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Electricity stealing identification method based on dynamic time adjustment and gradient boosting tree

A technology of dynamic time adjustment and gradient boosting tree, applied in the field of electricity stealing detection, can solve the problem of inability to accurately analyze high-voltage users, and achieve the effect of avoiding false positives and improving accuracy.

Pending Publication Date: 2022-08-09
STATE GRID HENAN INFORMATION & TELECOMM CO +2
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Problems solved by technology

[0006] In view of the deficiencies in the prior art, the purpose of the present invention is to provide a method for identifying electricity theft based on dynamic time adjustment and gradient boosting tree, which effectively solves the problem that the traditional electricity theft detection method cannot identify high-voltage users with large power consumption. Questions for Accurate Analysis

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  • Electricity stealing identification method based on dynamic time adjustment and gradient boosting tree
  • Electricity stealing identification method based on dynamic time adjustment and gradient boosting tree
  • Electricity stealing identification method based on dynamic time adjustment and gradient boosting tree

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[0037] For the aforementioned and other technical contents, features and effects of the present invention, the following references are made with reference to the appendix. Figure 1-4 In the detailed description of the embodiments, this will become apparent. The structural contents mentioned in the following embodiments are all taken as reference to the accompanying drawings.

[0038] Exemplary embodiments of the present invention will be described below with reference to the accompanying drawings.

[0039] A method for identifying electricity theft based on dynamic time adjustment and gradient boosting tree, which specifically includes the following steps:

[0040] S1. Obtain power consumption information data of high-voltage users;

[0041] S2. The power consumption information data of the high-voltage user obtained in step S1 is constructed as the input vector of the gradient boosting tree model, wherein the input vector includes the dynamic time warping similarity betwe...

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Abstract

The invention discloses an electricity larceny identification method based on dynamic time adjustment and a gradient boosting tree. The problem that a traditional electricity larceny detection method cannot accurately analyze high-voltage users with high electricity consumption is effectively solved. According to the method, the power utilization information data in the high-voltage user is constructed into the input vector, the input vector is normalized to obtain the training sample data, the training sample data is utilized to train the gradient boosting tree model, and the verification set is utilized to improve the accuracy of the tree model in a gradient manner, so that the accuracy of the high-voltage user is improved. Therefore, the electricity stealing probability value of the high-voltage user is obtained, whether the high-voltage user is an electricity stealing user or not is finally judged, and the analysis accuracy of the high-voltage user with high electricity consumption is improved.

Description

technical field [0001] The invention relates to the field of electricity stealing detection, in particular to an electricity stealing identification method based on dynamic time adjustment and gradient boosting tree. Background technique [0002] The phenomenon of illegal electricity stealing has always existed in our country, which has seriously increased the burden on the country in the management of electricity consumption, and the economic losses caused by electricity stealing are also getting higher and higher. The losses are as high as billions or even tens of billions of yuan. Illegal electricity stealing not only damages the legitimate rights and interests of power supply companies, disrupts the normal order of electricity supply and consumption, but also threatens the security of the power grid. [0003] The ways of electricity stealing also emerge in an endless stream with the growth of time, and the traditional electricity stealing detection methods are mainly to...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q50/06G06N20/00
CPCG06Q50/06G06N20/00Y02D10/00
Inventor 朱莹李东王心妍刘咏贾静丽冯肖赵曜彭苒裴磊李长凯侯守赞
Owner STATE GRID HENAN INFORMATION & TELECOMM CO
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