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Communication equipment alarm prediction method and device, electronic equipment and readable storage medium

A technology of communication equipment and prediction method, applied in the field of communication, can solve the problems of inability to perform model training, poor quality of alarm data sets, and low prediction accuracy.

Active Publication Date: 2021-01-15
ELECTRIC POWER RESEARCH INSTITUTE OF STATE GRID NINGXIA ELECTRIC POWER COMPANY +1
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  • Application Information

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Problems solved by technology

[0008] In view of this, the purpose of one or more embodiments of this specification is to propose a communication equipment alarm prediction method and device, electronic equipment, and a readable storage medium to solve the problem in the related art that due to the poor quality of the communication equipment alarm data set, the Perform model training, resulting in low prediction accuracy

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  • Communication equipment alarm prediction method and device, electronic equipment and readable storage medium
  • Communication equipment alarm prediction method and device, electronic equipment and readable storage medium
  • Communication equipment alarm prediction method and device, electronic equipment and readable storage medium

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Embodiment 1

[0031] According to an aspect of the embodiments of the present application, a communication device alarm prediction method is proposed, such as figure 1 As shown, the method may specifically include the following steps:

[0032] S102, input multiple sets of monitoring data of the communication equipment into the pre-trained alarm prediction model, wherein the monitoring data is collected from the communication equipment at preset intervals;

[0033] S104, generating multiple sets of image data corresponding to multiple sets of monitoring data through the image generation module in the alarm prediction model;

[0034] S106. Obtain a prediction result corresponding to the communication device based on multiple sets of image data through a prediction module in the alarm prediction model.

[0035] In this embodiment, the communication device includes but not limited to optical network communication device, data network communication device and wireless communication network, etc.,...

Embodiment 2

[0083] According to another aspect of the embodiments of the present application, a communication device alarm prediction device is also proposed, such as Figure 4 As shown, the device may specifically include:

[0084] 1) An operation unit 40, configured to input multiple sets of monitoring data of the communication device into a pre-trained alarm prediction model, wherein the monitoring data is collected in the communication device at preset intervals;

[0085] 2) a processing unit 42, configured to generate multiple sets of image data corresponding to the multiple sets of monitoring data through the image generation module in the alarm prediction model;

[0086] 3) The prediction unit 44 is configured to obtain a prediction result corresponding to the communication device based on the plurality of sets of image data through a prediction module in the alarm prediction model.

[0087] For the convenience of description, when describing the above devices, functions are divid...

Embodiment 3

[0090] According to another aspect of the embodiments of the present application, an electronic device is also proposed, referring to Figure 5 , shows a schematic structural diagram of an electronic device provided in this embodiment, and the device may include: a processor 1010 , a memory 1020 , an input / output interface 1030 , a communication interface 1040 and a bus 1050 . The processor 1010 , the memory 1020 , the input / output interface 1030 and the communication interface 1040 are connected to each other within the device through the bus 1050 .

[0091] The processor 1010 may be implemented by a general-purpose CPU (Central Processing Unit, central processing unit), a microprocessor, an application specific integrated circuit (Application Specific Integrated Circuit, ASIC), or one or more integrated circuits, and is used to execute related programs to realize the technical solutions provided by the embodiments of this specification.

[0092] The memory 1020 may be imple...

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Abstract

One or more embodiments of the invention provide a communication device alarm prediction method and device, an electronic device and a readable storage medium. The method comprises steps of inputtingmultiple groups of monitoring data of a communication device into a pre-trained alarm prediction model; generating a plurality of groups of image data corresponding to the monitoring data through an image generation module in the alarm prediction model; through the prediction module in the alarm prediction model, the prediction result corresponding to the network communication device is obtained based on the multiple groups of image data, and the monitoring data of the communication device is visualized, so a problem of insufficient data volume can be effectively overcome.

Description

technical field [0001] One or more embodiments of this specification relate to the technical field of communications, and in particular, to a communication device alarm prediction method and device, an electronic device, and a readable storage medium. Background technique [0002] The optical network is the cornerstone of the information society. Internet, communication, electric power, and financial industry networks are all based on the optical network. Once the optical network fails, the end user will directly face serious problems such as service interruption and long repair period. How to detect network hidden dangers in time before optical network failures occur, and realize "zero" user perception of network failures has always been an important challenge in the field of telecom operation and maintenance. [0003] According to statistical data, most optical service failures are caused by optical path degradation, optical module degradation, and bit errors. Traditional...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/32G06F11/30G06K9/62
CPCG06F11/327G06F11/3058G06F11/3072G06F18/2414
Inventor 王峰李兴华夏绪卫闫振华马梦轩闫舒怡张冰赵永利
Owner ELECTRIC POWER RESEARCH INSTITUTE OF STATE GRID NINGXIA ELECTRIC POWER COMPANY
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