PREDICTIVE CONTROL SYSTEM AND METHOD FOR VEHICLE SYSTEMS

    公开(公告)号:US20250137414A1

    公开(公告)日:2025-05-01

    申请号:US18692765

    申请日:2022-09-20

    Applicant: CUMMINS INC.

    Abstract: Systems and methods for using machine learning to improve control, management, and operation of vehicle systems are disclosed. A system includes a processing circuit configured to: receive information indicative of an observed state of a vehicle system from a sensor of the vehicle, the vehicle system including a fuel system; determine a predictive state of the vehicle system over a prediction horizon; determine one or more constraints for the vehicle system; execute a control problem to determine a predictive state of the vehicle system based on the one or more constraints; determine a plurality of control inputs for the vehicle system based on the executed control problem; and command the fuel system of the vehicle based on at least one of the determined plurality of control inputs.

    MANAGEMENT AND OPTIMIZATION OF FREIGHT DELIVERY VEHICLE FLEETS

    公开(公告)号:US20240394624A1

    公开(公告)日:2024-11-28

    申请号:US18699332

    申请日:2022-09-26

    Applicant: Cummins Inc.

    Abstract: A method for optimizing operation of a fleet of vehicles includes providing an optimization network including a plurality of nodes and a plurality of connections therebetween. The nodes define all potential destinations in the network for freight delivery or pickup. The connections define all potential sequences of nodes traversable over the network. The method determines a pre-optimization simulation matrix including a plurality of sets of energy expenditures for traversing respective ones of each of the connections. Each of the plurality of sets of energy expenditures accounts for permutations of a plurality of different vehicle powertrains present in a fleet of vehicles. The method performs an optimization using the pre-optimization simulation matrix, fleet information indicating locations and energy states of a plurality of vehicles in the vehicle fleet, mission information indicating a pickup or delivery destination for a plurality of items of freight, and a fleet optimization objective.

    SYSTEMS AND METHODS FOR CONDITIONING AN AFTERTREATMENT SYSTEM USING AN ELECTRIC MACHINE TO DRIVE A COMBUSTION ENGINE

    公开(公告)号:US20230082857A1

    公开(公告)日:2023-03-16

    申请号:US17790411

    申请日:2021-01-29

    Applicant: Cummins Inc.

    Abstract: Systems and methods for conditioning an aftertreatment system. For example, a computer-implemented method for conditioning an aftertreatment system of a hybrid system including an electric motor and a combustion engine includes: determining whether the aftertreatment system is in a first temperature zone below a first temperature threshold; determining whether a power demand corresponding to the operation of the hybrid system is in a first power demand zone below a power threshold; and if the aftertreatment system is determined to be in the first temperature zone and the power demand of the hybrid system is determined to be in the first power demand zone, setting the hybrid system to compressor mode to heat the aftertreatment system.

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