CH698898B1 - System und Verfahren zur Zustandsüberwachung eines Anlagensystems. - Google Patents

System und Verfahren zur Zustandsüberwachung eines Anlagensystems. Download PDF

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Publication number
CH698898B1
CH698898B1 CH00813/09A CH8132009A CH698898B1 CH 698898 B1 CH698898 B1 CH 698898B1 CH 00813/09 A CH00813/09 A CH 00813/09A CH 8132009 A CH8132009 A CH 8132009A CH 698898 B1 CH698898 B1 CH 698898B1
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Switzerland
Prior art keywords
sensor
operating
plant system
residuals
data
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CH00813/09A
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German (de)
English (en)
Other versions
CH698898A2 (de
Inventor
Piero Patrone Bonissone
John Erik Hershey
Robert James Mitchell Jr
Rajesh Venkat Subbu
Avinash Vinayak Taware
Xiao Hu
Original Assignee
Gen Electric
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Application filed by Gen Electric filed Critical Gen Electric
Publication of CH698898A2 publication Critical patent/CH698898A2/de
Publication of CH698898B1 publication Critical patent/CH698898B1/de

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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
    • G05B23/0243Electric 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
    • G05B23/0254Electric 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
    • 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
    • G05B2219/33Director till display
    • G05B2219/33295Fuzzy expert system for diagnostic, monitoring
    • 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
    • G05B2219/33Director till display
    • G05B2219/33296ANN for diagnostic, monitoring
    • 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
    • G05B23/0283Predictive maintenance, e.g. involving the monitoring of a system and, based on the monitoring results, taking decisions on the maintenance schedule of the monitored system; Estimating remaining useful life [RUL]
    • GPHYSICS
    • G07CHECKING-DEVICES
    • G07CTIME OR ATTENDANCE REGISTERS; REGISTERING OR INDICATING THE WORKING OF MACHINES; GENERATING RANDOM NUMBERS; VOTING OR LOTTERY APPARATUS; ARRANGEMENTS, SYSTEMS OR APPARATUS FOR CHECKING NOT PROVIDED FOR ELSEWHERE
    • G07C3/00Registering or indicating the condition or the working of machines or other apparatus, other than vehicles

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  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
CH00813/09A 2008-05-29 2009-05-27 System und Verfahren zur Zustandsüberwachung eines Anlagensystems. CH698898B1 (de)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US12/129,632 US7756678B2 (en) 2008-05-29 2008-05-29 System and method for advanced condition monitoring of an asset system

Publications (2)

Publication Number Publication Date
CH698898A2 CH698898A2 (de) 2009-11-30
CH698898B1 true CH698898B1 (de) 2014-09-30

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Family Applications (1)

Application Number Title Priority Date Filing Date
CH00813/09A CH698898B1 (de) 2008-05-29 2009-05-27 System und Verfahren zur Zustandsüberwachung eines Anlagensystems.

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US (1) US7756678B2 (enExample)
JP (1) JP5306902B2 (enExample)
CN (1) CN101776862B (enExample)
CH (1) CH698898B1 (enExample)
DE (1) DE102009025855A1 (enExample)

