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Prediction method of insulator equivalent salt density accumulation rate based on ba-grnn

A technology of equivalent salt density and accumulation rate, which is applied in the field of value salt density accumulation rate prediction, can solve the problems of difficulty in grasping the occurrence rules of pollution flashover accidents and unsatisfactory prevention and control effects of pollution flashover accidents, and achieve the goal of avoiding subjective assumptions Influence, reduction of insulator flashover accidents, small relative error and mean square error

Active Publication Date: 2021-05-14
UNIV OF ELECTRONICS SCI & TECH OF CHINA
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AI Technical Summary

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 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 insulators, and regularly power-off or live cleaning of insulators. These methods can reduce the risk of pollution flashover 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 not enough. ideal mouth

Method used

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  • Prediction method of insulator equivalent salt density accumulation rate based on ba-grnn
  • Prediction method of insulator equivalent salt density accumulation rate based on ba-grnn
  • Prediction method of insulator equivalent salt density accumulation rate based on ba-grnn

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Embodiment

[0044] 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.

[0045] 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:

[0046] S1. Data preprocessing

[0047] 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;

[0048] In this embodiment, the meteorological observation data mainly include rainfall, average wind speed, average humidity, and average temp...

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Abstract

The invention discloses a BA‑GRNN-based method for predicting the equivalent salt density accumulation rate of insulators. First, a set of random solutions is initialized, and then the optimal solution is searched iteratively, and a local new solution is generated by random flight around the optimal solution. , the local search is strengthened, so as to realize the prediction of the equivalent salt density accumulation rate of insulators; compared with other algorithms, BA is far superior to other algorithms in terms of accuracy and effectiveness, and there are not many parameters to be adjusted, and it also has convergence The advantages of fast speed and few adjustment parameters of radial basis function.

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 Patents(China)
IPC IPC(8): G06Q10/00G06Q10/04G06Q50/06G06F30/27
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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