SE1750605A1 - Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle - Google Patents

Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle

Info

Publication number
SE1750605A1
SE1750605A1 SE1750605A SE1750605A SE1750605A1 SE 1750605 A1 SE1750605 A1 SE 1750605A1 SE 1750605 A SE1750605 A SE 1750605A SE 1750605 A SE1750605 A SE 1750605A SE 1750605 A1 SE1750605 A1 SE 1750605A1
Authority
SE
Sweden
Prior art keywords
vehicle
malfunction
wheel bearing
bearing unit
probability
Prior art date
Application number
SE1750605A
Other languages
Swedish (sv)
Other versions
SE541828C2 (en
Inventor
Annette Hultåker
Fredrik Holmer
Isolde Snellman
Jonas Biteus
Olof Steinert
Sara Sylvan
Tony Lindgren
Original Assignee
Scania Cv Ab
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 Scania Cv Ab filed Critical Scania Cv Ab
Priority to SE1750605A priority Critical patent/SE541828C2/en
Priority to DE102018003801.8A priority patent/DE102018003801B4/en
Publication of SE1750605A1 publication Critical patent/SE1750605A1/en
Publication of SE541828C2 publication Critical patent/SE541828C2/en

Links

Classifications

    • 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
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60B—VEHICLE WHEELS; CASTORS; AXLES FOR WHEELS OR CASTORS; INCREASING WHEEL ADHESION
    • B60B27/00—Hubs
    • B60B27/0047—Hubs characterised by functional integration of other elements
    • B60B27/0068—Hubs characterised by functional integration of other elements the element being a sensor
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60R—VEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R16/00—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for
    • B60R16/02—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for electric constitutive elements
    • B60R16/023—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for electric constitutive elements for transmission of signals between vehicle parts or subsystems
    • B60R16/0231—Circuits relating to the driving or the functioning of the vehicle
    • B60R16/0232—Circuits relating to the driving or the functioning of the vehicle for measuring vehicle parameters and indicating critical, abnormal or dangerous conditions
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B60—VEHICLES IN GENERAL
    • B60R—VEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R16/00—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for
    • B60R16/02—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for electric constitutive elements
    • B60R16/023—Electric or fluid circuits specially adapted for vehicles and not otherwise provided for; Arrangement of elements of electric or fluid circuits specially adapted for vehicles and not otherwise provided for electric constitutive elements for transmission of signals between vehicle parts or subsystems
    • B60R16/0231—Circuits relating to the driving or the functioning of the vehicle
    • B60R16/0232—Circuits relating to the driving or the functioning of the vehicle for measuring vehicle parameters and indicating critical, abnormal or dangerous conditions
    • B60R16/0234—Circuits relating to the driving or the functioning of the vehicle for measuring vehicle parameters and indicating critical, abnormal or dangerous conditions related to maintenance or repairing of vehicles
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M17/00—Testing of vehicles
    • G01M17/007—Wheeled or endless-tracked vehicles
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01M—TESTING STATIC OR DYNAMIC BALANCE OF MACHINES OR STRUCTURES; TESTING OF STRUCTURES OR APPARATUS, NOT OTHERWISE PROVIDED FOR
    • G01M17/00—Testing of vehicles
    • G01M17/007—Wheeled or endless-tracked vehicles
    • G01M17/013—Wheels
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME 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
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/008—Registering or indicating the working of vehicles communicating information to a remotely located station
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07C—TIME 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
    • G07C5/00—Registering or indicating the working of vehicles
    • G07C5/08—Registering or indicating performance data other than driving, working, idle, or waiting time, with or without registering driving, working, idle or waiting time
    • G07C5/0808—Diagnosing performance data

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Mechanical Engineering (AREA)
  • Automation & Control Theory (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Medical Informatics (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Combined Controls Of Internal Combustion Engines (AREA)
  • Measuring Fluid Pressure (AREA)

