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Prediction method and device for alarm in service operation and maintenance and electronic equipment

A prediction method and operation and maintenance technology, applied in the field of IT operation and maintenance, can solve the problems of low accuracy of alarm prediction and failure to truly reflect the status of equipment, so as to avoid failures and improve accuracy

Active Publication Date: 2020-05-08
BEIJING TIANYUAN INNOVATION TECH CO LTD
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  • Description
  • Claims
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AI Technical Summary

Problems solved by technology

However, since this method is only a regular summary of the existing alarm data, it cannot truly reflect the status of the equipment, resulting in low accuracy of alarm prediction for specific equipment

Method used

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  • Prediction method and device for alarm in service operation and maintenance and electronic equipment
  • Prediction method and device for alarm in service operation and maintenance and electronic equipment
  • Prediction method and device for alarm in service operation and maintenance and electronic equipment

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Embodiment Construction

[0038] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of the embodiments of the present invention, but not all of them. Based on the embodiments in the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the embodiments of the present invention.

[0039] Aiming at the problem of alarm prediction in the operation and maintenance process, that is, if it is known more accurately that some important alarms will occur in a short period of time in the future, measures can be taken in advance to avoid or reduce the corresponding impact. The embodiment of t...

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Abstract

The embodiment of the invention provides an alarm prediction method and device in service operation and maintenance and electronic equipment, and the method comprises the steps: obtaining a given number of historical alarm data of a target network element object before a current alarm period, and forming a historical alarm sequence; based on the historical alarm sequence, performing alarm prediction on the target network element object by using a trained hidden Markov prediction model, wherein the trained hidden Markov prediction model is obtained by performing initialization construction in advance by analyzing relationship information of a network element object, a network element fault and a network element alarm in a fault management system, and performing training by utilizing an original data sample selected according to the relationship information. According to the embodiment of the invention, the accuracy of alarm prediction in service operation and maintenance can be effectively improved, so that faults are effectively avoided or the influence caused by the faults is reduced.

Description

technical field [0001] The present invention relates to the technical field of IT operation and maintenance, and more specifically, to a method, device and electronic equipment for predicting alarms in business operation and maintenance. Background technique [0002] In the field of IT operation and maintenance, a complete operation and maintenance system includes a system with fault management capabilities, which is usually called a fault management system. Traditional fault management systems generally have functions such as equipment alarm monitoring, business indicator monitoring, fault response, and fault location. [0003] Traditional fault management systems are "behindsight" about equipment alarm monitoring. That is, after the relevant collection tool obtains the data, it finds that the data triggers the corresponding rules before generating an alarm and reviewing the dispatch. Usually, the shorter the process from alarm discovery to order dispatch, the less impact...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/32G06F11/34G06N7/00
CPCG06F11/327G06F11/3447G06N7/01
Inventor 徐键
Owner BEIJING TIANYUAN INNOVATION TECH CO LTD
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