Generative adversarial network-based electric energy metering equipment state simulation generation method and system

A technology of electric energy metering equipment and state simulation, which is applied in design optimization/simulation, biological neural network model, neural learning method, etc., can solve problems such as poor simulation data effect, and achieve the effect of improving simulation quality

Pending Publication Date: 2022-03-11
国网山东省电力公司营销服务中心(计量中心) +2
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  • Application Information

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Problems solved by technology

However, the inventor found in the research process that GAN cannot effectively capture the influence of the dynamic environment of the electric energy metering device on its own state changes. When the environment of the electric energy metering device changes, the effect of the simulation data generated by GAN is poor

Method used

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  • Generative adversarial network-based electric energy metering equipment state simulation generation method and system
  • Generative adversarial network-based electric energy metering equipment state simulation generation method and system
  • Generative adversarial network-based electric energy metering equipment state simulation generation method and system

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Embodiment 1

[0038] The purpose of this embodiment is to provide a method for generating state simulation of electric energy metering equipment based on generative confrontation network.

[0039] A state simulation generation method of electric energy metering equipment based on generative confrontation network, comprising:

[0040] Obtain relevant information on the operation of electric energy metering equipment, and determine the influencing factors related to the status change of electric energy metering equipment;

[0041] Based on the pre-trained state simulation generation model and the preset context characteristics of factors related to the state of electric energy metering equipment, the state simulation sequence of electric energy metering equipment is obtained;

[0042]Wherein, the training of the state simulation generation model includes: based on the history related information of the operation of the electric energy metering equipment, extracting the context features of the...

Embodiment 2

[0111] The purpose of this embodiment is to provide a state simulation generation system for electric energy metering equipment based on generative confrontation network, including:

[0112] an influencing factor determining unit, which is used to obtain relevant information about the operation of the electric energy metering equipment, and determine the influencing factors related to the status change of the electric energy measuring equipment;

[0113] A simulation sequence generation unit, which is used to obtain the state simulation sequence of the electric energy metering equipment based on the pre-trained state simulation generation model and the preset contextual characteristics of factors related to the state of the electric energy metering equipment;

[0114] The model training unit, which is used for the training of the state simulation generation model includes: based on the historical related information of the operation of the electric energy metering equipment, ex...

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Abstract

The invention provides an electric energy metering equipment state simulation generation method and system based on a generative adversarial network, and the method comprises the steps: obtaining the operation related information of electric energy metering equipment, and determining influence factors related to the state change of the electric energy metering equipment; obtaining an electric energy metering equipment state simulation sequence based on a pre-trained state simulation generation model and preset context features of influence factors related to the state of the electric energy metering equipment; wherein the training of the state simulation generation model comprises the following steps: extracting context features of influence factors related to the state change of the electric energy metering equipment based on historical related information of the operation of the electric energy metering equipment; on the basis of the context feature, constructing a joint embedded representation of the electric energy metering equipment state sequence as real data of a training sample; the method comprises the following steps: constructing electric energy metering equipment state sequence counterfeit data by using random noise, and constructing counterfeit joint embedded representation based on context features to serve as a generation sample of a training sample; and realizing model training.

Description

technical field [0001] The disclosure belongs to the technical field of electric power information processing, and in particular relates to a method and system for generating state simulation of electric energy metering equipment based on a generative confrontation network. Background technique [0002] The statements in this section merely provide background information related to the present disclosure and do not necessarily constitute prior art. [0003] For a long time, power grid enterprises have been committed to the development of automatic collection of electric energy measurement. With the advancement of the Energy Internet and the continuous development of various emerging energy measurement services, the types of equipment have increased significantly. It is necessary to establish a large-scale, system-level, complex environment, and multi-channel integration simulation environment for the simulation operation of electric energy measurement equipment to support A...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/20G06K9/62G06N3/04G06N3/08G06N20/20G06F111/10G06F113/04
CPCG06F30/20G06N3/08G06N20/20G06F2113/04G06F2111/10G06N3/044G06F18/214
Inventor 张志陈祉如郭亮荆臻赵曦梁雅洁杜艳李琮琮王新库
Owner 国网山东省电力公司营销服务中心(计量中心)
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