DK3913453T3 - Fejldetekteringssystem og fremgangsmåde til et køretøj - Google Patents

Fejldetekteringssystem og fremgangsmåde til et køretøj Download PDF

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Publication number
DK3913453T3
DK3913453T3 DK21170954.8T DK21170954T DK3913453T3 DK 3913453 T3 DK3913453 T3 DK 3913453T3 DK 21170954 T DK21170954 T DK 21170954T DK 3913453 T3 DK3913453 T3 DK 3913453T3
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DK
Denmark
Prior art keywords
vehicle
detection system
fault detection
fault
detection
Prior art date
Application number
DK21170954.8T
Other languages
English (en)
Inventor
Mohammad Kazem Sadoughi
Hao Lu
Chao Hu
Sriram Krishnaswamy
Jeffrey S Sidon
Shawn A Kenny
Original Assignee
Deere & Co
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 Deere & Co filed Critical Deere & Co
Application granted granted Critical
Publication of DK3913453T3 publication Critical patent/DK3913453T3/da

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Classifications

    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • B60W50/0097Predicting future conditions
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M13/00Testing of machine parts
    • G01M13/04Bearings
    • G01M13/045Acoustic or vibration analysis
    • 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
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16CSHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
    • F16C19/00Bearings with rolling contact, for exclusively rotary movement
    • F16C19/52Bearings with rolling contact, for exclusively rotary movement with devices affected by abnormal or undesired conditions
    • F16C19/527Bearings with rolling contact, for exclusively rotary movement with devices affected by abnormal or undesired conditions related to vibration and noise
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • FMECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
    • F16ENGINEERING ELEMENTS AND UNITS; GENERAL MEASURES FOR PRODUCING AND MAINTAINING EFFECTIVE FUNCTIONING OF MACHINES OR INSTALLATIONS; THERMAL INSULATION IN GENERAL
    • F16CSHAFTS; FLEXIBLE SHAFTS; ELEMENTS OR CRANKSHAFT MECHANISMS; ROTARY BODIES OTHER THAN GEARING ELEMENTS; BEARINGS
    • F16C2233/00Monitoring condition, e.g. temperature, load, vibration
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01MTESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M1/00Testing static or dynamic balance of machines or structures
    • G01M1/14Determining imbalance
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Mechanical Engineering (AREA)
  • Automation & Control Theory (AREA)
  • Acoustics & Sound (AREA)
  • Human Computer Interaction (AREA)
  • Transportation (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
DK21170954.8T 2020-05-15 2021-04-28 Fejldetekteringssystem og fremgangsmåde til et køretøj DK3913453T3 (da)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US202063025565P 2020-05-15 2020-05-15
US17/235,419 US20210356361A1 (en) 2020-05-15 2021-04-20 Fault detection technique for a bearing

Publications (1)

Publication Number Publication Date
DK3913453T3 true DK3913453T3 (da) 2024-01-29

Family

ID=75728718

Family Applications (1)

Application Number Title Priority Date Filing Date
DK21170954.8T DK3913453T3 (da) 2020-05-15 2021-04-28 Fejldetekteringssystem og fremgangsmåde til et køretøj

Country Status (6)

Country Link
US (1) US20210356361A1 (da)
EP (1) EP3913453B1 (da)
AU (1) AU2021202999A1 (da)
BR (1) BR102021008442A2 (da)
CA (1) CA3120154A1 (da)
DK (1) DK3913453T3 (da)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114742111B (zh) * 2022-05-24 2023-04-07 南京林业大学 基于参数自适应特征模态分解故障诊断方法和系统
CN114897256A (zh) * 2022-05-31 2022-08-12 三一汽车制造有限公司 一种车辆健康状态分析方法、装置、系统及工程车辆
EP4321851A1 (en) * 2022-08-09 2024-02-14 Siemens Aktiengesellschaft Method for providing a physically explainable fault information of a bearing by a fault detection model
CN115062553B (zh) * 2022-08-17 2022-11-25 浪潮通用软件有限公司 基于多模型融合的水泵工况劣化检测方法、设备及介质
CN115406655B (zh) * 2022-08-29 2024-08-02 桂林电子科技大学 轴承智能故障诊断模型建立方法及系统
CN118107389A (zh) * 2022-11-29 2024-05-31 蔚来动力科技(合肥)有限公司 检测电驱动系统故障的方法和装置、车辆、存储介质
CN117629636B (zh) * 2023-12-05 2024-05-24 哈尔滨工程大学 一种燃机滚动轴承的健康评估、故障诊断方法及系统

