JP7611506B2 - ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム - Google Patents

ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム Download PDF

Info

Publication number
JP7611506B2
JP7611506B2 JP2023512942A JP2023512942A JP7611506B2 JP 7611506 B2 JP7611506 B2 JP 7611506B2 JP 2023512942 A JP2023512942 A JP 2023512942A JP 2023512942 A JP2023512942 A JP 2023512942A JP 7611506 B2 JP7611506 B2 JP 7611506B2
Authority
JP
Japan
Prior art keywords
models
hybrid model
model
candidates
hybrid
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.)
Active
Application number
JP2023512942A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2022215559A1 (https=
Inventor
ヤオ ズウオウ
アテュル マテェウ
アリエル ベック
チャンドラ スワンディ ウィジャヤ
ンウェイ ンウェイ アウング
カイ ジュン ケック
裕也 菅澤
ジェッフリー フェルナンド
吉宣 佐藤
久治 村田
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.)
Panasonic Intellectual Property Management Co Ltd
Original Assignee
Panasonic Intellectual Property Management 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 Panasonic Intellectual Property Management Co Ltd filed Critical Panasonic Intellectual Property Management Co Ltd
Publication of JPWO2022215559A1 publication Critical patent/JPWO2022215559A1/ja
Application granted granted Critical
Publication of JP7611506B2 publication Critical patent/JP7611506B2/ja
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
    • 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
    • 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—Program-control systems
    • G05B19/02—Program-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
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Automation & Control Theory (AREA)
  • Software Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • General Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Quality & Reliability (AREA)
  • Manufacturing & Machinery (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Image Analysis (AREA)
JP2023512942A 2021-04-05 2022-03-25 ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム Active JP7611506B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202163171016P 2021-04-05 2021-04-05
US63/171,016 2021-04-05
PCT/JP2022/014692 WO2022215559A1 (ja) 2021-04-05 2022-03-25 ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム

Publications (2)

Publication Number Publication Date
JPWO2022215559A1 JPWO2022215559A1 (https=) 2022-10-13
JP7611506B2 true JP7611506B2 (ja) 2025-01-10

Family

ID=83545406

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2023512942A Active JP7611506B2 (ja) 2021-04-05 2022-03-25 ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム

Country Status (4)

Country Link
US (1) US20240160196A1 (https=)
JP (1) JP7611506B2 (https=)
CN (1) CN116917910A (https=)
WO (1) WO2022215559A1 (https=)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7439157B2 (ja) * 2022-03-30 2024-02-27 本田技研工業株式会社 検査装置
WO2024087146A1 (en) * 2022-10-28 2024-05-02 Huawei Technologies Co., Ltd. Systems and methods for executing vertical federated learning
EP4705837A1 (en) * 2023-04-25 2026-03-11 Agbotic, Inc. Artificially intelligent control system agent
WO2025022594A1 (ja) 2023-07-26 2025-01-30 三菱電機株式会社 学習装置および学習方法
CN116822253B (zh) * 2023-08-29 2023-12-08 山东省计算中心（国家超级计算济南中心） 适用于masnum海浪模式的混合精度实现方法及系统

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2019015654A (ja) 2017-07-10 2019-01-31 ファナック株式会社 機械学習装置、検査装置及び機械学習方法
CN111723949A (zh) 2020-06-24 2020-09-29 中国石油大学(华东) 基于选择性集成学习的孔隙度预测方法
JP6801149B1 (ja) 2020-01-20 2020-12-16 楽天株式会社 情報処理装置、情報処理方法およびプログラム
JP2021018508A (ja) 2019-07-18 2021-02-15 株式会社日立ハイテク データ分析装置、データ分析方法及びデータ分析プログラム
US20210056425A1 (en) 2019-08-23 2021-02-25 Samsung Electronics Co., Ltd. Method and system for hybrid model including machine learning model and rule-based model
US20210081725A1 (en) 2018-08-07 2021-03-18 Advanced New Technologies Co., Ltd. Method, apparatus, server, and user terminal for constructing data processing model
WO2021055847A1 (en) 2019-09-18 2021-03-25 Hartford Steam Boiler Inspection And Insurance Company Computer-based systems, computing components and computing objects configured to implement dynamic outlier bias reduction in machine learning models

