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A novel method for intelligent operation and maintenance of transformers using deep visual large mod...

A novel method for intelligent operation and maintenance of transformers using deep visual large mod...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_495588aae7e543f0a1d950b88992cabc

A novel method for intelligent operation and maintenance of transformers using deep visual large model DETR + X and digital twin

About this item

Full title

A novel method for intelligent operation and maintenance of transformers using deep visual large model DETR + X and digital twin

Publisher

London: Nature Publishing Group UK

Journal title

Scientific reports, 2025-01, Vol.15 (1), p.98-22, Article 98

Language

English

Formats

Publication information

Publisher

London: Nature Publishing Group UK

More information

Scope and Contents

Contents

To achieve real-time monitoring and intelligent maintenance of transformers, a framework based on deep vision and digital twin has been developed. An enhanced visual detection model, DETR + X, is proposed, implementing multidimensional sample data augmentation through Swin2SR and GAN networks. This model converts one-dimensional DGA data into three...

Alternative Titles

Full title

A novel method for intelligent operation and maintenance of transformers using deep visual large model DETR + X and digital twin

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_495588aae7e543f0a1d950b88992cabc

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_495588aae7e543f0a1d950b88992cabc

Other Identifiers

ISSN

2045-2322

E-ISSN

2045-2322

DOI

10.1038/s41598-024-83561-7

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