12 上海深视信息科技有限公司 一种基于多光谱成像的产品表面缺陷检测系统
CN110554047A (zh) * 2019-09-06 2019-12-10 腾讯科技（深圳）有限公司 产品缺陷检测数据处理方法、装置、系统和设备

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114418458A (zh) * 2022-03-17 2022-04-29 深圳市爱云信息科技有限公司 基于数字孪生DaaS平台的工艺调参方法
CN114463331A (zh) * 2022-04-12 2022-05-10 四川英创力电子科技股份有限公司 印制电路板aoi检修报表自动生成方法及装置
WO2023226682A1 (zh) * 2022-05-25 2023-11-30 京东方科技集团股份有限公司 一种数据处理方法、装置、服务器及存储介质
CN115438805A (zh) * 2022-11-08 2022-12-06 江苏智云天工科技有限公司 基于工业质检领域机器学习模型的产品缺陷检测方法
CN115438805B (zh) * 2022-11-08 2023-01-24 江苏智云天工科技有限公司 基于工业质检领域机器学习模型的产品缺陷检测方法

Also Published As

Publication number Publication date
KR20220117126A (ko) 2022-08-23
EP4080406A4 (en) 2022-12-28
JP7393515B2 (ja) 2023-12-06
WO2021120186A1 (zh) 2021-06-24
US20230153974A1 (en) 2023-05-18
US11880968B2 (en) 2024-01-23
EP4080406A1 (en) 2022-10-26
JP2023514891A (ja) 2023-04-12

Similar Documents

Publication Publication Date Title
JP7393515B2 (ja) 分散型製品欠陥分析システム、方法及びコンピュータ可読記憶媒体
JP2020528996A (ja) ディスプレイスクリーン品質検査方法、装置、電子機器及び記憶媒体
US20210049416A1 (en) Artificial intelligence system for inspecting image reliability
US20180276508A1 (en) Automated visual information context and meaning comprehension system
CN110287316A (zh) 一种告警分类方法、装置、电子设备及存储介质
CN112966772A (zh) 一种多人在线的图像半自动标注方法及系统
JP7442550B2 (ja) 推論演算装置、モデル訓練装置、及び推論演算システム
US11500370B2 (en) System for predictive maintenance using generative adversarial networks for failure prediction
WO2021120179A1 (zh) 产品制造消息处理方法、设备和计算机存储介质
US20210281469A1 (en) System for decomposing events that includes user interface
WO2023226682A1 (zh) 一种数据处理方法、装置、服务器及存储介质
US20230048386A1 (en) Method for detecting defect and method for training model
CN115546218B (zh) 置信度阈值确定方法和装置、电子设备和存储介质
CN113632099B (zh) 分布式产品缺陷分析系统、方法及计算机可读存储介质
US20230195742A1 (en) Time series prediction method for graph structure data
CN109597702A (zh) 消息总线异常的根因分析方法、装置、设备及存储介质
CN116340434A (zh) 企业数据管理仪表板
US20210279597A1 (en) System for predictive maintenance using discriminant generative adversarial networks
US20210279596A1 (en) System for predictive maintenance using trace norm generative adversarial networks
US20240220319A1 (en) Automated visual information context and meaning comprehension system
CN116475081B (zh) 一种基于云边协同的工业产品分拣控制方法、装置及系统
US20220405617A1 (en) Artificial intelligence collectors
US20220405676A1 (en) Method and device for managing project by using data filtering
US20220405678A1 (en) Method and device for managing project by using data pointer
US11238354B2 (en) Event-based feature engineering

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant