US6609051B2
Expired / Lapsed
US
⏱️ 0.0 years remaining
Method and system for condition monitoring of vehicles
Assignee: DaimlerChrysler AG
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Filing: 2001-09-10
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Granted: 2003-08-19
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Expires: 2021-09-10
Abstract
Abstract A method and system for an improved vehicle monitoring system in order to provide a cost-effective and scalable system design for industrial application through the use of machine learning and data mining technologies on data acquired from a plurality of vehicles to create models. Frequent acquisition of vehicle sensor and diagnostic data enables comparison with the created models to provide continuing analysis of the vehicle with respect to repair, maintenance and diagnostics.
Inventors
- 👤 Claude-Nicolas Fiechter
- 👤 Mehmet H. Göker
- 👤 Daniel Grill
- 👤 Rainer Kaufmann
- 👤 Thorsten Engelhardt
- 👤 Achim Bertsche
Bibliographic Details
Application Number
—
Jurisdiction
US
Data Source
google_patents
Last Synchronized
2026-10-29 08:32
CPC Classifications
G; G06; G06F; G06F11/00; G06F11/22; G06F11/2263; G05; G05B; G05B23/00; G05B23/02; G05B23/0205; G05B23/0218; G05B23/0224; G05B23/024; G05B23/0243; G05B23/0259; G05B23/0283
Claims Analysis
Total Claims: 35
Claim 1
Independent Claim
107 words
A vehicle component data analysis method, comprising the steps of: providing a first version of a behavior model of the component; predicting behavior of the component as a function of said first version of the behavior model; collecting performance data from the component during usage of the component; comparing said predicted behavior with the data collected from the component; determining when there is a discrepancy between the predicted component behavior and the collected performance data; determining whether said discrepancy results from a failure of said component; and if said discrepancy did not result from a failure of said component, modify the first version of the behavior model.
Claim 2
Dependent Claim
107 words
A vehicle component data analysis method, comprising the steps of: providing a first version of a behavior model of the component; predicting behavior of the component as a function of said first version of the behavior model; collecting performance data from the component during usage of the component; comparing said predicted behavior with the data collected from the component; determining when there is a discrepancy between the predicted component behavior and the collected performance data; determining whether said discrepancy results from a failure of said component; and if said discrepancy did not result from a failure of said component, modify the first version of the behavior model.
Claim 3
Dependent Claim
22 words
The method according to claim 1 , further including the step of telematic data transfer between a control center and said vehicle.
Claim 4
Dependent Claim
19 words
The method according to claim 1 , wherein said modified behavior model provides a prediction of scheduled maintenance time.
Claim 5
Dependent Claim
28 words
The method according to claim 1 , wherein said behavior model is updated by data of a whole fleet of vehicles of the same type as said vehicle.
Claim 6
Dependent Claim
24 words
The method according to claim 1 , wherein said behavior model is adapted as a function of environmental and operating conditions of said vehicle.
Claim 7
Dependent Claim
27 words
The method according to claim 1 further including the step of minimizing said collected data prior to the step of comparing predicted data with the collected data.
Claim 8
Dependent Claim
126 words
A component data analysis method, comprising the steps: collecting performance data from a plurality of specific components which were manufactured identical to said component; analyzing said collected data and providing a behavior model for said component; predicting behavior of said component as a function of said behavior model; collecting performance data from the component during usage of the component; comparing said predicted behavior with the performance data collected from said component; periodically communicating the result of said comparison to a location remote from a vehicle containing said component; determining whether said communicated results of said comparison indicate a discrepancy between the predicted component behavior and the collected performance data; and modifying said behavior model when said discrepancy does not result from a failure of said component.
Claim 9
Dependent Claim
126 words
A component data analysis method, comprising the steps: collecting performance data from a plurality of specific components which were manufactured identical to said component; analyzing said collected data and providing a behavior model for said component; predicting behavior of said component as a function of said behavior model; collecting performance data from the component during usage of the component; comparing said predicted behavior with the performance data collected from said component; periodically communicating the result of said comparison to a location remote from a vehicle containing said component; determining whether said communicated results of said comparison indicate a discrepancy between the predicted component behavior and the collected performance data; and modifying said behavior model when said discrepancy does not result from a failure of said component.
Claim 10
Dependent Claim
119 words
A program storage device readable by a machine tangibly embodying a program of instruction executable by the machine to perform method steps for performing a component data analysis method, said method comprising the steps of: storing a behavioral model of a vehicle component; predicting behavior of the component as a function of said behavior model; receiving performance data telematically transferred from said vehicle during usage of said component; comparing said predicted behavior with said transferred data; determining when there is a discrepancy between the predicted component behavior and the transferred data; determining whether said discrepancy results from a failure of said component; and if said discrepancy did not result from a failure of said component, modifying the behavior model.
Claim 11
Dependent Claim
119 words
A program storage device readable by a machine tangibly embodying a program of instruction executable by the machine to perform method steps for performing a component data analysis method, said method comprising the steps of: storing a behavioral model of a vehicle component; predicting behavior of the component as a function of said behavior model; receiving performance data telematically transferred from said vehicle during usage of said component; comparing said predicted behavior with said transferred data; determining when there is a discrepancy between the predicted component behavior and the transferred data; determining whether said discrepancy results from a failure of said component; and if said discrepancy did not result from a failure of said component, modifying the behavior model.
