Predecting power transformer health index and life expectation based on digital twins and multitask LSTM-GRU model

Predecting power transformer health index and life expectation based on digital twins and multitask LSTM-GRU model

Abstract Power transformers play a crucial role in enabling the integration of renewable energy sources and improving the overall efficiency and reliability of smart grid systems. They facilitate the conversion, transmission, and distribution of power from various sources and help to balance the loa...

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Bibliographic Details
Main Authors: Nora El-Rashidy, Yara A. Sultan, Zainab H. Ali
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Power transformer
Transformer health index
Machine learning
LSTM_GRU
Digital twins
Online Access:https://doi.org/10.1038/s41598-024-83220-x
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