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2019198408A1 (ja) * 2018-04-11 2019-10-17 富士フイルム株式会社 学習装置、学習方法、及び学習プログラム
CN112085205B (zh) * 2019-06-14 2026-02-24 第四范式（北京）技术有限公司 用于自动训练机器学习模型的方法和系统
KR102211852B1 (ko) * 2020-03-20 2021-02-03 주식회사 루닛 데이터의 특징점을 취합하여 기계 학습하는 방법 및 장치

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2019015654A (ja) 2017-07-10 2019-01-31 ファナック株式会社 機械学習装置、検査装置及び機械学習方法
US20210081725A1 (en) 2018-08-07 2021-03-18 Advanced New Technologies Co., Ltd. Method, apparatus, server, and user terminal for constructing data processing model
JP2021018508A (ja) 2019-07-18 2021-02-15 株式会社日立ハイテク データ分析装置、データ分析方法及びデータ分析プログラム
US20210056425A1 (en) 2019-08-23 2021-02-25 Samsung Electronics Co., Ltd. Method and system for hybrid model including machine learning model and rule-based model
WO2021055847A1 (en) 2019-09-18 2021-03-25 Hartford Steam Boiler Inspection And Insurance Company Computer-based systems, computing components and computing objects configured to implement dynamic outlier bias reduction in machine learning models
JP6801149B1 (ja) 2020-01-20 2020-12-16 楽天株式会社 情報処理装置、情報処理方法およびプログラム
CN111723949A (zh) 2020-06-24 2020-09-29 中国石油大学(华东) 基于选择性集成学习的孔隙度预测方法

Also Published As

Publication number Publication date
CN116917910A (zh) 2023-10-20
JPWO2022215559A1 (https=) 2022-10-13
US20240160196A1 (en) 2024-05-16
WO2022215559A1 (ja) 2022-10-13

Similar Documents

Publication Publication Date Title
JP7611506B2 (ja) ハイブリッドモデル作成方法、ハイブリッドモデル作成装置、及び、プログラム
US20190087737A1 (en) Anomaly detection and automated analysis in systems based on fully masked weighted directed
US11748600B2 (en) Quantization parameter optimization method and quantization parameter optimization device
US12217189B2 (en) Hyperparameter adjustment device, non-transitory recording medium in which hyperparameter adjustment program is recorded, and hyperparameter adjustment program
CN116664928A (zh) 一种基于CNN与Transformer的糖尿病视网膜病变分级方法与系统
US20210248293A1 (en) Optimization device and optimization method
CN117818056A (zh) 基于ai的骨科3d打印方法和装置
US20230206054A1 (en) Expedited Assessment and Ranking of Model Quality in Machine Learning
US10394631B2 (en) Anomaly detection and automated analysis using weighted directed graphs
US20220147869A1 (en) Training trainable modules using learning data, the labels of which are subject to noise
US11809994B2 (en) Information processing apparatus, information processing method, and non-transitory computer-readable storage medium
JP6860602B2 (ja) 汎用人工知能装置及び汎用人工知能プログラム
CN119005087B (zh) 基于机器学习的pcb分板路径自动优化方法及系统
WO2007020466A2 (en) Data classification apparatus and method
JP2020071777A (ja) 時系列特徴抽出装置、時系列特徴抽出方法及びプログラム
CN111026661B (zh) 一种软件易用性全面测试方法及系统
CN112861689A (zh) 一种基于nas技术的坐标识别模型的搜索方法及装置
WO2022222230A1 (zh) 基于机器学习的指标预测方法、装置、设备及存储介质
US20220237459A1 (en) Generation method, computer-readable recording medium storing generation program, and information processing apparatus
CN117935998A (zh) 甲状腺数据分类模型的建模方法、装置、存储介质及终端
Fierro et al. Enhancing Diagnostic in 3D COVID-19 Pneumonia CT-scans through Explainable Uncertainty Bayesian Quantification
CN114971739A (zh) 一种基于pca-dbn的在线学习平台用户满意度预测方法及系统
Machado et al. Post-calibration techniques: Balancing calibration and score distribution alignment
Sanpui et al. Comparison of Deterministic and Probabilistic Machine Learning Algorithms for Precise Dimensional Control and Uncertainty Quantification in Additive Manufacturing
US12321839B1 (en) Systems and methods for intelligent generation and assessment of candidate less discriminatory alternative machine learning models

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20230704

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20240528

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20240705

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20240924

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20241017

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20241126

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20241211

R150 Certificate of patent or registration of utility model

Ref document number: 7611506

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150