CA3216168A1 - Maintenance predictive d'equipement industriel - Google Patents

Maintenance predictive d'equipement industriel Download PDF

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Publication number
CA3216168A1
CA3216168A1 CA3216168A CA3216168A CA3216168A1 CA 3216168 A1 CA3216168 A1 CA 3216168A1 CA 3216168 A CA3216168 A CA 3216168A CA 3216168 A CA3216168 A CA 3216168A CA 3216168 A1 CA3216168 A1 CA 3216168A1
Authority
CA
Canada
Prior art keywords
data
sensor
sensor data
operating condition
processor
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.)
Pending
Application number
CA3216168A
Other languages
English (en)
Inventor
Bodhayan DEV
Atish P. Kamble
Prem SWAROOP
Vijay Karthick BASKAR
Richard BUTEAU
Sreedhar PATNALA
Nicholas Moller
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.)
Delaware Capital Formation Inc
Original Assignee
Delaware Capital Formation Inc
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
Priority claimed from US17/223,525 external-priority patent/US20220318616A1/en
Application filed by Delaware Capital Formation Inc filed Critical Delaware Capital Formation Inc
Publication of CA3216168A1 publication Critical patent/CA3216168A1/fr
Pending legal-status Critical Current

Links

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
    • 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
    • G01—MEASURING; TESTING
    • G01H—MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H1/00—Measuring characteristics of vibrations in solids by using direct conduction to the detector
    • G01H1/003—Measuring characteristics of vibrations in solids by using direct conduction to the detector of rotating machines
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01H—MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H17/00—Measuring mechanical vibrations or ultrasonic, sonic or infrasonic waves, not provided for in the preceding groups
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M13/00—Testing of machine parts
    • G01M13/04—Bearings
    • G01M13/045—Acoustic or vibration 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
    • G05B19/18—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form
    • G05B19/406—Numerical control [NC], i.e. automatically operating machines, in particular machine tools, e.g. in a manufacturing environment, so as to execute positioning, movement or co-ordinated operations by means of programme data in numerical form characterised by monitoring or safety
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01H—MEASUREMENT OF MECHANICAL VIBRATIONS OR ULTRASONIC, SONIC OR INFRASONIC WAVES
    • G01H1/00—Measuring characteristics of vibrations in solids by using direct conduction to the detector
    • G01H1/003—Measuring characteristics of vibrations in solids by using direct conduction to the detector of rotating machines
    • G01H1/006—Measuring characteristics of vibrations in solids by using direct conduction to the detector of rotating machines of the rotor of turbo machines
    • 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
    • G05B2219/34—Director, elements to supervisory
    • G05B2219/34465—Safety, control of correct operation, abnormal states
    • 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
    • G05B23/0221—Preprocessing 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
    • 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
    • G05B23/0243—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 model based detection method, e.g. first-principles knowledge 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
    • 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]
    • 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]
    • G05B23/0272—Presentation of monitored results, e.g. selection of status reports to be displayed; Filtering information to the user
    • 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
    • G05B23/0283—Predictive 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]

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Human Computer Interaction (AREA)
  • Manufacturing & Machinery (AREA)
  • Acoustics & Sound (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)

Abstract

L'invention concerne, entre autres, des systèmes et des techniques de maintenance prédictive d'équipement industriel. Des données de capteur sont obtenues, par exemple, à l'aide de concentrateurs de capteur qui sont configurés pour capturer des données de capteur associées à une ou plusieurs conditions de fonctionnement de l'équipement industriel. Les données de capteur sont entrées dans un modèle d'apprentissage machine entraîné. Le modèle d'apprentissage machine entraîné comprend un modèle d'extraction de caractéristique basé sur la physique et un modèle d'extraction de caractéristique automatique basé sur un apprentissage profond. Des conditions de fonctionnement associées au fonctionnement de l'équipement industriel sont prédites à l'aide des modèles d'apprentissage machine entraînés.
CA3216168A 2021-04-06 2022-03-31 Maintenance predictive d'equipement industriel Pending CA3216168A1 (fr)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US17/223,525 US20220318616A1 (en) 2021-04-06 2021-04-06 Predictive maintenance using vibration analysis of vane pumps
US17/223,525 2021-04-06
US202263322055P 2022-03-21 2022-03-21
US63/322,055 2022-03-21
PCT/US2022/022846 WO2022216522A2 (fr) 2021-04-06 2022-03-31 Maintenance prédictive d'équipement industriel

Publications (1)

Publication Number Publication Date
CA3216168A1 true CA3216168A1 (fr) 2022-10-13

Family

ID=81653659

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3216168A Pending CA3216168A1 (fr) 2021-04-06 2022-03-31 Maintenance predictive d'equipement industriel

Country Status (3)

Country Link
EP (1) EP4320493A2 (fr)
CA (1) CA3216168A1 (fr)
WO (1) WO2022216522A2 (fr)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
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CN115792606B (zh) * 2022-11-18 2024-04-02 苏州东剑智能科技有限公司 一种水泵电机故障检测方法、装置、设备及存储介质
DE102022132216A1 (de) * 2022-12-05 2024-06-06 Lenze Se Verfahren zur Überwachung einer technischen Einrichtung
CN117315428B (zh) * 2023-10-30 2024-04-05 燕山大学 一种跨模态特征对齐融合的人群计数系统及方法
CN117950381B (zh) * 2024-03-26 2024-05-28 深圳市永迦电子科技有限公司 一种数字化生产制造管理系统
CN117969144B (zh) * 2024-04-01 2024-06-11 广东芯聚能半导体有限公司 门窗耐久性试验的试件失效检测方法及功率驱动控制装置

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US8655571B2 (en) * 2011-06-23 2014-02-18 United Technologies Corporation MFCC and CELP to detect turbine engine faults
US20150160101A1 (en) * 2012-05-31 2015-06-11 Canrig Drilling Technology Ltd. Method and System for Testing Operational Integrity of a Drilling Rig
US9518915B2 (en) * 2012-07-26 2016-12-13 Luna Innovations Incorporated Sensing systems and methods for determining and classifying corrosivity
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EP2988187B1 (fr) * 2014-08-22 2017-03-29 ABB Schweiz AG Procédé pour évaluer l'état de machines rotatives reliées à un moteur électrique
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CN108984893B (zh) * 2018-07-09 2021-05-07 北京航空航天大学 一种基于梯度提升方法的趋势预测方法
CN109640283A (zh) * 2018-12-28 2019-04-16 北京航天测控技术有限公司 一种基于自供能技术的低功耗无线传感网络设计方法
WO2020164103A1 (fr) * 2019-02-15 2020-08-20 Guangxi Liugong Machinery Co., Ltd. Machine de construction avec agencement de volant
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Also Published As

Publication number Publication date
WO2022216522A3 (fr) 2022-12-22
EP4320493A2 (fr) 2024-02-14
WO2022216522A2 (fr) 2022-10-13

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