MX2022000808A - Metodo de generacion de modelo de prediccion de calidad, modelo de prediccion de calidad, metodo de prediccion de calidad, metodo de fabricacion de material de metal, dispositivo de generacion de modelo de prediccion de calidad y dispositivo de prediccion de calidad. - Google Patents

Metodo de generacion de modelo de prediccion de calidad, modelo de prediccion de calidad, metodo de prediccion de calidad, metodo de fabricacion de material de metal, dispositivo de generacion de modelo de prediccion de calidad y dispositivo de prediccion de calidad.

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Publication number
MX2022000808A
MX2022000808A MX2022000808A MX2022000808A MX2022000808A MX 2022000808 A MX2022000808 A MX 2022000808A MX 2022000808 A MX2022000808 A MX 2022000808A MX 2022000808 A MX2022000808 A MX 2022000808A MX 2022000808 A MX2022000808 A MX 2022000808A
Authority
MX
Mexico
Prior art keywords
quality prediction
prediction model
metal material
generating
quality
Prior art date
Application number
MX2022000808A
Other languages
English (en)
Inventor
Hiroyasu Shigemori
Original Assignee
Jfe Steel Corp
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 Jfe Steel Corp filed Critical Jfe Steel Corp
Publication of MX2022000808A publication Critical patent/MX2022000808A/es

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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
    • G05B19/418—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], computer integrated manufacturing [CIM]
    • G05B19/41885—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], computer integrated manufacturing [CIM] characterised by modeling, simulation of the manufacturing system
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00—Computer-aided design [CAD]
    • G06F30/20—Design optimisation, verification or simulation
    • G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
    • 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], computer integrated manufacturing [CIM]
    • 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
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • C—CHEMISTRY; METALLURGY
    • C21—METALLURGY OF IRON
    • C21D—MODIFYING THE PHYSICAL STRUCTURE OF FERROUS METALS; GENERAL DEVICES FOR HEAT TREATMENT OF FERROUS OR NON-FERROUS METALS OR ALLOYS; MAKING METAL MALLEABLE, e.g. BY DECARBURISATION OR TEMPERING
    • C21D11/00—Process control or regulation for heat treatments
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/20—Metals
    • 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], 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], computer integrated manufacturing [CIM] characterised by quality surveillance of production
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • 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—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/04—Manufacturing
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B21—MECHANICAL METAL-WORKING WITHOUT ESSENTIALLY REMOVING MATERIAL; PUNCHING METAL
    • B21B—ROLLING OF METAL
    • B21B37/00—Control devices or methods specially adapted for metal-rolling mills or the work produced thereby
    • C—CHEMISTRY; METALLURGY
    • C21—METALLURGY OF IRON
    • C21D—MODIFYING THE PHYSICAL STRUCTURE OF FERROUS METALS; GENERAL DEVICES FOR HEAT TREATMENT OF FERROUS OR NON-FERROUS METALS OR ALLOYS; MAKING METAL MALLEABLE, e.g. BY DECARBURISATION OR TEMPERING
    • C21D8/00—Modifying the physical properties by deformation combined with, or followed by, heat treatment
    • C21D8/02—Modifying the physical properties by deformation combined with, or followed by, heat treatment during manufacturing of plates or strips
    • C21D8/0221—Modifying the physical properties by deformation combined with, or followed by, heat treatment during manufacturing of plates or strips characterised by the working steps
    • C21D8/0226—Hot rolling
    • C—CHEMISTRY; METALLURGY
    • C21—METALLURGY OF IRON
    • C21D—MODIFYING THE PHYSICAL STRUCTURE OF FERROUS METALS; GENERAL DEVICES FOR HEAT TREATMENT OF FERROUS OR NON-FERROUS METALS OR ALLOYS; MAKING METAL MALLEABLE, e.g. BY DECARBURISATION OR TEMPERING
    • C21D8/00—Modifying the physical properties by deformation combined with, or followed by, heat treatment
    • C21D8/02—Modifying the physical properties by deformation combined with, or followed by, heat treatment during manufacturing of plates or strips
    • C21D8/0221—Modifying the physical properties by deformation combined with, or followed by, heat treatment during manufacturing of plates or strips characterised by the working steps
    • C21D8/0236—Cold rolling
    • C—CHEMISTRY; METALLURGY
    • C21—METALLURGY OF IRON
    • C21D—MODIFYING THE PHYSICAL STRUCTURE OF FERROUS METALS; GENERAL DEVICES FOR HEAT TREATMENT OF FERROUS OR NON-FERROUS METALS OR ALLOYS; MAKING METAL MALLEABLE, e.g. BY DECARBURISATION OR TEMPERING
    • C21D9/00—Heat treatment, e.g. annealing, hardening, quenching or tempering, adapted for particular articles; Furnaces therefor
    • C21D9/46—Heat treatment, e.g. annealing, hardening, quenching or tempering, adapted for particular articles; Furnaces therefor for sheet metals
    • 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
    • G05B2219/32194—Quality prediction
    • 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
    • G05B2219/32339—Object oriented modeling, design, analysis, implementation, simulation language
    • 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
    • G05B2219/45—Nc applications
    • G05B2219/45234—Thin flat workpiece, sheet metal machining
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • 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
    • Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/02—Total factory control, e.g. smart factories, flexible manufacturing systems [FMS] or integrated manufacturing systems [IMS]

