Systems, methods and apparatus of optimizing neural network computations of predictive maintenance of vehicles. For example, a data storage device of a vehicle includes: a host interface configured toreceive 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 configured into 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 partitionsinclude a model partition configured to store model data of the ANN. The sensor data stream is applied in the ANN to predict a maintenance service of the vehicle. The memory units of the model partition can be configured for read, infrequent updates, improved storage capacity, and/or for access in parallel with input/output for the ANN.

    本申请案针对于优化车辆的预测性维护的神经网络计算的系统、方法和设备。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多个分区(例如,名称空间)中,所述分区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。所述分区包含被配置成存储所述ANN的模型数据的模型分区。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。所述模型分区的存储器单元可被配置成用于读取、少有更新、改进的存储容量,和/或用于与所述ANN的输入/输出并行的存取。


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    Titel :

    Systems, methods and apparatus of optimizing neural network computations of predictive maintenance of vehicles


    Weitere Titelangaben:

    优化车辆的预测性维护的神经网络计算的系统、方法和设备


    Beteiligte:

    Erscheinungsdatum :

    2021-03-09


    Medientyp :

    Patent


    Format :

    Elektronische Ressource


    Sprache :

    Chinesisch


    Klassifikation :

    IPC:    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 / 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



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