Family Cites Families (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5188095A (en) * 1990-03-12 1993-02-23 C.S. Technology Portable vibrating platform
GB9123304D0 (en) * 1991-11-02 1992-09-23 Westland Helicopters Integrated vibration reducing and health monitoring systems
US7301296B1 (en) * 2001-07-23 2007-11-27 Rockwell Automation Technologies, Inc. Integrated control and diagnostics system
US6496782B1 (en) * 2000-10-30 2002-12-17 General Electric Company Electric machine monitoring method and system
JP4259494B2 (ja) * 2005-03-04 2009-04-30 トヨタ自動車株式会社 車両用駆動装置の制御装置
US8810173B2 (en) * 2010-11-18 2014-08-19 Rockwell Automation Technologies, Inc. Rotating machinery condition monitoring using position sensor
US9845012B2 (en) * 2011-07-06 2017-12-19 General Electric Company System and method for predicting mechanical failure of a motor
US20130229272A1 (en) * 2012-03-05 2013-09-05 Caterpillar Inc. Manual control device and method
FR2994261B1 (fr) * 2012-07-31 2014-07-18 Eurocopter France Procede de detection de defauts d'un roulement par analyse vibratoire
US20140074345A1 (en) * 2012-09-13 2014-03-13 Chanan Gabay Systems, Apparatuses, Methods, Circuits and Associated Computer Executable Code for Monitoring and Assessing Vehicle Health
JP6090336B2 (ja) * 2013-01-23 2017-03-08 トヨタ自動車株式会社 車両の振動解析方法及び振動解析装置
US9824511B2 (en) * 2015-09-11 2017-11-21 GM Global Technology Operations LLC Vehicle diagnosis based on vehicle sounds and vibrations
TWI589791B (zh) * 2015-10-28 2017-07-01 財團法人工業技術研究院 液靜壓軸承監測系統及其方法
US20170308802A1 (en) * 2016-04-21 2017-10-26 Arundo Analytics, Inc. Systems and methods for failure prediction in industrial environments
EP3497046B1 (en) * 2016-08-11 2022-08-31 Inventio AG Weighting sensor data with environmental data in a system for transportation of passengers
US10656051B2 (en) * 2017-07-26 2020-05-19 Caterpillar Inc. System and method for detecting wear or failure of genset power system coupling
JP6698603B2 (ja) * 2017-09-29 2020-05-27 ファナック株式会社 数値制御システム、及び運転状態異常検知方法
JP6546240B2 (ja) * 2017-10-11 2019-07-17 ファナック株式会社 軸受寿命予測装置
DE102018210470A1 (de) * 2018-06-27 2020-01-02 Robert Bosch Gmbh Verfahren zur Schadensfrüherkennung, sowie Programm und Steuergerät zum Ausführen des Verfahrens
US10580232B2 (en) * 2018-08-06 2020-03-03 GM Global Technology Operations LLC Apparatus and method that diagnose vehicle health condition
WO2020062180A1 (zh) * 2018-09-29 2020-04-02 深圳市大疆创新科技有限公司 电机状态监测装置和电机状态监测方法
US11250648B2 (en) * 2019-12-18 2022-02-15 Micron Technology, Inc. Predictive maintenance of automotive transmission

Also Published As

Publication number Publication date
US20210356361A1 (en) 2021-11-18
CA3120154A1 (en) 2021-11-15
BR102021008442A2 (pt) 2021-11-23
AU2021202999A1 (en) 2021-12-02
EP3913453B1 (en) 2023-12-13
EP3913453A1 (en) 2021-11-24

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