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Insulator equivalent salt deposit density accumulation rate prediction method based on BA-GRNN

A technology of equivalent salt density and accumulation rate, applied in the field of prediction of the accumulation rate of value salt density, can solve the problems of difficulty in grasping the occurrence law of pollution flashover accidents and unsatisfactory effect of pollution flashover prevention and control, avoiding human subjective assumptions, The effect of less adjustment parameters and strong generalization ability

Active Publication Date: 2018-02-13
UNIV OF ELECTRONICS SCI & TECH OF CHINA
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Problems solved by technology

It is difficult to grasp the occurrence rules of pollution flashover accidents, and there are no current measures to effectively prevent such accidents
[0004] Under normal circumstances, the inspection and maintenance personnel of the power system operation and management department usually take measures such as increasing the creepage ratio distance, using pollution-resistant insulators as much as possible, regularly spraying anti-fouling paint on the surface of the insulator, and periodically powering off or cleaning the insulator, etc. Pollution flashover prevention and control measures, these methods can play a role in reducing pollution flashover risks to a certain extent, but at the same time inevitably have a certain degree of passivity, blindness and uncertainty in the prevention effect, so the effect of pollution flashover accident prevention is still Unsatisfactory mouth

Method used

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  • Insulator equivalent salt deposit density accumulation rate prediction method based on BA-GRNN
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  • Insulator equivalent salt deposit density accumulation rate prediction method based on BA-GRNN

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Embodiment

[0045] figure 1 It is a flow chart of the method for predicting the equivalent salt density accumulation rate of insulators based on BA-GRNN in the present invention.

[0046] In this example, if figure 1 Shown, a kind of insulator equivalent salt density accumulation rate prediction method based on BA-GRNN of the present invention comprises the following steps:

[0047] S1. Data preprocessing

[0048]Taking the variation of the equivalent salt density measurement data on the surface of the transmission line insulator and the meteorological observation data as the sample data, and then normalizing all the sample data, they are randomly divided into test group data and training group data. In this embodiment , randomly select 700 groups of training group data, namely K=700; the remaining 34 groups of data are used as test group data;

[0049] In this embodiment, the meteorological observation data mainly include rainfall, average wind speed, average humidity, and average tem...

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Abstract

The invention discloses an insulator equivalent salt deposit density accumulation rate prediction method based on BA-GRNN. The method includes that initializing is performed to acquire a group of random solutions, iteration is performed to search for an optimal solution, and local new solutions are generated around the optimal solution through random flight, so that local searching is enhanced, and insulator equivalent salt deposit accumulation rate prediction is realized. Compared with other algorithms, BA is far higher than other algorithms in the aspects of accuracy and effectiveness; no many parameters need to be adjusted, so that the method has the advantages of high convergence rate and few radial basis function adjusting parameters.

Description

technical field [0001] The invention belongs to the technical field of insulator pollution analysis, and more specifically relates to a BA-GRNN-based method for predicting the equivalent salt density accumulation rate of insulators. Background technique [0002] The equal salt deposit density (ESDD), referred to as salt density, is the main basis for determining the pollution level and drawing the distribution map of the grid pollution area. [0003] With the rapid development of the national economy, the scale of my country's power grid continues to increase, and the rated voltage level of the power grid continues to increase. Therefore, the pollution flashover accidents of the external insulation of the power transmission and transformation equipment in the power system are also becoming more and more serious. It is difficult to grasp the occurrence rules of pollution flashover accidents, and there are no current measures to effectively prevent such accidents. [0004] Un...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/00G06Q10/04G06Q50/06G06F17/50
CPCG06Q10/04G06Q10/20G06Q50/06G06F30/20G06F2119/04
Inventor 李坚黄琦王昆冰张真源崔文虎张为金滕云龙滕予非桂勋刘益腾
Owner UNIV OF ELECTRONICS SCI & TECH OF CHINA
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