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Electricity stealing analysis method and device

An analysis method and electricity stealing technology, applied in the direction of instruments, calculation models, data processing applications, etc., can solve the problems of expensive equipment and labor costs, low efficiency, long iteration time, etc., and achieve the effect of improving analysis efficiency and accuracy

Inactive Publication Date: 2017-12-19
ELECTRIC POWER RES INST STATE GRID JIBEI ELECTRIC POWER COMPANY +3
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Problems solved by technology

[0007] Although these methods have achieved good results, generally speaking, their shortcomings are: low efficiency, high equipment and manpower costs, and now the means of stealing electricity are high-tech and concealed. The traditional anti-stealing methods are no longer No matter how suitable it is, a new and more powerful and effective anti-stealing method is needed
[0009] But its disadvantage is: BP neural network algorithm will easily fall into the problem of insufficient local minimum points and long iteration time, so the effect is not very ideal

Method used

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  • Electricity stealing analysis method and device

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Embodiment Construction

[0028] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention more clear, the embodiments of the present invention will be further described in detail below in conjunction with the accompanying drawings. Here, the exemplary embodiments and descriptions of the present invention are used to explain the present invention, but not to limit the present invention.

[0029] Traditional anti-stealing technology, since most of them start with the inspection of metering devices, and pull-net-style door-to-door inspections, can no longer efficiently detect electricity theft. How to detect power-stealing users at a high level has become an urgent problem for power supply companies to solve. At present, the data mining technology integrated with machine learning has been widely used in the Internet, banking, insurance and other industries, and has achieved considerable results, but this technology is still in the initial stage of develo...

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Abstract

The invention discloses an electricity stealing analysis method and device. The method comprises steps that electricity behavior data of a user and archive data of the user are acquired; the acquired data is made to be sample data, the sample data comprises training data, test data and prediction data, the training data and the test data have labels, and the labels are made through marking historical electricity stealing records of the user one by one; the training data and the test data are loaded to a machine learning model established based on an Xgboost algorithm, and the model is trained and tested; the prediction data is loaded to the trained model, and the electricity stealing behavior analysis result of the user is acquired. The method is advantaged in that high-efficiency and accurate electricity stealing suspicion analysis can be realized.

Description

technical field [0001] The invention relates to the technical field of electric power management, in particular to a power stealing analysis method and device. Background technique [0002] Stealing electricity is an illegal act that has always existed since the beginning of the power supply. The act of stealing electricity has brought great harm to the power department and people's lives. It can damage low-voltage electrical equipment and damage the property interests of power companies. Leading to large-scale network power outages and even electric shock casualties due to electricity theft, threatening the personal safety of others. In order to combat electricity theft, power supply companies have been committed to the work of anti-theft. However, with the development of science and technology, the means of stealing electricity are becoming more and more "sophisticated", the behavior is becoming more and more hidden, and the difficulty of anti-theft work is also increasing...

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Application Information

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IPC IPC(8): G06Q50/06G06N99/00
CPCG06N20/00G06Q50/06
Inventor 刘岩丁恒春袁瑞铭易忠林巨汉基钟侃殷庆铎史辉黄昌宝魏彤珈崔文武郑思达田晓溪庞富宽李文文张春娟
Owner ELECTRIC POWER RES INST STATE GRID JIBEI ELECTRIC POWER COMPANY
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