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    Methods and systems for estimating a remaining useful life of an asset
    14.
    发明授权
    Methods and systems for estimating a remaining useful life of an asset 有权

    公开(公告)号：US12189383B2

    公开(公告)日：2025-01-07

    申请号：US17446708

    申请日：2021-09-01

    Applicant: Ford Global Technologies, LLC

    Inventor： Devesh Upadhyay ,  Huanyi Shui ,  Dimitar Filev

    IPC: G05B23/02 ,  G07C5/00 ,  G07C5/08

    Abstract: Methods and systems are provided for monitoring a health of a vehicle component. In one embodiment, a method is provided, comprising dividing a population of vehicles of a connected vehicle population into a plurality of vehicle classes; for each vehicle class of the plurality of vehicle classes, training a class-specific model of the vehicle class to predict a health status variable of a vehicle component included in the vehicle class based on labelled data from historic databases and calibration data; and for each vehicle class of the plurality of vehicle classes, using a first Federated Learning strategy to request local model data from each vehicle of a plurality of vehicles of the vehicle class; receive the local model data from the plurality of vehicles; update the class-specific model based on the received local model data; and send updated parameters of the class-specific model to vehicles included in the vehicle class.

    SYSTEMS AND METHODS FOR IMAGE-BASED COMPONENT DETECTION
    16.
    发明申请
    SYSTEMS AND METHODS FOR IMAGE-BASED COMPONENT DETECTION 有权

    公开(公告)号：US20220156970A1

    公开(公告)日：2022-05-19

    申请号：US17097737

    申请日：2020-11-13

    Applicant: Ford Global Technologies, LLC

    Inventor： Iman Soltani Bozchalooi ,  Alireza Rahimpour ,  Devesh Upadhyay

    IPC: G06T7/73 ,  G06T7/55

    Abstract: A method includes detecting, for each of a plurality of images, a plurality of key points, where each of the plurality of images represents an object of an assembly system. The method includes generating, for each of the plurality of images, a correspondence between the plurality of key points, and generating, for each of the plurality of images, a reference region based on the correspondence between the plurality of key points. The method includes identifying, for each of the plurality of images, a reference key point among the plurality of key points based on the reference region, and determining a pose of the object based on the reference key point of each of the plurality of images and a reference pose of the object.

    Systems and methods for particulate filter regeneration
    19.
    发明授权
    Systems and methods for particulate filter regeneration 有权

    公开(公告)号：US10309793B2

    公开(公告)日：2019-06-04

    申请号：US15606791

    申请日：2017-05-26

    Applicant: Ford Global Technologies, LLC

    Inventor： Devesh Upadhyay ,  Michael Brendan Hopka

    IPC: G01C21/34 ,  G01C21/36 ,  F01N9/00 ,  F01N3/023 ,  F02D41/00

    Abstract: Methods and systems are provided for maintaining a database with details of frequently travelled routes and selecting a travel route for a vehicle from the database based on particulate filter regeneration requirements. In one example, a method may include selecting one or more routes from the database based on a current particulate filter soot level, fuel efficiency, travel time, operator behavior, etc., ranking the routes based on the particulate filter regeneration efficiency of each of the one or more routes. At vehicle key-off, the database may be updated with information regarding the travelled route including a level of particulate filter regeneration achieved during the drive cycle.

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