Systems and methods for machine learning enabled fault detection in rechargeable batteries

    公开(公告)号:US12100868B1

    公开(公告)日:2024-09-24

    申请号:US18338656

    申请日:2023-06-21

    IPC分类号: H01M6/50

    CPC分类号: H01M6/5033 H01M6/5044

    摘要: In one aspect, computer-implemented method may include receiving, from one or more sensors associated with a battery pack, one or more measurements pertaining to voltage, temperature, or both. The method may include transforming the one or more measurements into a time-series sequential window format, determining, based on the time-series sequential window format of the one or more measurements, a voltage score and a temperature score, and predicting, based on the voltage score and the temperature score, whether the battery pack is experiencing a fault condition. The prediction is performed by one or more trained machine learning models. Responsive to predicting the battery pack is experiencing the fault condition, the method may include performing one or more preventative actions.

    Battery assembly, electronic device, and battery detection system

    公开(公告)号:US12074463B2

    公开(公告)日:2024-08-27

    申请号:US17353738

    申请日:2021-06-21

    摘要: A battery detection system includes a battery assembly and an electronic device. The battery assembly includes a first connector and a detection module connected to the first connector. The electronic device includes a second connector and a control module connected to the second connector. When the first connector is connected to the second connector, the detection module is configured to output first identification information to the electronic device through the first connector. When the second connector receives the first identification information, the control module confirms that the battery assembly is in a connected state. After the first connector is disconnected from the second connector, the detection module generates and outputs second identification information. When information received by the second connector changes from the first identification information to the second identification information, the control module confirms that the battery assembly is disconnected.