Claim 12
Dependent Claim
137 words
A vehicle component data analysis method, comprising the steps of: testing a plurality of components substantially identical to said vehicle component; providing a behavior model of said vehicular component as a function of said test data of said plurality of components; predicting behavior of said component as a function of said behavior model; collecting performance data from said vehicle component during usage of said component wherein said collection is performed on said vehicle; comparing said predicted behavior with the data collected from the component; determining when there is a discrepancy between the predicted vehicle component behavior and the collected performance data; determining in a location remote from said vehicle whether said discrepancy results from a failure of said vehicle component; and if said discrepancy did not result from a failure of said component, modifying the behavioral model.
Claim 13
Dependent Claim
137 words
A vehicle component data analysis method, comprising the steps of: testing a plurality of components substantially identical to said vehicle component; providing a behavior model of said vehicular component as a function of said test data of said plurality of components; predicting behavior of said component as a function of said behavior model; collecting performance data from said vehicle component during usage of said component wherein said collection is performed on said vehicle; comparing said predicted behavior with the data collected from the component; determining when there is a discrepancy between the predicted vehicle component behavior and the collected performance data; determining in a location remote from said vehicle whether said discrepancy results from a failure of said vehicle component; and if said discrepancy did not result from a failure of said component, modifying the behavioral model.
Claim 14
Dependent Claim
28 words
The vehicle component data analysis according to claim 9 further including the step of communicating from said remote location to said vehicle, the modification of the behavior model.
Claim 15
Dependent Claim
117 words
A vehicle component data analysis system, comprising: means for providing a first version of a behavior model of the component; means responsive to said first version of said behavior model to provide a behavior prediction of said component; means for collecting performance data from said component during usage of said component; means for comparing said predicted behavior with the data collected from the component; means for determining when there is a discrepancy between the predicted component behavior and the collected performance data; means for determining whether said discrepancy results from a failure of said component; means for modifying the first version of the behavior model if said discrepancy did not result from a failure of said component.
Claim 16
Dependent Claim
117 words
A vehicle component data analysis system, comprising: means for providing a first version of a behavior model of the component; means responsive to said first version of said behavior model to provide a behavior prediction of said component; means for collecting performance data from said component during usage of said component; means for comparing said predicted behavior with the data collected from the component; means for determining when there is a discrepancy between the predicted component behavior and the collected performance data; means for determining whether said discrepancy results from a failure of said component; means for modifying the first version of the behavior model if said discrepancy did not result from a failure of said component.
Claim 17
Dependent Claim
42 words
A system according claim 11 , wherein said means for predicting behavior and said means for collecting performance data and said means for comparing said predicted behavior with the data collected from the component are located on a vehicle containing said component.
Claim 18
Dependent Claim
126 words
A vehicle component data analysis system, comprising; a first device for providing a first version of a behavior model of the component and predicting behavior of the component as a function of said first version of the behavior model; a second device for collecting performance data from the component during usage of the component in a vehicle; a third device for comparing the predicted behavior with the data collected from the component; a fourth device for determining a discrepancy between the predicted component behavior and the collected performance data and for determining whether said discrepancy results from a failure of said component; a fifth device for modifying the first version of the behavior model if said discrepancy did not result from a failure of said component.
Claim 19
Dependent Claim
126 words
A vehicle component data analysis system, comprising; a first device for providing a first version of a behavior model of the component and predicting behavior of the component as a function of said first version of the behavior model; a second device for collecting performance data from the component during usage of the component in a vehicle; a third device for comparing the predicted behavior with the data collected from the component; a fourth device for determining a discrepancy between the predicted component behavior and the collected performance data and for determining whether said discrepancy results from a failure of said component; a fifth device for modifying the first version of the behavior model if said discrepancy did not result from a failure of said component.
Claim 20
Dependent Claim
20 words
A system according to claim 13 further including a telematic data transfer device between a control center and said vehicle.
Claim 21
Dependent Claim
18 words
A system according to claim 13 , wherein said modified behavior model provides a prediction of monitoring time.
Claim 22
Dependent Claim
31 words
A system according to claim 13 , wherein said behavior model is updated by data of a whole fleet of vehicles of the same type as a vehicle containing said component.
Claim 23
Dependent Claim
26 words
A system according to claim 13 further including a means for minimizing said collected data prior to the comparison of predicted data with the collected data.
Claim 24
Dependent Claim
140 words
A component data analysis system, comprising: means for collecting performance data from a plurality of specific components which were manufactured identical to said component; means for analyzing said collected data and providing a behavior model for said component; means for predicting behavior of said component as a function of said behavior model; means for collecting performance data from the component during usage of the component; means for comparing said predicted behavior with the performance data collected from said component; means for periodically communicating the result of said comparison to a location remote from a vehicle containing said component; means for determining whether said communicated results of said comparison indicate a discrepancy between the predicted component behavior and the collected performance data; means for modifying said behavior model when the said discrepancy does not result from a failure of said component.
