JP7680458B2 - 産業プラントの監視 - Google Patents

産業プラントの監視 Download PDF

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JP7680458B2
JP7680458B2 JP2022547299A JP2022547299A JP7680458B2 JP 7680458 B2 JP7680458 B2 JP 7680458B2 JP 2022547299 A JP2022547299 A JP 2022547299A JP 2022547299 A JP2022547299 A JP 2022547299A JP 7680458 B2 JP7680458 B2 JP 7680458B2
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sensor
signal
data
sensors
time
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Japanese (ja)
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JP2023513506A5 (https=
JP2023513506A (ja
Inventor
ファニダキス,ニコラオス
ノイマン,クラウス-ユルゲン
プリーゼ,ベンヤミン
シュトロマイヤー,フランク
フォルカート,ノーマン
クリスト,トーマス
クナイツ,トルステン・ノルベルト
クビッシュ,アレクサンダー
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BASF SE
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BASF SE
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    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric 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
    • G05B23/0224Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024Quantitative history assessment, e.g. mathematical relationships between available data; Functions therefor; Principal component analysis [PCA]; Partial least square [PLS]; Statistical classifiers, e.g. Bayesian networks, linear regression or correlation analysis; Neural networks
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B19/00Program-control systems
    • G05B19/02Program-control systems electric
    • G05B19/418Total 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]
    • G05B19/41875Total 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
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0218Electric 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
    • G05B23/0221Preprocessing measurements, e.g. data collection rate adjustment; Standardization of measurements; Time series or signal analysis, e.g. frequency analysis or wavelets; Trustworthiness of measurements; Indexes therefor; Measurements using easily measured parameters to estimate parameters difficult to measure; Virtual sensor creation; De-noising; Sensor fusion; Unconventional preprocessing inherently present in specific fault detection methods like PCA-based methods
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B23/00Testing or monitoring of control systems or parts thereof
    • G05B23/02Electric testing or monitoring
    • G05B23/0205Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults
    • G05B23/0259Electric testing or monitoring by means of a monitoring system capable of detecting and responding to faults characterized by the response to fault detection
    • G05B23/0275Fault isolation and identification, e.g. classify fault; estimate cause or root of failure
    • G05B23/0281Quantitative, e.g. mathematical distance; Clustering; Neural networks; Statistical analysis
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B2219/00Program-control systems
    • G05B2219/30Nc systems
    • G05B2219/37Measurements
    • G05B2219/37591Plant characteristics
    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P80/00Climate change mitigation technologies for sector-wide applications
    • Y02P80/30Reducing waste in manufacturing processes; Calculations of released waste quantities
    • YGENERAL 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
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02PCLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
    • Y02P90/00Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
    • Y02P90/80Management or planning

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Probability & Statistics with Applications (AREA)
  • Pure & Applied Mathematics (AREA)
  • Algebra (AREA)
  • General Engineering & Computer Science (AREA)
  • Manufacturing & Machinery (AREA)
  • Quality & Reliability (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Testing Or Calibration Of Command Recording Devices (AREA)
JP2022547299A 2020-02-04 2021-01-29 産業プラントの監視 Active JP7680458B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP20155480.5 2020-02-04
EP20155480 2020-02-04
PCT/EP2021/052193 WO2021156157A1 (en) 2020-02-04 2021-01-29 Industrial plant monitoring

Publications (3)

Publication Number Publication Date
JP2023513506A JP2023513506A (ja) 2023-03-31
JP2023513506A5 JP2023513506A5 (https=) 2024-02-05
JP7680458B2 true JP7680458B2 (ja) 2025-05-20

Family

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JP2022547299A Active JP7680458B2 (ja) 2020-02-04 2021-01-29 産業プラントの監視

Country Status (6)

Country Link
US (1) US11971706B2 (https=)
EP (1) EP4100808A1 (https=)
JP (1) JP7680458B2 (https=)
KR (1) KR20220137931A (https=)
CN (1) CN115039047A (https=)
WO (1) WO2021156157A1 (https=)

