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SYSTEM AND METHOD FOR SURVIVAL FORECASTING OF DISK DRIVES USING SEMI-PARAMETRIC TRANSFER LEARNING
SYSTEM AND METHOD FOR SURVIVAL FORECASTING OF DISK DRIVES USING SEMI-PARAMETRIC TRANSFER LEARNING
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机译:使用半参数转移学习的磁盘驱动器生存预测的系统和方法
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摘要
Embodiments are directed to a method and system of forecasting a disk drive survival period in a data storage network, by obtaining operating system data and manufacturer data for the disk drive to create a dataset, screening the dataset to identify a number of features to be selected for model creation, wherein the data set includes censored data and non-censored data, and performing, in an analytics engine, semi-parametric survival analysis on the data set using transfer learning on the model to provide a time-based failure prediction of the disk drive. A graphical user interface provides to a user the failure prediction in one of text form or graphical form.
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