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

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

Abstract 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 networ...

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Bibliographic Details
Main Authors: Xuedong Zhang, Wenlei Sun, Ke Chen, Shijie Song
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Transformer peration and maintenance
Vision detection large model
Digital twin
Multi-modal
Multi-scale
Decision-making suggestions generation
Online Access:https://doi.org/10.1038/s41598-024-83561-7
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https://doi.org/10.1038/s41598-024-83561-7

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