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Method and system for diagnosing remaining lifetime of storages in data center

机译:诊断数据中心存储剩余寿命的方法和系统

摘要

A method and a system for diagnosing remaining lifetime of storages in a data center are disclosed. The method includes the steps of: a) sequentially and periodically collecting operating attributes of failed storages along with time-to-fail records of the failed storages in a data center; b) grouping the operating attributes collected at the same time or fallen in a continuous period of time so that each group has the same number of operating attributes; c) sequentially marking a time tag for the groups of operating attributes; d) generating a trend model of remaining lifetime of the storages from the operating attributes and time-to-fail records by ML and/or DL algorithm(s) with the groups of operating attributes and time-to-fail records fed according to the order of the time tags; and e) inputting a set of operating attributes of a currently operating storage into the trend model to calculate a remaining lifetime therefor.
机译:公开了一种用于诊断数据中心中的存储器的剩余寿命的方法和系统。该方法包括以下步骤:a)顺序地和周期性地收集故障存储的操作属性以及数据中心中故障存储的失效时间记录; b)将同时收集或连续一段时间收集的运行属性分组,以使每个组具有相同数量的运行属性; c)依次为各组操作属性标记一个时间标签; d)通过ML和/或DL算法根据操作属性和失效时间记录生成存储剩余寿命的趋势模型,并根据这些属性馈送操作属性和失效时间记录组时间标签的顺序; e)将当前正在运行的存储器的一组运行属性输入到趋势模型中,以计算其剩余寿命。

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