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Substation relay protection device service life prediction method

A technology of relay protection device and prediction method, which is applied in the direction of prediction, instrument, character and pattern recognition, etc., and can solve problems such as difficulty in obtaining high accuracy, failure of neural network, loss, etc.

Pending Publication Date: 2021-03-30
CHENGDU UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

But in addition, they all have some problems: the correct rate of Bayesian network classifier is low when the key attributes are missing; when the evidence reasoning method transmits attribute information layer by layer, there will be a certain degree of loss of uncertain information; The target theory method is difficult to obtain high accuracy for small sample data; the artificial neural network method will not be able to perform neural networks when the number of samples is small.

Method used

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  • Substation relay protection device service life prediction method
  • Substation relay protection device service life prediction method
  • Substation relay protection device service life prediction method

Examples

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Embodiment 1

[0053] This embodiment provides a method for predicting the service life of a relay protection device in a substation. In order to make the purpose, features and advantages of the present invention more obvious and easy to understand, the technical solution in the present invention will be clearly explained below in conjunction with the accompanying drawings. Describe it completely.

[0054] figure 1 Step 1 in describes the process and method of selecting and constructing evaluation indicators. According to the principles of universality, representativeness and compactness, collect and select effective data on the degree of deterioration of relay protection devices, namely: the number of incorrect actions, the number of failures, CPU temperature, operating voltage, and running time as sample data, and the obtained sample data To mark S={(x 1 ,y 1 ),(x 2 ,y 2 ),...,(x n ,y n )}. where x i Represents the sample attributes, namely: the number of incorrect actions, the nu...

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Abstract

The invention relates to a method for predicting the service life of a transformer substation relay protection device. The method comprises the following steps: S1, selecting evaluation indexes, and obtaining the sample data of the corresponding evaluation indexes; s2, quantifying the sample data; s3, establishing a multi-classification support vector machine model; s4, training and optimizing themulti-class support vector machine model by utilizing the quantized sample data; and S5, obtaining evaluation indexes of the relay protection device, inputting the evaluation indexes into the multi-classification support vector machine model, and outputting the predicted life length of the relay protection device by the multi-classification support vector machine model.

Description

technical field [0001] The invention relates to the field of relay protection, in particular to a method for predicting the service life of a substation relay protection device. Background technique [0002] As the first line of defense for power grid security, the abnormal status of relay protection devices has always been one of the most important factors that endanger the safety of the entire power grid. Once the relay protection device fails, the power grid will lose its protection, which will easily cause large-scale power outages and cause huge economic losses. Nowadays, the regular inspection scheme adopted by power grid companies is generally relatively intensive, resulting in a large manpower burden. Therefore, timely prediction and evaluation of the service life of relay protection devices will help power grid companies formulate more efficient regular inspection plans. [0003] Under the condition of long-term operation of the relay protection device, there are ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/25G06F30/27G06K9/62G06Q10/04G06Q10/06G06Q50/06
CPCG06F30/25G06F30/27G06Q10/04G06Q10/06393G06Q50/06G06F18/2411
Inventor 王亚楠
Owner CHENGDU UNIV
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