Families Citing this family (125)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2009045218A1 (en) 2007-10-04 2009-04-09 Donovan John J A video surveillance, storage, and alerting system having network management, hierarchical data storage, video tip processing, and vehicle plate analysis
US8013738B2 (en) 2007-10-04 2011-09-06 Kd Secure, Llc Hierarchical storage manager (HSM) for intelligent storage of large volumes of data
US8352216B2 (en) * 2008-05-29 2013-01-08 General Electric Company System and method for advanced condition monitoring of an asset system
TWI385492B (zh) * 2008-12-16 2013-02-11 Ind Tech Res Inst 機台設備的維護分析系統及其方法
IT1397489B1 (it) * 2009-12-19 2013-01-16 Nuovo Pignone Spa Metodo e sistema per diagnosticare compressori.
JP5062496B2 (ja) * 2010-03-29 2012-10-31 横河電機株式会社 運転状態解析システムおよび運転状態解析方法
US8862250B2 (en) * 2010-05-07 2014-10-14 Exxonmobil Research And Engineering Company Integrated expert system for identifying abnormal events in an industrial plant
US20120022907A1 (en) * 2010-07-22 2012-01-26 Rockwell Automation Technologies, Inc. Social networking in an asset performance management system
FR2963448A1 (fr) * 2010-07-29 2012-02-03 Sagem Defense Securite Procede et systeme d'analyse de donnees de vol enregistrees au cours d'un vol d'un avion.
US9183506B2 (en) * 2010-09-01 2015-11-10 Hewlett-Packard Development Company, L.P. Performing what-if analysis
CN102130783B (zh) * 2011-01-24 2014-07-02 浪潮通信信息系统有限公司 神经网络的智能化告警监控方法
US8515588B2 (en) 2011-03-09 2013-08-20 General Electric Company Generator reserve capacity control system and network
US9078629B2 (en) * 2011-09-19 2015-07-14 Hewlett-Packard Development Company, L.P. Detecting regime change in streaming data
US20130124436A1 (en) * 2011-11-15 2013-05-16 Fujitsu Limited Profiling Energy Consumption
US8909641B2 (en) * 2011-11-16 2014-12-09 Ptc Inc. Method for analyzing time series activity streams and devices thereof
US9576046B2 (en) 2011-11-16 2017-02-21 Ptc Inc. Methods for integrating semantic search, query, and analysis across heterogeneous data types and devices thereof
US8930775B2 (en) 2011-11-28 2015-01-06 International Business Machines Corporation Preventing disturbance induced failure in a computer system
US8768265B2 (en) * 2011-11-29 2014-07-01 General Electric Company Method for reducing power consumption in node devices of a condition monitoring system
KR101278428B1 (ko) * 2011-11-30 2013-06-24 주식회사 엑센솔루션 예지 보전 기반의 실시간 협업 기업 자산 관리 시스템 및 방법
US8713377B2 (en) * 2011-12-15 2014-04-29 General Electric Company System and method to assess serviceability of device
US8995919B2 (en) * 2011-12-15 2015-03-31 At&T Intellectual Property I, L.P. Interference management using out-of-band signaling
US11676730B2 (en) 2011-12-16 2023-06-13 Etiometry Inc. System and methods for transitioning patient care from signal based monitoring to risk based monitoring
US20130231949A1 (en) 2011-12-16 2013-09-05 Dimitar V. Baronov Systems and methods for transitioning patient care from signal-based monitoring to risk-based monitoring
US9477936B2 (en) 2012-02-09 2016-10-25 Rockwell Automation Technologies, Inc. Cloud-based operator interface for industrial automation
EP2637010B1 (en) * 2012-03-05 2015-06-24 EADS Construcciones Aeronauticas, S.A. Method and system for monitoring a structure
EP2864920B1 (en) * 2012-06-21 2023-05-10 Philip Morris Products S.A. Systems and methods for generating biomarker signatures with integrated bias correction and class prediction
US9024950B2 (en) 2012-08-20 2015-05-05 General Electric Company Method and system for monitoring operation of a system asset
CN103794006B (zh) * 2012-10-31 2016-12-21 国际商业机器公司 用于处理多个传感器的时序数据的方法和装置
EP2778817A1 (de) * 2013-03-12 2014-09-17 Siemens Aktiengesellschaft Überwachung einer ersten Ausrüstung einer ersten technischen Anlage mittels Benchmark
US9171192B2 (en) * 2013-04-29 2015-10-27 Aktiebolaget Skf One touch data collection method and medium
