NEURAL NETWORK MODEL TRAINING METHOD AND APPARATUS

    公开(公告)号:EP3716156A1

    公开(公告)日:2020-09-30

    申请号:EP18896605.5

    申请日:2018-11-20

    IPC分类号: G06N3/08

    摘要: This application provides a method for training a neural network model and an apparatus. The method is applied to a terminal device, the terminal device includes a first neural network model and a second neural network model that are used to process a service, precision of the first neural network model is lower than precision of the second neural network model, and the method includes: obtaining annotation data that is of the service and that is generated by the terminal device in a specified period (301); training the second neural network model by using the annotation data that is of the service and that is generated in the specified period, to obtain a trained second neural network model (302); and updating the first neural network model based on the trained second neural network model (303). In the method, training is performed based on the annotation data generated by the terminal device, so that in an updated first neural network model compared with a universal model, an inference result has a higher confidence level, and a personalized requirement of a user can be better met.

    METHOD AND DEVICE FOR DETERMINING LINK STATE

    公开(公告)号:EP3637688A1

    公开(公告)日:2020-04-15

    申请号:EP18810765.0

    申请日:2018-05-08

    IPC分类号: H04L12/24 H04L12/751

    摘要: A method for determining a link state, and a device are provided to resolve a problem that a controller sends route update packets excessively frequently in a conventional link monitoring method. In the solution, a controller sends a first route update packet including a first route to a first forwarding device, so that the first forwarding device sends a third route update packet including a third route to at least one target forwarding device; a second forwarding device receives the third route update packet, determines a target link from the first forwarding device to the second forwarding device, and sends, based on a monitored state of the target link, a second route update packet including a second route and a target field to the controller; and the controller determines the state of the target link based on the target field in the second route update packet. Because the controller can determine the state of the target link by sending only the first route update packet to the first forwarding device, the method can greatly reduce a frequency of sending route update packets by the controller.

    CONTROL METHOD AND APPARATUS
    3.
    发明公开

    公开(公告)号:EP4357202A1

    公开(公告)日:2024-04-24

    申请号:EP22841219.3

    申请日:2022-07-04

    发明人: MA, Tao CHEN, Yao

    摘要: This application provides a control method and apparatus. The method may be applied to a controller in a vehicle. The controller may generate a packet, and send the packet to an electronic control unit. The packet includes a plurality of bits and control information. The plurality of bits may indicate whether the electronic control unit controls a plurality of objects (for example, actuators or functions) based on the control information. The plurality of bits are in a one-to-one correspondence with the plurality of objects. In this way, the electronic control unit associated with the plurality of objects can control the plurality of objects based on the control information. In this way, the plurality of objects of the vehicle can be controlled, information redundancy in the control packet of the vehicle can be effectively reduced, and transmission efficiency of the control packet of the vehicle can be effectively improved.

    OVER-THE-AIR (OTA) UPGRADING METHOD AND APPARATUS

    公开(公告)号:EP4345604A1

    公开(公告)日:2024-04-03

    申请号:EP21947650.4

    申请日:2021-07-01

    发明人: MA, Tao ZHOU, Zheng

    IPC分类号: G06F8/65

    摘要: Embodiments of this application provide an OTA upgrade method and an apparatus, which are applied to the field of vehicle-to-everything. In specific application, a server sends a first upgrade task, where a first execution policy corresponding to the first upgrade task belongs to an execution policy set, the execution policy set includes a second execution policy, and the second execution policy is different from the first execution policy; and a terminal device determines the first execution policy by receiving the first upgrade task, and controls execution of the first upgrade task based on the first execution policy. In this manner, an execution policy set including at least two execution policies is designed, so that an OTA upgrade task can be flexibly scheduled, and upgrade efficiency can be improved.

    VERSION MANAGEMENT METHOD AND APPARATUS
    5.
    发明公开

    公开(公告)号:EP4310669A1

    公开(公告)日:2024-01-24

    申请号:EP21933863.9

    申请日:2021-03-31

    发明人: MA, Tao ZHOU, Zheng

    IPC分类号: G06F8/65 B60R16/02

    摘要: This application provides a version management method and apparatus, to help improve upgrade efficiency. The method may include: obtaining a plurality of upgrade packages and indication information of the plurality of upgrade packages, where the indication information indicates a group to which each of the plurality of upgrade packages belongs, the group includes at least a first upgrade package group or a second upgrade package group, and importance of the first upgrade package group is higher than importance of the second upgrade package group; obtaining installation results of the plurality of upgrade packages, where the installation results of the upgrade packages include an installation success or an installation failure; and performing, based on the installation results of the plurality of upgrade packages and the indication information, version management on an upgrade object corresponding to each upgrade package.

