Fault prediction method and device, electronic equipment and storage medium

A failure prediction and failure technology, applied in the computer field, can solve the problem of low failure prediction accuracy, save manpower and material resources, realize failure early warning, and reduce the probability of failure.

Active Publication Date: 2022-05-10
北京宝兰德软件股份有限公司
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The present invention provides a fault prediction method, device, electronic equipment and storage medium, which are used to solve the defect of low fault prediction accuracy in the prior art, and to improve the accuracy of fault prediction

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  • Fault prediction method and device, electronic equipment and storage medium
  • Fault prediction method and device, electronic equipment and storage medium
  • Fault prediction method and device, electronic equipment and storage medium

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Embodiment Construction

[0043] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0044] The invention provides a fault prediction method. figure 1 is one of the schematic flow charts of the fault prediction method provided by the present invention, such as figure 1 As shown, the method includes:

[0045] Step 110, building a knowledge graph to be predicted, the knowledge graph to be predicted takes network elements as nodes, and takes the calling relationship or deploym...

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Abstract

The invention provides a fault prediction method and device, electronic equipment and a storage medium, and the method comprises the steps: constructing a to-be-predicted knowledge graph which takes network elements as nodes and takes a calling relation or a deployment relation between the network elements as edges; determining the similarity between the to-be-predicted knowledge graph and each historical fault knowledge graph based on the intersection and union of the sub-graph set of the to-be-predicted knowledge graph and the fault sub-graph set of each historical fault knowledge graph; and determining a fault probability corresponding to the to-be-predicted knowledge graph based on the similarity between the to-be-predicted knowledge graph and each historical fault knowledge graph. According to the method and device, the electronic equipment and the storage medium provided by the invention, the fault prediction accuracy can be improved, fault early warning is realized, the fault occurrence probability is reduced, the influence on enterprises is reduced, manual processing is not needed, a large amount of manpower and material resources are saved, and the fault prediction efficiency is improved.

Description

technical field [0001] The invention relates to the field of computer technology, in particular to a fault prediction method, device, electronic equipment and storage medium. Background technique [0002] With the rapid development of science and technology, computer software is deployed in a distributed cloud environment. The dependencies between various components are intricate. A large number of devices are usually used in the business systems deployed by enterprises. These devices run for a long time In the end, failures will inevitably occur due to various reasons. After the failure occurs, it will have a very large impact on the entire business system, and thus cause losses to the enterprise. Therefore, it is very necessary to predict the failure of the equipment in the business system. [0003] At present, most of the fault prediction technologies are performed by operation and maintenance personnel based on the correlation of equipment indicators. The prediction res...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04L41/0631H04L41/142H04L41/147G06K9/62G06F16/36
CPCH04L41/0631H04L41/065H04L41/064H04L41/147H04L41/142G06F16/367G06F18/22
Inventor 易存道
Owner 北京宝兰德软件股份有限公司
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