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公开(公告)号:US20210233221A1
公开(公告)日:2021-07-29
申请号:US16774752
申请日:2020-01-28
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Davide Tricarico , Alessandra Neri , Giovanni Tomasino , Dario Pietro Cavallo , Daniele Gionta
IPC: G06T7/00 , G06F16/51 , G06F16/538 , G06N3/08
Abstract: A method of identifying and retrieving component digital images for component fault analysis includes generating a known-fault database of digital images of known faults of a previously analyzed component and corresponding remedial actions. The method also includes accessing the known-fault database with a digital image of a current fault of a new component. The method additionally includes comparing the digital image of the current fault with the digital images in the known-fault database based on a computed target characteristic. The method also includes sorting the digital images in the known-fault database in order based on a magnitude of the computed target characteristic for each respective digital image in the known-fault database relative to the digital image of the current fault. The method further includes outputting the sorted digital images to facilitate correlation of the current fault to a particular known fault and identifying the corresponding remedial action.
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公开(公告)号:US20200065690A1
公开(公告)日:2020-02-27
申请号:US16109194
申请日:2018-08-22
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Alessandra Neri , Maria Camuglia , Alessia Tuninetti , Elena Baralis , Flavio Giobergia , Davide Tricarico
Abstract: A system and method of determining system status in a vehicle system. The method including collecting, by a computing system, a plurality of data associated with a test specimen and the vehicle system, selecting a relevant data set of the plurality of data, the selecting based on at least one correlation coefficient associated with the plurality of data, and transforming at least a portion of the selected relevant data to form a transformed data set, the transforming based on mathematical properties. The method also includes collecting statistics associated with the selected relevant data set and the transformed data set to form a statistics data set, classifying the selected relevant data set, transformed data set, and the statistics data set; and predicting a status of a system based on the classifying.
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公开(公告)号:US11354796B2
公开(公告)日:2022-06-07
申请号:US16774752
申请日:2020-01-28
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Davide Tricarico , Alessandra Neri , Giovanni Tomasino , Dario Pietro Cavallo , Daniele Gionta
IPC: G06K9/62 , G06T7/00 , G06F16/51 , G06N3/08 , G06F16/538
Abstract: A method of identifying and retrieving component digital images for component fault analysis includes generating a known-fault database of digital images of known faults of a previously analyzed component and corresponding remedial actions. The method also includes accessing the known-fault database with a digital image of a current fault of a new component. The method additionally includes comparing the digital image of the current fault with the digital images in the known-fault database based on a computed target characteristic. The method also includes sorting the digital images in the known-fault database in order based on a magnitude of the computed target characteristic for each respective digital image in the known-fault database relative to the digital image of the current fault. The method further includes outputting the sorted digital images to facilitate correlation of the current fault to a particular known fault and identifying the corresponding remedial action.
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公开(公告)号:US10465589B2
公开(公告)日:2019-11-05
申请号:US15925116
申请日:2018-03-19
Applicant: GM Global Technology Operations LLC
Inventor: Alessandra Neri , Alessia Tuninetti , Maria Camuglia , Giulio Binetti , Giuseppe Mazzara Bologna , Alberto Bemporad , Daniele Bernardini
Abstract: Technical solutions are described for selective catalytic reduction diagnosis in an emissions control system or an exhaust system used for treating exhaust gas, such as in a motor vehicle including an internal combustion engine. An example emissions control system includes a selective catalytic reduction (SCR) device. The emissions control system further includes a controller that is performs SCR fault diagnosis. The SCR fault diagnosis includes computing a plurality of estimated NH3 storage capacity values (Θ) of an SCR catalyst of the SCR device. The diagnosis further includes determining a diagnostic parameter of the SCR device using the plurality of estimated NH3 storage capacity values.
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公开(公告)号:US11423321B2
公开(公告)日:2022-08-23
申请号:US16109194
申请日:2018-08-22
Applicant: GM GLOBAL TECHNOLOGY OPERATIONS LLC
Inventor: Alessandra Neri , Maria Camuglia , Alessia Tuninetti , Elena Baralis , Flavio Giobergia , Davide Tricarico
Abstract: A system and method of determining system status in a vehicle system. The method including collecting, by a computing system, a plurality of data associated with a test specimen and the vehicle system, selecting a relevant data set of the plurality of data, the selecting based on at least one correlation coefficient associated with the plurality of data, and transforming at least a portion of the selected relevant data to form a transformed data set, the transforming based on mathematical properties. The method also includes collecting statistics associated with the selected relevant data set and the transformed data set to form a statistics data set, classifying the selected relevant data set, transformed data set, and the statistics data set; and predicting a status of a system based on the classifying.
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公开(公告)号:US20190284981A1
公开(公告)日:2019-09-19
申请号:US15925116
申请日:2018-03-19
Applicant: GM Global Technology Operations LLC
Inventor: Alessandra Neri , Alessia Tuninetti , Maria Camuglia , Giulio Binetti , Giuseppe Mazzara Bologna , Alberto Bemporad , Daniele Bernardini
Abstract: Technical solutions are described for selective catalytic reduction diagnosis in an emissions control system or an exhaust system used for treating exhaust gas, such as in a motor vehicle including an internal combustion engine. An example emissions control system includes a selective catalytic reduction (SCR) device. The emissions control system further includes a controller that is performs SCR fault diagnosis. The SCR fault diagnosis includes computing a plurality of estimated NH3 storage capacity values (Θ) of an SCR catalyst of the SCR device. The diagnosis further includes determining a diagnostic parameter of the SCR device using the plurality of estimated NH3 storage capacity values.
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