    OVER-THE-AIR UPGRADE METHOD, APPARATUS AND SYSTEM, AND STORAGE MEDIUM AND PROGRAM

    公开(公告)号:EP4303720A1

    公开(公告)日:2024-01-10

    申请号:EP21930790.7

    申请日:2021-03-17

    发明人: MA, Tao ZHOU, Zheng

    IPC分类号: G06F8/61

    摘要: Embodiments of this application disclose an over-the-air upgrade method, apparatus, and system, a storage medium, and a program, and pertain to the field of device upgrade technologies. In embodiments of this application, a safe area and a dangerous area are defined, so that location information of a to-be-upgraded vehicle is obtained during over-the-air upgrading, and an upgrade service is provided based on a location relationship between the to-be-upgraded vehicle and a predefined area. In this way, the to-be-upgraded vehicle can be properly controlled to be at a suitable place, thereby ensuring upgrade safety, and eliminating hazards to safety of the vehicle and traffic safety.

    DATA TRANSMISSION SYSTEM, DATA TRANSMISSION METHOD, SMART VEHICLE AND DEVICE

    公开(公告)号:EP4207707A1

    公开(公告)日:2023-07-05

    申请号:EP20954655.5

    申请日:2020-09-27

    IPC分类号: H04L65/40

    摘要: Embodiments of this application disclose a data transmission system, including an over the air OTA server, a master electronic control unit ECU, and a node ECU. The OTA server is configured to invoke a first interface of the master ECU. The master ECU is configured to obtain a size of a target software package in response to a fact that the OTA server invokes the first interface. The master ECU is further configured to invoke a second interface of the node ECU. The node ECU is configured to: in response to a fact that the master ECU invokes the second interface, obtain the size of the target software package and check remaining storage space of the node ECU, and when the remaining storage space is not less than the size of the target software package, receive the target software package sent by the OTA server. The solutions provided in this application may be applied to an intelligent vehicle, a connected vehicle, a new energy vehicle, and an autonomous driving vehicle. According to the solutions provided in this application, in a process of implementing in-vehicle software upgrade by using an OTA technology, dependence on a storage capability and a processing capability of the master ECU is reduced, and upgrade efficiency is improved.

    SOFTWARE VERSION ROLLBACK METHOD, APPARATUS AND SYSTEM

    公开(公告)号:EP4099655A1

    公开(公告)日:2022-12-07

    申请号:EP20920851.1

    申请日:2020-02-28

    发明人: MA, Tao

    IPC分类号: H04L29/06

    摘要: A software version rollback method, apparatus, and system are provided, which can be applied to the field of intelligent vehicle. The method includes: obtaining a differential update package of target software (S301); updating a current version of the target software by using the differential update package, where the current version of the target software is updated from a first version to a second version (S302); and when there is a rollback requirement, performing rollback on the target software by using the differential update package, to roll back the current version of the target software to the first version (S303). When software version rollback is performed on the target software, a complete installation file of target software of an old version does not need to be re-downloaded from an update server, and the complete installation file of the target software of the old version does not need to be backed up. The differential update package of the target software may be directly used to roll back the target software, so as to roll back to the old version for running. In this way, timely software rollback can be implemented while occupancy of storage space of a vehicle is reduced.

    OVER-THE-AIR (OTA) UPGRADE METHOD AND APPARATUS

    公开(公告)号:EP4375802A1

    公开(公告)日:2024-05-29

    申请号:EP21950569.0

    申请日:2021-07-23

    发明人: MA, Tao

    IPC分类号: G06F3/01

    CPC分类号: G06F3/01

    摘要: Embodiments of this application provide an OTA upgrade method and an apparatus, and are applied to the field of the Internet of vehicles. In a specific application, a server generates a first upgrade task, where the first upgrade task is corresponding to a first execution condition, the first execution condition includes a status of a terminal device, and the status includes that no creature exists in the terminal device. The server sends the first upgrade task to the terminal device. After receiving the first upgrade task, the terminal device obtains, based on the first execution condition corresponding to the first upgrade task, a first status including a first biometric recognition result, and executes, based on different first biometric recognition results, a first operation corresponding to the first status. In this manner, an OTA upgrade task is capable of being executed in an environment with ensured safety.

    MAP UPDATE METHOD, DEVICE AND SYSTEM
    10.
    发明公开

    公开(公告)号:EP4284035A1

    公开(公告)日:2023-11-29

    申请号:EP21927646.6

    申请日:2021-11-26

    IPC分类号: H04W4/40 G06F8/65

    摘要: This application provides a map data update method, apparatus, and system, and relates to the field of intelligent driving and map technologies. The method includes: receiving a map update indication message from a map server; sending a first map update query request message to an OTA upgrade master node apparatus in a vehicle based on the map update indication message; receiving a first map update query feedback message that is fed back by the OTA upgrade master node apparatus based on the first map update query request message; sending a map data download start message to the map server in response to the first map update query feedback message; receiving map update data sent by the map server; and updating a map in the vehicle based on the map update data. According to the method, the map in the vehicle is separated from automobile software, and an OTA map upgrade is separately performed, to ensure timeliness of the map, and resolve problems that a procedure is complex and an upgrade period is long when the map in the vehicle and the software are packaged and upgraded.