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Electronic transformer credibility evaluation method and device based on whole-network domain evidence set

An electronic transformer and evaluation device technology, which is applied to measuring devices, instruments, measuring electrical variables, etc., can solve the risk assessment of electronic transformer digital electric energy measurement applications, imperfect on-site inspection items and means, and difficult errors. analysis, etc.

Active Publication Date: 2019-12-31
STATE GRID JIANGSU ELECTRIC POWER CO ELECTRIC POWER RES INST +4
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AI Technical Summary

Problems solved by technology

The technical difficulties of electronic transformer measurement operation situation analysis and risk assessment are mainly reflected in four aspects: First, it is difficult to adapt to the scale of electronic transformers by comparing errors with traditional transformers for electronic transformer state analysis methods Second, under the condition of no standard instrument, it is necessary to use data analysis methods to analyze the operation situation of electronic transformers. Carry out relevant analysis; the third is the lack of data collected by electronic transformers for digital electric energy metering application risk assessment methods, and it is impossible to evaluate the application risks of electronic transformer digital electric energy metering and power processing in abnormal states, which makes digital electric energy metering application risks difficult. Fourth, there are few on-site detection equipment and special tooling for electronic transformers, and the on-site detection items and methods are not perfect. The risk of electric energy metering application is further increased

Method used

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  • Electronic transformer credibility evaluation method and device based on whole-network domain evidence set
  • Electronic transformer credibility evaluation method and device based on whole-network domain evidence set
  • Electronic transformer credibility evaluation method and device based on whole-network domain evidence set

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Embodiment 1

[0042] Such as figure 1 As shown, a method for evaluating the credibility of electronic transformers based on the evidence set of the whole network, including steps:

[0043] Step 1, clustering the high-dimensional data sets of electronic transformers to obtain different clusters of the high-dimensional data sets of electronic transformers after clustering;

[0044] The high-dimensional data set of the electronic transformer is the load data and environmental data collected by the electronic transformer for the entire network domain of the smart substation, that is, the evidence set of the entire network domain. The environmental data includes ambient temperature, environmental humidity, and smart substation space. Magnetic field, electronic transformer operating environment vibration, load data include the measured current and voltage of the electronic transformer; the electronic transformer can be one or more electronic transformers of the same type in the smart substation; ...

Embodiment 2

[0074] An electronic transformer reliability probability evaluation device based on the whole network evidence set, characterized in that it includes:

[0075] The clustering module is used to cluster the high-dimensional data sets of electronic transformers, obtain different clusters of the high-dimensional data sets of electronic transformers after clustering, and remove noise point data;

[0076] The XGBoost model training module is used to train the pre-established XGBoost model according to the electronic transformer high-dimensional data set and the reliability probability of different clusters of the electronic transformer high-dimensional data set to obtain a trained XGBoost model;

[0077] The evaluation module is used to input the high-dimensional data set of the electronic transformer to be evaluated into the trained XGBoost model to obtain the predicted reliability probability, so as to judge whether there is a measurement error in the electronic transformer.

[00...

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Abstract

The invention discloses an electronic transformer credibility probability evaluation method and device based on a whole-network domain evidence set. The method comprises the steps of clustering high-dimensional data sets of an electronic transformer to obtain different clusters of the clustered high-dimensional data sets of the electronic transformer, and removing noise point data; outputting a predicted credibility probability according to the credibility probabilities of the high-dimensional data sets of the electronic transformer and the different clusters of the high-dimensional data setsof the electronic transformer, and training a pre-established XGBoost model to obtain a trained XGBoost model; and inputting the high-dimensional data set of the to-be-evaluated electronic transformerinto the trained XGBoost model to obtain a predicted credibility probability, so that whether the electronic transformer has a metering error or not is judged, and the credibility of the measured data of the electronic transformer is evaluated under the condition of not depending on a standard transformer.

Description

technical field [0001] The invention belongs to the technical field of digital electric energy measurement, and in particular relates to a method and device for evaluating the credibility of electronic transformers based on evidence sets in the entire network domain. Background technique [0002] At present, electronic transformers are rarely used for digital energy metering in China. Only 4 provinces such as Jiangxi have carried out demonstration applications for digital energy metering, which is far from meeting the development requirements of digital energy metering for smart grids. Due to the lack of electronic transformer measurement operation situation analysis and risk assessment means, the development process of electronic transformer for digital electric energy measurement application is restricted. The technical difficulties of electronic transformer measurement operation situation analysis and risk assessment are mainly reflected in four aspects: First, it is diff...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01R35/02G06K9/62
CPCG01R35/02G06F18/23
Inventor 黄奇峰卢树峰徐敏锐李志新杨世海陈文广陈刚成国锋周赣刘西昂丁俊徐欣陆子刚程思远吴桥程含渺尧赣东
Owner STATE GRID JIANGSU ELECTRIC POWER CO ELECTRIC POWER RES INST
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