Adaptive transformer-based multi-task learning framework for synchronous prediction of substation flooding and outage risks

•A novel Transformer-based multi-task prediction model synchronously predicts flooding and outage risks within substations.•Adaptive time coding improves temporal dependency modeling for flooding and outage predictions.•Feature fusion strategy handles multivariate inputs and reduces redundant inform...

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Bibliographic Details

Published in:	Electric power systems research Vol. 242; p. 111450
Main Authors:	Shi, Yu, Shi, Ying, Yao, Degui, Lu, Ming, Liang, Yun
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.05.2025
Subjects:	Multi-task learning Risk prediction and assessment Substation flooding Substation outage Transformer algorithm Risk prediction and assessment Transformer algorithm Substation flooding Multi-task learning Substation outage
ISSN:	0378-7796
Online Access:	Get full text
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