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High-voltage cable partial discharge mode identification method, computer equipment and storage medium

A technology of partial discharge and pattern recognition, applied in character and pattern recognition, computer components, computing, etc., can solve problems such as poor generalization ability

Pending Publication Date: 2020-10-23
GUANGDONG POWER GRID CO LTD +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] In order to overcome the defect of poor generalization ability of using a single classifier for identification described in the above prior art, the present invention provides a high-voltage cable partial discharge pattern recognition method based on the combination of multiple classifiers

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  • High-voltage cable partial discharge mode identification method, computer equipment and storage medium

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Embodiment Construction

[0028] The accompanying drawings are for illustrative purposes only and cannot be construed as limiting the patent;

[0029] For those skilled in the art, it is understandable that some well-known structures and descriptions thereof may be omitted in the drawings.

[0030] The technical solutions of the present invention will be further described below in conjunction with the accompanying drawings and embodiments.

[0031] This embodiment proposes a high-voltage cable partial discharge pattern recognition method based on the combination of multiple classifiers, such as figure 1 As shown in FIG. 1 , it is a flow chart of the method for recognizing the partial discharge pattern of a high-voltage cable in this embodiment.

[0032] In the multi-classifier-based high-voltage cable partial discharge pattern recognition method proposed in this embodiment, the following steps are included:

[0033] S1: Obtain training data from laboratory data, divide it into training set and test s...

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Abstract

The invention provides a high-voltage cable partial discharge mode recognition method, and the method comprises the following steps: obtaining training data through laboratory data, dividing the training data into a training set and a test set, and collecting onsite to-be-recognized data; respectively inputting the training set into a plurality of classifiers for training, respectively inputting the test set into the trained classifiers for testing, and inputting to-be-identified data acquired on site into the trained classifiers to obtain a preliminary identification result; taking the preliminary identification result as input data, constructing a partial discharge mode identification model by adopting a learning method taking a support vector machine as a classifier, and then inputtingthe input data into the partial discharge mode identification model for testing to obtain a tested partial discharge mode identification model; and inputting to-be-identified data acquired on site into the tested partial discharge mode identification model, and outputting to obtain a high-voltage cable partial discharge integrated mode identification result.

Description

technical field [0001] The present invention relates to the technical field of partial discharge identification, more specifically, to a high-voltage cable partial discharge pattern identification method based on the combination of multiple classifiers, computer equipment and storage media. Background technique [0002] Since high-voltage cables have been running at high voltage and high current for a long time, under the action of external force damage, equipment defects, water tree intrusion and other factors, different types of defects will cause partial discharge of high-voltage cables, and partial discharge of high-voltage cables will cause internal electric shocks in the cable insulation. The generation and expansion of trees will accelerate the deterioration of insulation and eventually lead to breakdown, which will bring huge hidden dangers to the safe operation of the power system. Therefore, in order to discover potential safety hazards caused by partial discharge ...

Claims

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Application Information

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IPC IPC(8): G06K9/62G01R31/12G06N3/04G06N3/08
CPCG06N3/08G01R31/1227G06N3/045G06F18/285G06F18/2411G06F18/214
Inventor 吴毅江王干军毕竟陈岸戴泽雄
Owner GUANGDONG POWER GRID CO LTD
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