US9786197B2 (en) 2013-05-09 2017-10-10 Rockwell Automation Technologies, Inc. Using cloud-based data to facilitate enhancing performance in connection with an industrial automation system
US20140337277A1 (en) * 2013-05-09 2014-11-13 Rockwell Automation Technologies, Inc. Industrial device and system attestation in a cloud platform
US9703902B2 (en) 2013-05-09 2017-07-11 Rockwell Automation Technologies, Inc. Using cloud-based data for industrial simulation
US9989958B2 (en) 2013-05-09 2018-06-05 Rockwell Automation Technologies, Inc. Using cloud-based data for virtualization of an industrial automation environment
US9438648B2 (en) 2013-05-09 2016-09-06 Rockwell Automation Technologies, Inc. Industrial data analytics in a cloud platform
US9709978B2 (en) 2013-05-09 2017-07-18 Rockwell Automation Technologies, Inc. Using cloud-based data for virtualization of an industrial automation environment with information overlays
US10523728B1 (en) * 2013-06-28 2019-12-31 EMC IP Holding Company LLC Ingesting data from managed elements into a data analytics platform
CN103499921B (zh) * 2013-09-11 2015-12-02 西安交通大学 变结构模糊系统传感器故障诊断方法
EP2881822A1 (de) * 2013-12-05 2015-06-10 Bayer Technology Services GmbH Computer-implementiertes Verfahren und System zur automatischen Überwachung und Statusermittlung ganzer Prozessabschnitte in einer Process Unit
CN103676881B (zh) * 2013-12-16 2017-07-28 北京化工大学 一种半导体生产线动态瓶颈分析方法
US10077810B2 (en) 2014-04-14 2018-09-18 Dynapar Corporation Sensor hub comprising a rotation encoder
US10824958B2 (en) * 2014-08-26 2020-11-03 Google Llc Localized learning from a global model
CN104238530A (zh) * 2014-10-15 2014-12-24 南京化工职业技术学院 一种基于传感器故障诊断技术的联锁报警系统
US10417076B2 (en) 2014-12-01 2019-09-17 Uptake Technologies, Inc. Asset health score
US20160178414A1 (en) * 2014-12-17 2016-06-23 General Electric Company System and methods for addressing data quality issues in industrial data
EP3064468B1 (en) 2015-03-03 2017-07-05 Sidel Participations, S.A.S. A diagnostic kit and method for monitoring the operating status and reliability of a container processing machine
US10496061B2 (en) 2015-03-16 2019-12-03 Rockwell Automation Technologies, Inc. Modeling of an industrial automation environment in the cloud
US11243505B2 (en) 2015-03-16 2022-02-08 Rockwell Automation Technologies, Inc. Cloud-based analytics for industrial automation
US11042131B2 (en) 2015-03-16 2021-06-22 Rockwell Automation Technologies, Inc. Backup of an industrial automation plant in the cloud
US11513477B2 (en) 2015-03-16 2022-11-29 Rockwell Automation Technologies, Inc. Cloud-based industrial controller
US10176279B2 (en) 2015-06-05 2019-01-08 Uptake Technologies, Inc. Dynamic execution of predictive models and workflows
US10579750B2 (en) 2015-06-05 2020-03-03 Uptake Technologies, Inc. Dynamic execution of predictive models
US10254751B2 (en) 2015-06-05 2019-04-09 Uptake Technologies, Inc. Local analytics at an asset
US10878385B2 (en) 2015-06-19 2020-12-29 Uptake Technologies, Inc. Computer system and method for distributing execution of a predictive model
WO2017000028A1 (en) * 2015-06-30 2017-01-05 Remsafe Pty Ltd An equipment isolation system
AU2016324159A1 (en) 2015-09-17 2018-04-05 Uptake Technologies, Inc. Computer systems and methods for sharing asset-related information between data platforms over a network
WO2017100306A1 (en) 2015-12-07 2017-06-15 Uptake Technologies, Inc. Local analytics device
US11295217B2 (en) 2016-01-14 2022-04-05 Uptake Technologies, Inc. Localized temporal model forecasting
US10685281B2 (en) * 2016-02-12 2020-06-16 Microsoft Technology Licensing, Llc Automated predictive modeling and framework
US10913071B2 (en) 2016-03-09 2021-02-09 Pearson Incorporated Scalper apparatus and processing system
US10510006B2 (en) 2016-03-09 2019-12-17 Uptake Technologies, Inc. Handling of predictive models based on asset location
US10796235B2 (en) 2016-03-25 2020-10-06 Uptake Technologies, Inc. Computer systems and methods for providing a visualization of asset event and signal data
