The invention relates to storage and access of neural network outputs in automotive predictive maintenance. For example, a data storage device of a vehicle includes: a host interface configured to receive a sensor data stream from at least one sensor configured on the vehicle; at least one storage media component having a non-volatile memory; and a controller. The non-volatile memory is configuredinto multiple partitions (e.g., namespaces) having different sets of memory operation settings configured for different types of data related to an artificial neural network (ANN). The partitions include an input partition configured to store input data to the ANN. The sensor data stream is applied in the ANN to predict a maintenance service of the vehicle. The memory units of the input partitioncan be configured for enhanced endurance, cyclic sequential overwrite of a continuous input stream.

    本申请案涉及汽车预测性维护中的神经网络输入的存储和存取。举例来说,一种车辆的数据存储装置包含:主机接口,其被配置成从配置于所述车辆上的至少一个传感器接收传感器数据流;至少一个存储媒体组件,其具有非易失性存储器;和控制器。所述非易失性存储器被配置到具有被配置成用于与人工神经网络ANN相关的不同类型的数据的不同存储器操作设置集的多个分区(例如,名称空间)中。所述分区包含被配置成存储发到所述ANN的输入数据的输入分区。所述传感器数据流应用于所述ANN中来预测所述车辆的维护服务。所述输入分区的存储器单元可被配置成用于增强连续输入流的循环连续覆写的耐久性。


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    Title :

    STORAGE AND ACCESS OF NEURAL NETWORK INPUTS IN AUTOMOTIVE PREDICTIVE MAINTENANCE


    Additional title:

    汽车预测性维护中的神经网络输入的存储和存取


    Contributors:

    Publication date :

    2021-03-05


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    Chinese


    Classification :

    IPC:    G06K Erkennen von Daten , RECOGNITION OF DATA / B60S SERVICING, CLEANING, REPAIRING, SUPPORTING, LIFTING, OR MANOEUVRING OF VEHICLES, NOT OTHERWISE PROVIDED FOR , Warten, Reinigen, Instandsetzen, Unterstützen, Anheben oder Rangieren von Fahrzeugen, soweit nicht anderweitig vorgesehen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06Q Datenverarbeitungssysteme oder -verfahren, besonders angepasst an verwaltungstechnische, geschäftliche, finanzielle oder betriebswirtschaftliche Zwecke, sowie an geschäftsbezogene Überwachungs- oder Voraussagezwecke , DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES



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