MX2021008420A - Sistema y metodo para detectar y medir anomalias en la se?alizacion que se origina en componentes usados en procesos industriales. - Google Patents

Sistema y metodo para detectar y medir anomalias en la se?alizacion que se origina en componentes usados en procesos industriales.

Info

Publication number
MX2021008420A
MX2021008420A MX2021008420A MX2021008420A MX2021008420A MX 2021008420 A MX2021008420 A MX 2021008420A MX 2021008420 A MX2021008420 A MX 2021008420A MX 2021008420 A MX2021008420 A MX 2021008420A MX 2021008420 A MX2021008420 A MX 2021008420A
Authority
MX
Mexico
Prior art keywords
industrial processes
components used
detecting
alarm
signaling originating
Prior art date
Application number
MX2021008420A
Other languages
English (en)
Inventor
Alison Michan
Original Assignee
Buehler Ag
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 Buehler Ag filed Critical Buehler Ag
Publication of MX2021008420A publication Critical patent/MX2021008420A/es

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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
    • 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]
    • G05B19/4184—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 fault tolerance, reliability of production system
    • 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
    • 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]
    • G05B19/4185—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 the network communication
    • 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]
    • G05B19/41865—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 job scheduling, process planning, material flow
    • 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]
    • G05B19/4188—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 CIM planning or realisation
    • 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
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/0227—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions
    • G05B23/0235—Qualitative history assessment, whereby the type of data acted upon, e.g. waveforms, images or patterns, is not relevant, e.g. rule based assessment; if-then decisions based on a comparison with predetermined threshold or range, e.g. "classical methods", carried out during normal operation; threshold adaptation or choice; when or how to compare with the threshold
    • 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
    • G05B23/0224—Process history based detection method, e.g. whereby history implies the availability of large amounts of data
    • G05B23/024—Quantitative 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
    • 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
    • G05B23/0267—Fault communication, e.g. human machine interface [HMI]
    • G05B23/027—Alarm generation, e.g. communication protocol; Forms of alarm
    • 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
    • G05B23/0286—Modifications to the monitored process, e.g. stopping operation or adapting control
    • G05B23/0294—Optimizing process, e.g. process efficiency, product quality
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine 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
    • Y02P90/80—Management or planning

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • General Engineering & Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Manufacturing & Machinery (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Algebra (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Probability & Statistics with Applications (AREA)
  • Pure & Applied Mathematics (AREA)
  • Human Computer Interaction (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)

Abstract

La invención se refiere a un método y sistema para la detección de anomalías en datos sensoriales que se originan a partir de componentes usados en procesos industriales. Los pasos de detección de anomalías comprenden (i) obtener datos de procesos y de alarmas/fallas de un componente o grupo de componentes, (ii) aprender la frecuencia típica de operación anormal o alarmas/fallas, (iii) comparar los nuevos datos con la operación normal aprendida, y (iv) identificarse como anómalo basándose en un valor de umbral que puede ajustarse. La invención también proporciona un monitoreo, detección y visualización de alarmas, automatizada, novedosa y eficiente, única para la aplicación.
MX2021008420A 2019-01-30 2020-01-30 Sistema y metodo para detectar y medir anomalias en la se?alizacion que se origina en componentes usados en procesos industriales. MX2021008420A (es)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
EP19154618.3A EP3690581B1 (en) 2019-01-30 2019-01-30 System and method for detecting and measuring anomalies in signaling originating from components used in industrial processes
PCT/EP2020/052330 WO2020157220A1 (en) 2019-01-30 2020-01-30 System and method for detecting and measuring anomalies in signaling originating from components used in industrial processes

Publications (1)

Publication Number Publication Date
MX2021008420A true MX2021008420A (es) 2021-10-13

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Family Applications (1)

Application Number Title Priority Date Filing Date
MX2021008420A MX2021008420A (es) 2019-01-30 2020-01-30 Sistema y metodo para detectar y medir anomalias en la se?alizacion que se origina en componentes usados en procesos industriales.

Country Status (10)

Country Link
US (1) US11989010B2 (es)
EP (1) EP3690581B1 (es)
JP (1) JP7282184B2 (es)
KR (1) KR102428632B1 (es)
BR (1) BR112021013786A2 (es)
ES (1) ES2871348T3 (es)
MX (1) MX2021008420A (es)
PL (1) PL3690581T3 (es)
UA (1) UA127465C2 (es)
WO (1) WO2020157220A1 (es)

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US11543808B2 (en) * 2020-04-08 2023-01-03 Nec Corporation Sensor attribution for anomaly detection
US11630428B2 (en) * 2021-08-06 2023-04-18 Trimble Inc. Real-time analysis of vibration samples for operating environment classification and anomaly detection
CN117940862A (zh) * 2021-08-31 2024-04-26 西门子股份公司 部署在可编程逻辑控制器上的自动声学异常检测特征
EP4152113A1 (de) * 2021-09-16 2023-03-22 Siemens Aktiengesellschaft Verfahren und system zur verbesserung des produktionsprozesses in einer technischen anlage
US20230169145A1 (en) * 2021-11-30 2023-06-01 Aveva Software, Llc Server, systems and methods for industrial process visual anomaly reporting
US20230251646A1 (en) * 2022-02-10 2023-08-10 International Business Machines Corporation Anomaly detection of complex industrial systems and processes
CN114726593A (zh) * 2022-03-23 2022-07-08 阿里云计算有限公司 数据分析、异常信息识别方法、设备及存储介质
CN114721352B (zh) * 2022-04-11 2023-07-25 华能威海发电有限责任公司 Dcs系统的状态监测与故障诊断方法及系统
JP2023169060A (ja) * 2022-05-16 2023-11-29 横河電機株式会社 装置、方法およびプログラム

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JP2005251185A (ja) * 2004-02-05 2005-09-15 Toenec Corp 電気設備診断システム
FR2939170B1 (fr) * 2008-11-28 2010-12-31 Snecma Detection d'anomalie dans un moteur d'aeronef.
JP2012048405A (ja) * 2010-08-25 2012-03-08 Toyota Motor Corp 制御装置、電子制御ユニット、異常検出方法
JP2015135601A (ja) * 2014-01-17 2015-07-27 パナソニックＩｐマネジメント株式会社 異常検出システム、携帯型検出器、及び異常検出方法
JP6361175B2 (ja) * 2014-03-06 2018-07-25 株式会社豊田中央研究所 異常診断装置及びプログラム
GB201510957D0 (en) * 2015-06-22 2015-08-05 Ge Aviat Systems Group Ltd Systems and Methods For Verification And Anomaly Detection
US10474128B2 (en) * 2015-11-16 2019-11-12 Jtekt Corporation Abnormality analysis system and analysis apparatus
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Also Published As

Publication number Publication date
KR20210125015A (ko) 2021-10-15
KR102428632B1 (ko) 2022-08-03
UA127465C2 (uk) 2023-08-30
PL3690581T3 (pl) 2021-09-06
US20220163947A1 (en) 2022-05-26
JP7282184B2 (ja) 2023-05-26
JP2022519228A (ja) 2022-03-22
EP3690581B1 (en) 2021-02-17
ES2871348T3 (es) 2021-10-28
EP3690581A1 (en) 2020-08-05
BR112021013786A2 (pt) 2021-09-21
US11989010B2 (en) 2024-05-21
WO2020157220A1 (en) 2020-08-06

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