US10139376B2 (en) * 2016-03-31 2018-11-27 General Electric Company System for sensing and locating delamination
US10333775B2 (en) 2016-06-03 2019-06-25 Uptake Technologies, Inc. Facilitating the provisioning of a local analytics device
US10322487B1 (en) 2016-07-15 2019-06-18 Pearson Incorporated Roller mill grinding apparatus with regenerative capability
US20180039249A1 (en) * 2016-08-02 2018-02-08 General Electric Company Automated dynamical control of operations and design of physical systems through time
CN106370220A (zh) * 2016-08-24 2017-02-01 王勇 自动化仪表故障检测系统
US10210037B2 (en) 2016-08-25 2019-02-19 Uptake Technologies, Inc. Interface tool for asset fault analysis
US10474932B2 (en) 2016-09-01 2019-11-12 Uptake Technologies, Inc. Detection of anomalies in multivariate data
KR101863781B1 (ko) * 2016-09-08 2018-06-01 두산중공업 주식회사 로터 진동 이상 감지 장치 및 방법
CN108122035B (zh) 2016-11-29 2019-10-18 科大讯飞股份有限公司 端到端建模方法及系统
DE102016224207A1 (de) * 2016-12-06 2018-06-07 Siemens Aktiengesellschaft Verfahren und Steuereinrichtung zum Steuern eines technischen Systems
US10228925B2 (en) 2016-12-19 2019-03-12 Uptake Technologies, Inc. Systems, devices, and methods for deploying one or more artifacts to a deployment environment
US10579961B2 (en) 2017-01-26 2020-03-03 Uptake Technologies, Inc. Method and system of identifying environment features for use in analyzing asset operation
US10671039B2 (en) 2017-05-03 2020-06-02 Uptake Technologies, Inc. Computer system and method for predicting an abnormal event at a wind turbine in a cluster
US10255526B2 (en) 2017-06-09 2019-04-09 Uptake Technologies, Inc. Computer system and method for classifying temporal patterns of change in images of an area
US10807098B1 (en) 2017-07-26 2020-10-20 Pearson Incorporated Systems and methods for step grinding
US11232371B2 (en) 2017-10-19 2022-01-25 Uptake Technologies, Inc. Computer system and method for detecting anomalies in multivariate data
US10552246B1 (en) 2017-10-24 2020-02-04 Uptake Technologies, Inc. Computer system and method for handling non-communicative assets
GB2567850B (en) * 2017-10-26 2020-11-04 Gb Gas Holdings Ltd Determining operating state from complex sensor data
KR101992739B1 (ko) * 2017-10-30 2019-06-26 (주)한국플랫폼서비스기술 딥러닝을 이용한 암호화 방법
US10379982B2 (en) 2017-10-31 2019-08-13 Uptake Technologies, Inc. Computer system and method for performing a virtual load test
US10635519B1 (en) 2017-11-30 2020-04-28 Uptake Technologies, Inc. Systems and methods for detecting and remedying software anomalies
US10815966B1 (en) 2018-02-01 2020-10-27 Uptake Technologies, Inc. Computer system and method for determining an orientation of a wind turbine nacelle
US11080127B1 (en) 2018-02-28 2021-08-03 Arizona Public Service Company Methods and apparatus for detection of process parameter anomalies
US10554518B1 (en) 2018-03-02 2020-02-04 Uptake Technologies, Inc. Computer system and method for evaluating health of nodes in a manufacturing network
US10169135B1 (en) 2018-03-02 2019-01-01 Uptake Technologies, Inc. Computer system and method of detecting manufacturing network anomalies
US10635095B2 (en) 2018-04-24 2020-04-28 Uptake Technologies, Inc. Computer system and method for creating a supervised failure model
EA035009B1 (ru) * 2018-04-27 2020-04-16 Общество С Ограниченной Ответственностью "Кловер Групп" Способ и система для диагностирования промышленного объекта
US10860599B2 (en) 2018-06-11 2020-12-08 Uptake Technologies, Inc. Tool for creating and deploying configurable pipelines
EP3594860B1 (en) 2018-07-09 2024-05-08 Tata Consultancy Services Limited Sparse neural network based anomaly detection in multi-dimensional time series
US10579932B1 (en) 2018-07-10 2020-03-03 Uptake Technologies, Inc. Computer system and method for creating and deploying an anomaly detection model based on streaming data
US11325133B1 (en) 2018-07-26 2022-05-10 Pearson Incorporated Systems and methods for monitoring the roll diameter and shock loads in a milling apparatus