Abstract

The present disclosure relates to a method for prediction of a probability of malfunction of a wheel bearing unit of a front axle in a vehicle. According to one aspect, the disclosure relates to a method for prediction of a probability of malfunction of a wheel bearing unit of a front axle in a vehicle during an upcoming prediction time period of predefined length. The method comprising obtaining (S1) a machine learning model, wherein the machine learning model provides a probability of malfunction of the wheel bearing unit as output, given a set of input parameters and receiving (S2), from at least one sensor or meter in the vehicle, first decision data related to usage of the vehicle. The method further comprises obtaining (S3) second decision data related to at least one physical property of the vehicle, and estimating the probability of malfunction of the wheel bearing by running the machine learning model with the first and the second decision data forming the set of input parameters. The present invention also relates to a control arrangement arranged to predict a probability of malfunction of a wheel bearing unit of a front axle in a vehicle. The present invention also relates to a computer program and a computer program product implementing the method.
SE1750605A 2017-05-16 2017-05-16 Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle SE541828C2 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
SE1750605A SE541828C2 (en) 2017-05-16 2017-05-16 Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle
DE102018003801.8A DE102018003801B4 (en) 2017-05-16 2018-05-09 Method and control arrangement for predicting a malfunction of a wheel bearing unit of an axle in a vehicle

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
SE1750605A SE541828C2 (en) 2017-05-16 2017-05-16 Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle

Publications (2)

Publication Number Publication Date
SE1750605A1 true SE1750605A1 (en) 2018-11-17
SE541828C2 SE541828C2 (en) 2019-12-27

Family

ID=64278206

Family Applications (1)

Application Number Title Priority Date Filing Date
SE1750605A SE541828C2 (en) 2017-05-16 2017-05-16 Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle

Country Status (2)

Country Link
DE (1) DE102018003801B4 (en)
SE (1) SE541828C2 (en)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11151808B2 (en) * 2018-12-06 2021-10-19 GM Global Technology Operations LLC Vehicle fault root cause diagnosis
CN112906900A (en) * 2019-11-19 2021-06-04 D.S.瑞德有限公司 Method and system for monitoring vehicle condition and for alerting anomalies/defects
DE102020203514A1 (en) * 2020-03-19 2021-09-23 Zf Friedrichshafen Ag Method for generating training data, vehicle and training system
DE102020133135A1 (en) 2020-12-11 2022-06-15 Man Truck & Bus Se Method for determining the wear of a large number of motor vehicle components

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6609051B2 (en) 2001-09-10 2003-08-19 Daimlerchrysler Ag Method and system for condition monitoring of vehicles
DE10257793A1 (en) 2002-12-11 2004-07-22 Daimlerchrysler Ag Model based service life monitoring system, especially for forecasting the remaining service life of motor vehicle components, whereby existing instrumentation is used to provide data for a model for calculating wear
KR102000416B1 (en) 2016-05-09 2019-07-15 스트롱 포스 아이오티 포트폴리오 2016, 엘엘씨 Methods and Systems for Industrial Objects Internet

Also Published As

Publication number Publication date
DE102018003801B4 (en) 2023-05-25
SE541828C2 (en) 2019-12-27
DE102018003801A1 (en) 2018-11-22

Similar Documents

Publication Publication Date Title
SE1750605A1 (en) Method and control arrangement for prediction of malfunction of a wheel bearing unit of an axle in a vehicle
GB2539832A (en) Adjusting a power mode of a wearable computing device based on motion data
CA2961145C (en) Casing wear prediction using integrated physics-driven and data-driven models
MX2018000620A (en) Driver log analytics system.
TW201614551A (en) Digital event profile filters based on cost sensitive support vector machine for fraud detection, risk rating or electronic transaction classification
IN2015CH03126A (en)
WO2014031683A3 (en) Hierarchical based sequencing machine learning model
TW200745802A (en) Process monitoring technique and related actions
WO2012118285A3 (en) Control panel and laundry machine having the same, further method for controlling the same
WO2014059074A3 (en) Wellness and weight management system and method
WO2013137950A3 (en) Methods, systems, and computer program products for generating fast neutron spectra
WO2014021961A3 (en) Systems and methods for vehicle survivability planning
MX2016012108A (en) Virtual, road-surface-perception test bed.
WO2013002600A3 (en) Sewing design manufacturing management apparatus and method
MX2017015447A (en) Monitoring of a conveying system.
JP2017525247A5 (en)
DK178755B1 (en) Method and apparatus for monitoring a meat processing machine
GB2518558A (en) Determining behavior-based relationships between website users
GB2540310A8 (en) Employing a target risk attribute predictor while drilling
ATE535860T1 (en) PROCESSING UNIT, PROGRAM AND METHOD FOR ELLIPTIC CURVES ARITHMETIC
MX2012010627A (en) Systems for machine emulation and process response prediction.
WO2015082107A3 (en) Method and device for determining a data-based functional model
IN2014CH00257A (en)
WO2014070150A3 (en) System, method and computer program product for multivariate statistical validation of well treatment and stimulation data
GB2513504A (en) Incremental modification of an error detection code