Families Citing this family (18)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE102020206114A1 (de) * 2020-05-14 2021-11-18 Sms Group Gmbh System und Verfahren zur Steuerung einer aus mehreren Anlagenteilen bestehenden Produktionsanlage, insbesondere einer Produktionsanlage zur Erzeugung von Industriegütern wie metallischem Halbzeug
WO2022123787A1 (ja) * 2020-12-11 2022-06-16 三菱電機株式会社 空調システムの状態の学習装置および推論装置
JP7278343B2 (ja) * 2021-08-27 2023-05-19 東芝プラントシステム株式会社 発電プラントの運転管理装置、方法及びプログラム
CA3131637C (en) * 2021-09-22 2024-07-02 Suncor Energy Inc. SYSTEM AND METHOD FOR MONITORING, ANALYZING AND CONTROLLING EMISSIONS IN A PLANT
CN114296410B (zh) * 2021-12-22 2023-08-08 中国长江电力股份有限公司 一种自适应的多源缓变量选控方法
EP4283428A1 (en) * 2022-05-25 2023-11-29 Abb Schweiz Ag System and method for monitoring a production process
US12444197B2 (en) * 2022-11-02 2025-10-14 Abb Schweiz Ag Monitoring process stations utilizing visual indicators
KR20240106605A (ko) * 2022-12-29 2024-07-08 (주)아이티공간 절대편차를 이용한 기기의 예지 보전방법
KR102652289B1 (ko) 2023-03-27 2024-03-28 주식회사 더블유이엔지 통합 데이터베이스를 활용한 네트워크 방식의 산업 플랜트 제어 시스템
EP4498183A1 (en) 2023-07-26 2025-01-29 Basf Se A system and a computer implemented method for a distributed production environment
WO2025021756A1 (en) 2023-07-26 2025-01-30 Basf Se Method for anomaly mitigation in a production cycle of a distributed chemical production
IT202400000843A1 (it) * 2024-01-18 2025-07-18 Nuovo Pignone Tecnologie Srl Fornire spiegazioni di anomalie in macchine o impianti industriali attraverso frasi linguistiche
GB2643020A (en) * 2024-07-29 2026-02-04 Siemens Ag Method and system for monitoring assets
CN119468508A (zh) * 2025-01-14 2025-02-18 克拉玛依市独山子区晟通热力有限责任公司 基于热负荷预测的热水锅炉智能控制系统及方法
CN119879100B (zh) * 2025-02-28 2025-06-17 成都秦川物联网科技股份有限公司 基于物联网的智慧燃气管道废气安全处理方法和系统
CN120840037A (zh) * 2025-09-18 2025-10-28 浙江科强智能控制系统有限公司 一种注塑机生产计划反控停止运行方法
CN120856479B (zh) * 2025-09-23 2025-12-09 鹏城实验室 工业网络数据的异常检测方法及相关设备
CN120873492B (zh) * 2025-09-24 2025-12-23 葛洲坝集团交通投资有限公司 一种斜拉桥配套设施状态监测数据融合方法及系统

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004531815A (ja) 2001-04-10 2004-10-14 スマートシグナル・コーポレーション 予測的状態監視のための診断システムおよび方法
JP2009534746A (ja) 2006-04-21 2009-09-24 エクソンモービル リサーチ アンド エンジニアリング カンパニー 異常事象検出技術のディレードコーキングユニットへの適用
JP2011090382A (ja) 2009-10-20 2011-05-06 Mitsubishi Heavy Ind Ltd 監視システム
WO2018104985A1 (ja) 2016-12-08 2018-06-14 日本電気株式会社 異常分析方法、プログラムおよびシステム

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP1914638A1 (en) 2006-10-18 2008-04-23 Bp Oil International Limited Abnormal event detection using principal component analysis
US10241887B2 (en) * 2013-03-29 2019-03-26 Vmware, Inc. Data-agnostic anomaly detection
CN106370347B (zh) * 2016-09-09 2019-03-19 重庆大学 一种航天火工品发火测试压力传感器漂移自适应校正方法
CN109203995A (zh) * 2018-07-10 2019-01-15 中南大学 一种牵引系统主回路接地故障诊断方法及系统
CN109901537B (zh) * 2019-03-18 2020-09-29 北京大通惠德科技有限公司 用于边缘计算侧的机械设备运行状态监测方法和系统

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004531815A (ja) 2001-04-10 2004-10-14 スマートシグナル・コーポレーション 予測的状態監視のための診断システムおよび方法
JP2009534746A (ja) 2006-04-21 2009-09-24 エクソンモービル リサーチ アンド エンジニアリング カンパニー 異常事象検出技術のディレードコーキングユニットへの適用
JP2011090382A (ja) 2009-10-20 2011-05-06 Mitsubishi Heavy Ind Ltd 監視システム
WO2018104985A1 (ja) 2016-12-08 2018-06-14 日本電気株式会社 異常分析方法、プログラムおよびシステム

Also Published As

Publication number Publication date
KR20220137931A (ko) 2022-10-12
CN115039047A (zh) 2022-09-09
JP2023513506A (ja) 2023-03-31
WO2021156157A1 (en) 2021-08-12
US11971706B2 (en) 2024-04-30
EP4100808A1 (en) 2022-12-14
US20230053545A1 (en) 2023-02-23

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