CN109190202A (zh) * 2018-08-15 2019-01-11 天津大学 一种基于人工神经网络的压电能量收集器件阻抗建模方法
US11119472B2 (en) 2018-09-28 2021-09-14 Uptake Technologies, Inc. Computer system and method for evaluating an event prediction model
US11181894B2 (en) 2018-10-15 2021-11-23 Uptake Technologies, Inc. Computer system and method of defining a set of anomaly thresholds for an anomaly detection model
US10751722B1 (en) 2018-10-24 2020-08-25 Pearson Incorporated System for processing cannabis crop materials
EP3906360A4 (en) * 2018-12-31 2022-10-12 Sentient Science Corporation METHODS AND SYSTEMS FOR PREDICTING THE RISK OF OBSERVABLE DAMAGE TO WIND TURBINE GEAR COMPONENTS
US11480934B2 (en) 2019-01-24 2022-10-25 Uptake Technologies, Inc. Computer system and method for creating an event prediction model
US11030067B2 (en) 2019-01-29 2021-06-08 Uptake Technologies, Inc. Computer system and method for presenting asset insights at a graphical user interface
US11797550B2 (en) 2019-01-30 2023-10-24 Uptake Technologies, Inc. Data science platform
US10785906B2 (en) 2019-02-19 2020-09-29 Pearson Incorporated Plant processing system
WO2020246944A1 (en) * 2019-06-07 2020-12-10 Singapore University Of Technology And Design Method and system for attack detection in a sensor network of a networked control system
US11208986B2 (en) 2019-06-27 2021-12-28 Uptake Technologies, Inc. Computer system and method for detecting irregular yaw activity at a wind turbine
US10975841B2 (en) 2019-08-02 2021-04-13 Uptake Technologies, Inc. Computer system and method for detecting rotor imbalance at a wind turbine
US10757860B1 (en) 2019-10-31 2020-09-01 Hemp Processing Solutions, LLC Stripper apparatus crop harvesting system
ES2773728A1 (es) * 2019-11-26 2020-07-14 Lopez Miguel Angel Rodriguez Dispositivo estándar y procedimiento de detección prematura de malfuncionamientos
DE102019219134A1 (de) * 2019-12-09 2021-06-10 Siemens Mobility GmbH Diagnoseverfahren und Diagnoseeinrichtung für eine Anlage
US10933424B1 (en) 2019-12-11 2021-03-02 Pearson Incorporated Grinding roll improvements
DE102019219301A1 (de) * 2019-12-11 2021-06-17 Robert Bosch Gmbh Reduzierung des Datenvolumens bei der Zustandsüberwachung von Geräten und Systemen
DE102019219300A1 (de) * 2019-12-11 2021-07-01 Robert Bosch Gmbh Ermitteln relevanter Sensoren für die Zustandsüberwachung von Geräten und Systemen
DE102020202870A1 (de) 2020-03-06 2021-09-09 Robert Bosch Gesellschaft mit beschränkter Haftung Verfahren zur Validierung und Auswahl auf maschinellem Lernen basierender Modelle zur Zustandsüberwachung einer Maschine
CN111506049B (zh) * 2020-04-27 2022-03-22 西北工业大学 基于aann网络系统的航空发动机控制系统多重故障诊断方法
US12436528B2 (en) * 2020-07-30 2025-10-07 Tyco Fire & Security Gmbh Building management system with supervisory fault detection layer
KR102537723B1 (ko) * 2020-11-25 2023-05-26 한국수력원자력 주식회사 신경망 모델을 이용한 비정상 상태 판단 근거 추적 장치 및 방법
US11892830B2 (en) 2020-12-16 2024-02-06 Uptake Technologies, Inc. Risk assessment at power substations
US11636752B2 (en) * 2021-04-26 2023-04-25 Rockwell Automation Technologies, Inc. Monitoring machine operation with different sensor types to identify typical operation for derivation of a signature
JP7614025B2 (ja) * 2021-06-14 2025-01-15 株式会社日立製作所 異常検知システム
CN113962038B (zh) * 2021-10-14 2024-12-03 北京理工大学 基于异质属性网络的功能交联复杂机械系统故障监测方法
CN114091528A (zh) * 2021-11-11 2022-02-25 烟台杰瑞石油服务集团股份有限公司 故障诊断方法、诊断模型构建方法、装置、设备和介质
US12475426B2 (en) * 2022-02-14 2025-11-18 Yantai Jereh Oilfield Services Group Co., Ltd. Method for generating portrait of mechanical equipment
CN115146818A (zh) * 2022-03-04 2022-10-04 浙江理工大学 一种基于多周期log模型的资产决策优化方法
CN116029356B (zh) * 2023-03-24 2023-06-13 杭州景业智能科技股份有限公司 刀具监测模型训练方法、刀具状态监测方法及相关装置
FR3150290A1 (fr) * 2023-06-26 2024-12-27 Safran Procédé et dispositif de suivi d’un état d’un moteur d’un aéronef et programme d’ordinateur associé
EP4592781A1 (fr) * 2024-01-23 2025-07-30 Datapred SA Détection de changement de régime d'actifs ou de processus industriels connectés

