FR3113521B1 - Calcul de probabilité à balayage de motif pour identification de vitesse et de défaut - Google Patents

Calcul de probabilité à balayage de motif pour identification de vitesse et de défaut Download PDF

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Publication number
FR3113521B1
FR3113521B1 FR2108392A FR2108392A FR3113521B1 FR 3113521 B1 FR3113521 B1 FR 3113521B1 FR 2108392 A FR2108392 A FR 2108392A FR 2108392 A FR2108392 A FR 2108392A FR 3113521 B1 FR3113521 B1 FR 3113521B1
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France
Prior art keywords
pattern
computer
fault identification
speed
probability calculation
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Active
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FR2108392A
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English (en)
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FR3113521A1 (fr
Inventor
Allan Thomson
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SKF AB
Original Assignee
SKF AB
Svenska Kullagerfabriken AB
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Publication of FR3113521A1 publication Critical patent/FR3113521A1/fr
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Publication of FR3113521B1 publication Critical patent/FR3113521B1/fr
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    • 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
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0004Industrial image inspection
    • 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
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/40Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G06T3/4007Scaling of whole images or parts thereof, e.g. expanding or contracting based on interpolation, e.g. bilinear interpolation
    • 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
    • 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
    • F16C2326/00Articles relating to transporting
    • F16C2326/10Railway vehicles
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20076Probabilistic image processing
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30236Traffic on road, railway or crossing

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mechanical Engineering (AREA)
  • Acoustics & Sound (AREA)
  • Theoretical Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Measurement Of Mechanical Vibrations Or Ultrasonic Waves (AREA)

Abstract

La présente invention concerne un procédé et un système (100) pour effectuer une identification de vitesse et de défaut d’un composant tel que, par exemple, un palier. Le procédé peut être mis en œuvre par un ordinateur (120, 140), de telle façon que l’ordinateur reçoit des données de surveillance d’état de la part d’un ou de plusieurs capteur(s) (110). L’ordinateur balaye des motifs sur une plage de vitesses par rapport aux données de surveillance d’état et multiplie chaque composante de motif des motifs par une composante spectrale environnementale correspondante. L’ordinateur additionne ensuite les composantes de motif afin de produire un ou plusieurs résultat(s). Figure 1
FR2108392A 2020-08-18 2021-08-02 Calcul de probabilité à balayage de motif pour identification de vitesse et de défaut Active FR3113521B1 (fr)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/995,986 US20220057295A1 (en) 2020-08-18 2020-08-18 Swept pattern probability calculation for speed and defect identification
US16/995,986 2020-08-18

Publications (2)

Publication Number Publication Date
FR3113521A1 FR3113521A1 (fr) 2022-02-25
FR3113521B1 true FR3113521B1 (fr) 2023-06-09

Family

ID=80112893

Family Applications (1)

Application Number Title Priority Date Filing Date
FR2108392A Active FR3113521B1 (fr) 2020-08-18 2021-08-02 Calcul de probabilité à balayage de motif pour identification de vitesse et de défaut

Country Status (4)

Country Link
US (1) US20220057295A1 (fr)
CN (1) CN114155182A (fr)
DE (1) DE102021208410A1 (fr)
FR (1) FR3113521B1 (fr)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11579044B1 (en) 2021-12-02 2023-02-14 Aktiebolaget Skf System and method for bearing defect auto-detection
US11906390B2 (en) 2021-12-02 2024-02-20 Aktiebolaget Skf System and method for bearing defect auto-detection

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8843348B2 (en) * 2011-06-14 2014-09-23 Hamilton Sundstrand Corporation Engine noise monitoring as engine health management tool
US10663372B2 (en) * 2018-05-21 2020-05-26 Caterpillar Inc. Bearing failure detection in a hydraulic fracturing rig
US11506569B2 (en) * 2019-01-15 2022-11-22 Computational Systems, Inc. Bearing and fault frequency identification from vibration spectral plots

Also Published As

Publication number Publication date
US20220057295A1 (en) 2022-02-24
CN114155182A (zh) 2022-03-08
DE102021208410A1 (de) 2022-02-24
FR3113521A1 (fr) 2022-02-25

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