Claim 25
Dependent Claim
140 words
A component data analysis system, comprising: means for collecting performance data from a plurality of specific components which were manufactured identical to said component; means for analyzing said collected data and providing a behavior model for said component; means for predicting behavior of said component as a function of said behavior model; means for collecting performance data from the component during usage of the component; means for comparing said predicted behavior with the performance data collected from said component; means for periodically communicating the result of said comparison to a location remote from a vehicle containing said component; means for determining whether said communicated results of said comparison indicate a discrepancy between the predicted component behavior and the collected performance data; means for modifying said behavior model when the said discrepancy does not result from a failure of said component.
Claim 26
Dependent Claim
105 words
A vehicle component data analysis method, comprising the steps of: providing a first version of a behavior model of the component; predicting behavior of the component as a function of said first version of the behavior model; collecting performance data from the component during usage of the component; monitoring wear of said component on the basis of said collected performance data including the step of defining parameters by data compression of operating loads through the use of load aggregates wherein said load aggregates consist of the frequency distribution of monitored input values of said component in order to estimate the service life of said component.
Claim 27
Dependent Claim
105 words
A vehicle component data analysis method, comprising the steps of: providing a first version of a behavior model of the component; predicting behavior of the component as a function of said first version of the behavior model; collecting performance data from the component during usage of the component; monitoring wear of said component on the basis of said collected performance data including the step of defining parameters by data compression of operating loads through the use of load aggregates wherein said load aggregates consist of the frequency distribution of monitored input values of said component in order to estimate the service life of said component.
Claim 28
Dependent Claim
69 words
The method according to claim 19 , wherein said parameterized load aggregates of said component serve as a data set and wherein a plurality of additional components of the same type as said component each provide separate data sets in order that an evaluation can be made from said plurality of data sets to improve an evaluation weighting function or to adapt an evaluation weighting function to changing conditions.
Claim 29
Dependent Claim
43 words
The method according to claim 20 , wherein a measurement of said input values distributed in said load aggregates is provided by one of a one-dimensional or multi-dimensional instantaneous value count in order to evaluate the state of said component subject to wear.
Claim 30
Dependent Claim
46 words
The method according to claim 19 , wherein a total wear of a two-dimensional load aggregate is obtained by a summation of individual evaluations of each of the sets of load aggregates and results from the multiplication of a respective frequency input with an evaluation weighting.
Claim 31
Dependent Claim
129 words
A program storage device readable by a machine tangibly embodying a program of instructions executable by the machine to perform method steps for performing a component data analysis method, said method comprising the steps of: storing a behavior model of a vehicle component; predicting behavior of the component as a function of said behavior model; receiving performance data from the component telematically transferred from said vehicle during usage of said component; monitoring the wear of said component on the basis of said received performance data including the step of defining parameters by data compression of operating loads through the use of load aggregates wherein said load aggregates consist of the frequency distribution of monitored input values of said component in order to estimate the service life of said component.
Claim 32
Dependent Claim
129 words
A program storage device readable by a machine tangibly embodying a program of instructions executable by the machine to perform method steps for performing a component data analysis method, said method comprising the steps of: storing a behavior model of a vehicle component; predicting behavior of the component as a function of said behavior model; receiving performance data from the component telematically transferred from said vehicle during usage of said component; monitoring the wear of said component on the basis of said received performance data including the step of defining parameters by data compression of operating loads through the use of load aggregates wherein said load aggregates consist of the frequency distribution of monitored input values of said component in order to estimate the service life of said component.
Claim 33
Dependent Claim
69 words
The device according to claim 23 , wherein said parameterized load aggregate of said component serve as a data set and wherein a plurality of additional components of the same type as said component each provide separate data sets in order that an evaluation can be made from said plurality of data sets to improve an evaluation weighting function or to adapt an evaluation weighting function to changing conditions.
Claim 34
Dependent Claim
43 words
The device according to claim 23 , wherein a measurement of said input values distributed in said load aggregates is provided by one of a one-dimensional or multi-dimensional instantaneous value count in order to evaluate the state of said component subject to wear.
Claim 35
Dependent Claim
46 words
The method according to claim 24 , wherein a total wear of a two-dimensional load aggregate is obtained by a summation of individual evaluations of each of the sets of load aggregates and results from the multiplication of a respective frequency input with an evaluation weighting.
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USPTO Annuity & Maintenance Windows
| Annuity Stage | Window Opens | Payment Deadline | Surcharge Period Until | Estimated Fee | Status |
|---|---|---|---|---|---|
| 3.5 Years (Year 4) | 2006-08-18 | 2007-02-17 | 2007-08-19 | $2000.00 | Window Closed / Lapsed |
| 7.5 Years (Year 8) | 2010-08-18 | 2011-02-17 | 2011-08-19 | $3760.00 | Window Closed / Lapsed |
| 11.5 Years (Year 12) | 2014-08-18 | 2015-02-17 | 2015-08-19 | $7700.00 | Window Closed / Lapsed |