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Power distribution equipment health evaluation method, system and device

A technology for health evaluation and power distribution equipment, applied in the field of electric power, can solve the problems of increasing the difficulty of equipment health status evaluation and small data fault tolerance, and achieve the effects of highlighting substantive features, improving accuracy, and good practical effects

Pending Publication Date: 2022-07-12
SHANDONG LUNENG SOFTWARE TECH
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AI Technical Summary

Problems solved by technology

[0003] For the health evaluation methods of equipment status, many studies mainly carry out equipment health evaluation from cluster analysis, model fitting analysis and decay function analysis, but the application of these methods has certain limitations.
First of all, the clustering method has strict requirements on the concavity and convexity of the data, and the clustering effect is strictly dependent on the shape of the data; secondly, due to the nonlinear and random complexity of the characteristic data, it increases the difficulty of evaluating the health status of the equipment, resulting in the difficulty of model fitting. Analysis and decay function analysis are less tolerant to data

Method used

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  • Power distribution equipment health evaluation method, system and device
  • Power distribution equipment health evaluation method, system and device
  • Power distribution equipment health evaluation method, system and device

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Embodiment 1

[0068] like figure 1 As shown, the present invention discloses a health evaluation method for power distribution equipment, comprising the following steps:

[0069] S1: Obtain the historical operating parameters of the power distribution equipment, and use them as model training data after data preprocessing.

[0070] Specifically, first, the historical operating parameters of the power distribution equipment are obtained, the shutdown data is excluded, and the processed historical operating parameters are used as historical data; then abnormal data is removed from the historical data according to fault rules, and used as model training data.

[0071] S2: Use the model training data to train the equipment health evaluation model.

[0072] The training process of the equipment health evaluation model is as follows:

[0073] 1. Perform EMD decomposition on the model training data to obtain the corresponding IMF components, and perform EMD decomposition on the historical data t...

Embodiment 2

[0101] This embodiment discloses a health evaluation method for power distribution equipment, and builds a method based on empirical mode decomposition (Empirical Mode Decomposition, EMD) and Relevance Vector Machine (RVM) around the mapping relationship between equipment data and state scores. ) equipment health assessment method. It includes two parts: the training process of the equipment health evaluation model and the running process of the equipment health evaluation model.

[0102] 1. If figure 2 As shown, the training of the device health evaluation model includes the following steps:

[0103] Step 1.1: Data preprocessing.

[0104] Obtain the equipment parameter X, eliminate the shutdown data, and use the processed data as historical data. Abnormal data is removed from the historical data according to the fault rules and used as model training data.

[0105] Step 1.2: EMD decomposition.

[0106] Perform EMD decomposition on the training data to obtain multiple IM...

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Abstract

The invention provides a power distribution equipment health evaluation method, system and device, and belongs to the technical field of electric power. The method comprises the following steps: acquiring historical operation parameters of power distribution equipment, and taking the historical operation parameters as model training data after data preprocessing; performing equipment health evaluation model training by using the model training data; acquiring a real-time operation parameter X of the power distribution equipment; eMD decomposition is carried out on the real-time operation parameter X, and an IMF component of the real-time operation parameter X is obtained; loading the trained equipment health evaluation model, and calculating a residual value of each IMF component of the real-time operation parameter X by using the trained equipment health evaluation model; adjusting the parameter weight according to the residual value of the IMF component and a variable weight formula, and obtaining the variable weight of the operation parameter X; obtaining a deviation score of each IMF component by using the trained equipment health evaluation model; and calculating an equipment health evaluation score through the deviation score and the parameter weight of the IMF component. According to the invention, the accuracy of comprehensive health evaluation of the current equipment is effectively improved.

Description

technical field [0001] The present invention relates to the field of electric power technology, and more particularly to a method, system and device for health evaluation of power distribution equipment. Background technique [0002] At present, the condition maintenance of power distribution equipment is in the initial research stage, not only lacks a large amount of effective equipment state quantity data information, but also lacks the evaluation indicators and methods for the health level of the equipment, so that the condition maintenance of power distribution equipment has not yet formed effective results, more lack Practical application. [0003] For equipment status health assessment methods, many studies mainly carry out equipment health assessment from cluster analysis, model fitting analysis and decay function analysis, but the application of these methods has certain limitations. First, the clustering method has strict requirements on the concavity and convexity...

Claims

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Application Information

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IPC IPC(8): G06Q10/06G06Q50/06
CPCG06Q10/0639G06Q50/06Y04S10/50
Inventor 李洪海石磊陈勇苑丽伟刘涛
Owner SHANDONG LUNENG SOFTWARE TECH
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