Family Cites Families (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE3523289A1 (de) 1985-06-28 1987-01-08 Busch Dieter & Co Prueftech Verfahren und vorrichtung zur ermittlung und auswertung von maschinenzustandsdaten
KR880009387A (ko) * 1987-01-30 1988-09-15 더머 제트.엘 진단 모니터링을 위한 스마트센서 시스템
US5005142A (en) * 1987-01-30 1991-04-02 Westinghouse Electric Corp. Smart sensor system for diagnostic monitoring
US5251151A (en) 1988-05-27 1993-10-05 Research Foundation Of State Univ. Of N.Y. Method and apparatus for diagnosing the state of a machine
JPH0713951A (ja) * 1992-10-01 1995-01-17 Sony Electron Inc ニューラルネットワークを訓練する方法
US5523701A (en) 1994-06-21 1996-06-04 Martin Marietta Energy Systems, Inc. Method and apparatus for monitoring machine performance
US5633811A (en) 1994-12-09 1997-05-27 Computational Systems, Inc. Hand held data collector and analyzer system
JPH08314538A (ja) * 1995-05-12 1996-11-29 Hitachi Zosen Corp プラント運転状態診断装置
US6907383B2 (en) * 1996-03-28 2005-06-14 Rosemount Inc. Flow diagnostic system
SE510771C2 (sv) 1996-07-05 1999-06-21 Spm Instr Ab Förfarande för utvärdering av konditionen för en maskin jämte analysapparat samt anordning för samverkan med analysapparaten
JPH10198420A (ja) * 1997-01-13 1998-07-31 Hitachi Ltd 異常診断方法及びその装置
JPH11212637A (ja) * 1998-01-22 1999-08-06 Hitachi Ltd 予防保全方法及び装置
JP3573252B2 (ja) * 1998-03-09 2004-10-06 富士電機システムズ株式会社 ダムにおける水量予測方法
US6078874A (en) 1998-08-04 2000-06-20 Csi Technology, Inc. Apparatus and method for machine data collection
US6539343B2 (en) * 2000-02-03 2003-03-25 Xerox Corporation Methods for condition monitoring and system-level diagnosis of electro-mechanical systems with multiple actuating components operating in multiple regimes
WO2003048701A2 (en) 2001-12-04 2003-06-12 Skf Condition Monitoring, Inc. Cyclic time averaging for machine monitoring
EP1474664B1 (en) 2002-01-18 2006-03-29 SPM Instrument AB An analysis system
US7181334B2 (en) * 2003-05-14 2007-02-20 General Motors Corporation Method and apparatus to diagnose intake airflow
SE526507C2 (sv) 2003-06-05 2005-09-27 Metso Paper Inc Förfarande och system för övervakning av ett lager i en roterande maskin
US20060074558A1 (en) * 2003-11-26 2006-04-06 Williamson Walton R Fault-tolerant system, apparatus and method
CN101263499B (zh) 2005-07-11 2013-03-27 布鲁克斯自动化公司 智能状态监测和故障诊断系统
KR100679721B1 (ko) 2005-11-01 2007-02-06 (주)아이세미콘 반도체 공정장비의 변동 감지방법
US7769561B2 (en) 2005-12-01 2010-08-03 Siemens Corporation Robust sensor correlation analysis for machine condition monitoring
US7941701B2 (en) * 2007-08-03 2011-05-10 Smartsignal Corporation Fuzzy classification approach to fault pattern matching

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CN101776862B (zh) 2014-12-17
US7756678B2 (en) 2010-07-13
US20090300417A1 (en) 2009-12-03
DE102009025855A1 (de) 2009-12-03
JP2009289262A (ja) 2009-12-10
CH698898A2 (de) 2009-11-30
CN101776862A (zh) 2010-07-14
JP5306902B2 (ja) 2013-10-02

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