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Power distribution network single-phase earth fault identification method and system, terminal and medium

A single-phase ground fault, identification method technology, applied in the direction of fault location, character and pattern recognition, measuring electricity, etc., can solve the problems of different working conditions of the distribution network, low sensitivity of the algorithm, and differentiated configuration depending on configuration parameters. Achieve the effects of avoiding poor interference, improving accuracy, and improving recognition generalization ability

Active Publication Date: 2021-12-07
STATE GRID SICHUAN ELECTRIC POWER CORP ELECTRIC POWER RES INST
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  • Application Information

AI Technical Summary

Problems solved by technology

Although these transient signal methods are ideal for dealing with faults with large zero-sequence currents, when the fault zero-sequence current is small in actual operation, they are easily affected by the comprehensive systemic effects of multiple links such as start-up setting, sampling noise, and electromagnetic interference. , which ultimately makes the algorithm less sensitive, too affected by different working conditions of the distribution network, and overly dependent on the differential configuration of various configuration parameters

Method used

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  • Power distribution network single-phase earth fault identification method and system, terminal and medium
  • Power distribution network single-phase earth fault identification method and system, terminal and medium
  • Power distribution network single-phase earth fault identification method and system, terminal and medium

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Embodiment 1

[0041] Embodiment 1: A method for identifying a single-phase-to-ground fault in a distribution network, such as figure 1 shown, including the following steps:

[0042] S1: According to the characteristic engineering of the zero-sequence equivalent network structure that fits the ground fault, the characteristic engineering includes the amplitude cycle, the amplitude cycle and the phase cycle corresponding to the zero-sequence voltage and zero-sequence current respectively;

[0043] S2: Use the principal component analysis method to perform dimension reduction and optimization processing on the feature engineering to obtain the fault feature set;

[0044] S3: Construct a single-phase-to-ground fault classification model with a machine learning algorithm based on the fault feature set;

[0045] S4: Input the fault collection data into the single-phase ground fault classification model for fault identification, and obtain the fault identification result.

[0046] combine figu...

Embodiment 2

[0078] Embodiment 2: A single-phase-to-ground fault identification system of a distribution network, such as Image 6 As shown, it includes engineering construction module, engineering processing module, model construction module and fault identification module.

[0079] Among them, the engineering construction module is used to construct the feature engineering that fits the ground fault according to the zero-sequence equivalent network. The feature engineering includes the amplitude cycle, the mutation amplitude cycle, and the phase cycle corresponding to the zero-sequence voltage and zero-sequence current respectively; engineering processing The module is used to perform dimension reduction and optimization on feature engineering by principal component analysis to obtain the fault feature set; the model building module is used to build a single-phase ground fault classification model with machine learning algorithms based on the fault feature set; the fault identification mo...

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Abstract

The invention discloses a power distribution network single-phase earth fault identification method and system, a terminal and a medium, and relates to the technical field of power distribution network fault identification. The method comprises the following steps:according to the zero-sequence equivalent network, constructing a characteristic project conforming to the grounding fault, wherein the characteristic project comprises an amplitude cycle wave, a break variable amplitude cycle wave and a phase cycle wave which are respectively corresponding to the zero-sequence voltage and the zero-sequence current; performing dimension reduction optimization processing on the characteristic project by adopting a principal component analysis process to obtain a fault feature set; constructing a single-phase earth fault classification model by a machine learning algorithm according to the fault feature set; and inputting the fault acquisition data into the single-phase earth fault classification model for fault identification to obtain a fault identification result. The accuracy of the model is improved, and the identification generalization capability of resisting the grounding fault under the strong interference and severe working condition is improved.

Description

technical field [0001] The present invention relates to the technical field of distribution network fault identification, more specifically, it relates to a single-phase ground fault identification method, system, terminal and medium of distribution network. Background technique [0002] The grounding methods of the medium and low voltage distribution network (3-66kV) are mainly two ways: the neutral point is not grounded, and the neutral point is grounded through the arc suppression coil. It is also often called a small current grounding system. In distribution network faults, the occurrence probability of single-phase-to-ground faults accounts for nearly 60-80% of the total fault events, and most phase-to-phase faults are caused by single-phase-to-ground faults. Fault is of great significance to the effective prevention of fault deterioration and scope expansion. [0003] At present, the single-phase ground fault identification algorithm mainly includes: transient method ...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06N20/00G01R31/08G01R31/52
CPCG06N20/00G01R31/52G01R31/088G06F18/2415Y04S10/52
Inventor 苏学能张华范松海方玉高艺文李世龙龙呈杨勇波宁鑫徐琳刘畅雷潇张睿罗洋
Owner STATE GRID SICHUAN ELECTRIC POWER CORP ELECTRIC POWER RES INST
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