Mathematical and Machine Learning Innovations for Power Systems: Predicting Transformer Oil Temperature with Beluga Whale Optimization-Based Hybrid Neural Networks

Power transformers are vital in power systems, where oil temperature is a key operational indicator. This study proposes an advanced hybrid neural network model, BWO-TCN-BiGRU-Attention, to predict the top-oil temperature of transformers. The model was validated using temperature data from power tra...

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Bibliographic Details

Published in:	Mathematics
Main Authors:	Jingrui Liu, Zhiwen Hou, Bowei Liu, Xinhui Zhou
Format:	Article
Language:	English
Published:	MDPI AG 2025-05-01
Subjects:	power transformer oil temperature prediction hybrid neural network beluga whale optimization power system artificial intelligence
Online Access:	https://www.mdpi.com/2227-7390/13/11/1785