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Metering automation system wireless communication failure prediction method

A measurement automation and wireless communication technology, applied in the field of wireless communication fault prediction of measurement automation systems, can solve the problems of unstable GPRS signal quality, large delay in signal fault maintenance, and large system impact, so as to solve communication fault prediction, improve terminal The effect of online rate

Inactive Publication Date: 2015-07-01
SHENZHEN POWER SUPPLY BUREAU
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AI Technical Summary

Problems solved by technology

[0005] The acquisition terminal of the metering automation system is transmitted to the data center using GPRS wireless communication technology. Due to the inherent characteristics of wireless communication and the wide distribution range, the quality of the GPRS signal of the terminal is unstable, and the post-maintenance delay of signal failure is large, which has a great impact on the system.

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  • Metering automation system wireless communication failure prediction method
  • Metering automation system wireless communication failure prediction method
  • Metering automation system wireless communication failure prediction method

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Embodiment Construction

[0033] The present invention "a method for predicting wireless communication failures in metering automation systems" aims to provide a communication failure prediction model, which is used to analyze the causes of wireless communication failures and predict wireless communication failures, so as to facilitate operation and maintenance staff to actively grasp the signal status and solve problems in a timely manner. Signal problem, improve terminal online rate. The following is a detailed introduction to the construction process of the communication fault prediction model and the working principle of the logistic regression algorithm.

[0034] Such as figure 1 As shown, a kind of measurement automation system wireless communication failure prediction method provided by the present invention includes:

[0035] Step 100, dividing the historical communication quality data collected by the terminal into a training sample set and a test set;

[0036] In the specific implementation...

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Abstract

The invention provides a metering automation system wireless communication failure prediction method. The metering automation system wireless communication failure prediction method includes: dividing history communication quality data collected by a terminal into a training sample set and a testing set; converting features extracted from the training sample set into a training vector set; training the training vector set based on a logistic regression model so as to obtain weight parameter vectors of feature vectors, and thereby obtaining a prediction model for predicting metering automation terminal communication failures; selecting features identical with features extracted from the training sample set from the testing set so as to build a test vector set; evaluating the prediction model obtained through training according to the test vector set, and adjusting parameters of the prediction model according to a prediction result. The metering automation system wireless communication failure prediction method can analyze data of the various communication failures, actively predicts a failure probability of a terminal, and thereby indirectly improves online rate of the terminal, and furthermore can effectively solve problems in communication failure prediction in a power grid.

Description

technical field [0001] The invention relates to the field of electric power technology, in particular to a method for predicting wireless communication faults in a metering automation system. Background technique [0002] Electricity is the lifeblood of national economic development and the supporting force for social production and life. The power grid shoulders the important task of delivering the electric energy provided by the power generation unit to the power consumption unit and thousands of households through the transmission, transformation, and distribution systems. It is the hub of the operation of the power system and the power market. If the measurement automation terminal communication fails, it will bring adverse consequences in terms of economic benefits, scheduling decisions, etc. [0003] With the continuous expansion of the scale of the power system and the increasingly complex structure, a large amount of alarm information floods into the power system di...

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Application Information

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IPC IPC(8): G06Q50/06
Inventor 王少锋刘涛伍少成刘洋李鹏刘伊雅
Owner SHENZHEN POWER SUPPLY BUREAU
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