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Disk fault prediction method and device, storage medium and electronic equipment

A fault prediction and disk technology, applied in the field of big data, can solve problems such as low efficiency and insufficient reliability, and achieve high efficiency and objective and reliable diagnosis results

Pending Publication Date: 2022-04-15
CHINA CONSTRUCTION BANK
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

For disk failures, at present, the operation and maintenance personnel can only judge the probability of disk failure based on the values ​​of multiple parameters after receiving a failure alarm. This method obviously relies heavily on the personal experience of the operation and maintenance personnel, which is inefficient and reliable. sexual insufficiency

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  • Disk fault prediction method and device, storage medium and electronic equipment
  • Disk fault prediction method and device, storage medium and electronic equipment
  • Disk fault prediction method and device, storage medium and electronic equipment

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Embodiment Construction

[0053] Exemplary embodiments of the present disclosure will be described in more detail below with reference to the accompanying drawings. Although exemplary embodiments of the present disclosure are shown in the drawings, it should be understood that the present disclosure may be embodied in various forms and should not be limited by the embodiments set forth herein. Rather, these embodiments are provided for more thorough understanding of the present disclosure and to fully convey the scope of the present disclosure to those skilled in the art.

[0054] like figure 1 As shown, the present invention provides a disk failure prediction method, including: S100, S200 and S300;

[0055] S100. Collect the SMART data of the target disk through the collection script, wherein the SMART data includes the data of M operating indicators of the target disk, and the data of each of the operating indicators includes a plurality of data at different times, so Said M is an integer greater t...

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Abstract

The invention discloses a disk failure prediction method and device, a storage medium and electronic equipment, SMART data of a target disk can be collected through a collection script, the SMART data comprises data of M operation indexes of the target disk, the data of each operation index comprises data at multiple different moments, and the M is an integer greater than or equal to 1, and the M is an integer greater than or equal to 1, and the M is an integer greater than or equal to 1. M is an integer greater than 1; the SMART data are subjected to normalization, and a corresponding input data set is obtained; the input data set is input into a pre-trained disk fault prediction model, so that a fault prediction result output by the disk fault prediction model is obtained, and the fault prediction result represents the fault probability of the target disk. Therefore, the probability diagnosis of the disk fault does not depend on manpower, the efficiency is relatively high, and the diagnosis result is relatively objective and reliable.

Description

technical field [0001] The invention relates to the field of big data, in particular to a disk failure prediction method, device, storage medium and electronic equipment. Background technique [0002] With the continuous development of science and technology, the scale of IT infrastructure in data centers is rapidly expanding, the amount of data carried by data centers is also growing rapidly, and the number of media disks for storing data is also increasing rapidly. Among the hardware components of data center infrastructure, the disk has the highest failure rate. According to statistics, disk failure accounts for more than 90% of all hardware component failures. For disk failures, at present, the operation and maintenance personnel can only judge the probability of disk failure based on the values ​​of multiple parameters after receiving a failure alarm. This method obviously relies heavily on the personal experience of the operation and maintenance personnel, which is ine...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06K9/62G06F11/34G06N20/00
CPCG06Q10/04G06F11/3409G06N20/00G06F18/214
Inventor 杨迪
Owner CHINA CONSTRUCTION BANK