Sampling Loop Test Check Evaluation of Secondary System based on VAE-WSVM Data Mining

Analyze the hidden dangers existing in the sampling circuit of the secondary system, and in view of the defects that the existing methods are difficult to obtain large amount of data, based on the historical measurement data, the variational autoencoder is used to achieve data proliferation, and then the support vector machine model is trained on the proliferated data set, and the important parameters of the model are improved by using the grey wolf optimization algorithm, and the error range of the secondary system sampling is classified and checked. The experimental results show that the classification model trained by the proposed method has a good evaluation effect.

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Publication Details

Journal
SHILAP Revista de lepidopterología
Published
2025-03-01
DOI
https://doi.org/10.11930/j.issn.1004-9649.202405011
Primary Topic
Education Methods and Technologies
Type
article
Field-Weighted Citation Impact
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article

Sampling Loop Test Check Evaluation of Secondary System based on VAE-WSVM Data Mining

SHILAP Revista de lepidopterología
Education Methods and Technologies
article

Sampling Loop Test Check Evaluation of Secondary System based on VAE-WSVM Data Mining

article en

Abstract

Analyze the hidden dangers existing in the sampling circuit of the secondary system, and in view of the defects that the existing methods are difficult to obtain large amount of data, based on the historical measurement data, the variational autoencoder is used to achieve data proliferation, and then the support vector machine model is trained on the proliferated data set, and the important parameters of the model are improved by using the grey wolf optimization algorithm, and the error range of the secondary system sampling is classified and checked. The experimental results show that the classification model trained by the proposed method has a good evaluation effect.

SHILAP Revista de lepidopterología
China Three Gorges University (CN), State Grid Corporation of China (China) (CN)
Openalex Percentile: Top 49%
Education Methods and Technologies
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