Alarm prediction method, system, storage medium and computer device

A prediction method and a technology of alarm time, applied in the field of systems, storage media and computer equipment, and alarm prediction methods, can solve problems such as the failure to predict the possibility of failure in advance and the inability to ensure stable operation of the system, so as to achieve high warning accuracy and avoid equipment Faults or business delays, the effect of ensuring smooth operation

Inactive Publication Date: 2019-01-01
北京思特奇信息技术股份有限公司
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Problems solved by technology

[0003] In the existing technology, in the monitoring operation and maintenance of the application system, the alarm information can only be generated and sent to the operation and maintenance personnel when a fault occurs, but the possibility of the fault cannot be predicted in advance, the occurrence of the fault cannot be avoided, and the occurrence of the fault cannot be guaranteed. The system operates stably, which may cause serious impact and loss

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  • Alarm prediction method, system, storage medium and computer device
  • Alarm prediction method, system, storage medium and computer device
  • Alarm prediction method, system, storage medium and computer device

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[0017] The principles and features of the present invention are described below in conjunction with the accompanying drawings, and examples are only used to explain the present invention, and are not intended to limit the scope of the present invention.

[0018] figure 1 A schematic flowchart of an alarm prediction method provided by an embodiment of the present invention is given. Such as figure 1 As shown, the method includes:

[0019] S1, establish the initial model of the convolutional neural network, and conduct offline model training on the initial model of the convolutional neural network according to the historical alarm data;

[0020] S2, online real-time alarm prediction based on the trained convolutional neural network model and real-time alarm data.

[0021] Historical alarm data in this embodiment: refers to the log records generated by the software and hardware components in the network because the value of the relevant monitoring indicators exceeds the prese...

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Abstract

The invention relates to an alarm prediction method, a system, a storage medium and a computer device. The method comprises the following steps: an initial model of a convolution neural network is established, and the initial model of the convolution neural network is trained offline according to the historical alarm data; Based on the trained convolution neural network model and real-time alarm data, the on-line real-time alarm prediction is carried out. The invention utilizes the historical alarm data to train the alarm prediction model so as to extract the inherent law derived from the alarm. In real-time prediction, according to the current alarm situation and alarm prediction model, the possible faults are early-warning to avoid serious equipment failures or service delays and ensurethe smooth operation of the system.

Description

technical field [0001] The invention relates to the field of computer applications, in particular to an alarm prediction method, system, storage medium and computer equipment. Background technique [0002] In the network operation and maintenance system, when the application or equipment fails, the monitoring system will issue an alarm message and push the alarm information to the system operation and maintenance personnel. With the continuous development of information technology and Internet applications, the user's perception of the application system also becoming more sensitive. [0003] In the existing technology, in the monitoring operation and maintenance of the application system, the alarm information can only be generated and sent to the operation and maintenance personnel when a fault occurs, but the possibility of the fault cannot be predicted in advance, the occurrence of the fault cannot be avoided, and the fault cannot be guaranteed. The stable operation of ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06N3/04G06Q10/04
CPCG06Q10/04G06N3/045
Inventor 谢远航
Owner 北京思特奇信息技术股份有限公司
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