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Manufacturing & Machinery (AREA)
  • Business, Economics & Management (AREA)
  • Chemical & Material Sciences (AREA)
  • Quality & Reliability (AREA)
  • Automation & Control Theory (AREA)
  • Health & Medical Sciences (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Geometry (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Computer Hardware Design (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Marketing (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • General Health & Medical Sciences (AREA)
  • Operations Research (AREA)
  • Immunology (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Game Theory and Decision Science (AREA)
  • Development Economics (AREA)
  • Food Science & Technology (AREA)
  • Medicinal Chemistry (AREA)
  • Analytical Chemistry (AREA)
  • Biochemistry (AREA)
  • Primary Health Care (AREA)
  • Pathology (AREA)

Abstract

Un método de generación de modelo de predicción de calidad es un método de generación de un modelo de predicción de calidad para un material de metal fabricado a través de uno o más procesos, el método incluye: un primer paso de recolección de recolección de una condición de fabricación de cada uno de los procesos para cada una de las áreas predeterminadas del material de metal; un segundo paso de recolección de evaluación y recolección de calidad del material de metal fabricado a través de cada proceso para cada una de las áreas predeterminadas; un paso de almacenamiento de almacenamiento de la condición de fabricación de cada proceso y la calidad del material de metal fabricado bajo la condición de fabricación en asociación entre sí para cada una de las áreas predeterminadas; y un paso de generación de modelo de generación de un modelo de predicción de calidad que predice la calidad del material de metal para cada una de las áreas predeterminadas sobre la base de la condición de fabricación almacenada para cada una de las áreas predeterminadas en cada proceso.
MX2022000808A 2019-07-22 2020-06-09 Metodo de generacion de modelo de prediccion de calidad, modelo de prediccion de calidad, metodo de prediccion de calidad, metodo de fabricacion de material de metal, dispositivo de generacion de modelo de prediccion de calidad y dispositivo de prediccion de calidad. MX2022000808A (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
JP2019134701 2019-07-22
PCT/JP2020/022637 WO2021014804A1 (ja) 2019-07-22 2020-06-09 品質予測モデル生成方法、品質予測モデル、品質予測方法、金属材料の製造方法、品質予測モデル生成装置および品質予測装置

Publications (1)

Publication Number Publication Date
MX2022000808A true MX2022000808A (es) 2022-02-16

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ID=74193371

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2022000808A MX2022000808A (es) 2019-07-22 2020-06-09 Metodo de generacion de modelo de prediccion de calidad, modelo de prediccion de calidad, metodo de prediccion de calidad, metodo de fabricacion de material de metal, dispositivo de generacion de modelo de prediccion de calidad y dispositivo de prediccion de calidad.

Country Status (8)

Country Link
US (1) US20220261520A1 (es)
EP (1) EP4006670A4 (es)
JP (1) JP7207547B2 (es)
KR (1) KR20220007653A (es)
CN (1) CN114144738A (es)
MX (1) MX2022000808A (es)
TW (1) TWI759770B (es)
WO (1) WO2021014804A1 (es)

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2023028246A (ja) * 2021-08-19 2023-03-03 Ｊｆｅスチール株式会社 品質予測モデルの作成方法、品質予測方法、操業条件提示方法、品質予測モデルの作成装置、品質予測装置および操業条件提示装置
EP4276550A1 (en) * 2022-05-12 2023-11-15 Primetals Technologies Austria GmbH Method and computer system for controlling a process of a metallurgical plant
EP4339715A1 (de) * 2022-09-13 2024-03-20 Siempelkamp Maschinen- und Anlagenbau GmbH Verfahren zum erzeugen eines mathematischen modells zum vorhersagen von zumindest einem qualitätsmerkmal einer baustoffplatte
CN116757031B (zh) * 2023-06-15 2024-02-09 中南大学 影响金属-金属胶接性能的多因素的分析方法及装置

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JP4474847B2 (ja) 2003-05-28 2010-06-09 Ｊｆｅスチール株式会社 結果予測装置
JP4495960B2 (ja) * 2003-12-26 2010-07-07 キヤノンＩｔソリューションズ株式会社 プロセスと品質との関係についてのモデル作成装置
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JP5382104B2 (ja) * 2011-12-20 2014-01-08 Ｊｆｅスチール株式会社 パネル評価方法
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CN109074051B (zh) * 2016-03-28 2021-06-11 三菱电机株式会社 质量管理装置、质量管理方法及记录介质
TWI625615B (zh) * 2016-11-29 2018-06-01 財團法人工業技術研究院 預測模型建立方法及其相關預測方法與電腦程式產品
KR102272894B1 (ko) * 2017-05-31 2021-07-05 에이에스엠엘 네델란즈 비.브이. 측정 방법의 성능을 예측하는 방법 및 장치, 측정 방법 및 장치
JP6953990B2 (ja) * 2017-10-17 2021-10-27 日本製鉄株式会社 品質予測装置及び品質予測方法

Also Published As

Publication number Publication date
TW202113521A (zh) 2021-04-01
CN114144738A (zh) 2022-03-04
US20220261520A1 (en) 2022-08-18
EP4006670A4 (en) 2022-09-14
WO2021014804A1 (ja) 2021-01-28
EP4006670A1 (en) 2022-06-01
TWI759770B (zh) 2022-04-01
JPWO2021014804A1 (ja) 2021-11-04
JP7207547B2 (ja) 2023-01-18
KR20220007653A (ko) 2022-01-18

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