Statistical analysis of the MHA-GRU-based prediction system.

<p>Statistical analysis of the MHA-GRU-based prediction system.</p>

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Bibliographic Details
Main Author:	Dongqing Zhang (423941) (author)
Other Authors:	Chaofeng Zhang (845343) (author), Michel Kadoch (22146181) (author), Tao Hong (179228) (author), Shenglong Li (4584301) (author), Wenqiang Zhao (5117276) (author)
Published:	2025
Subjects:	Biotechnology Science Policy Space Science Biological Sciences not elsewhere classified Information Systems not elsewhere classified varying load conditions particularly significant improvements multiple frequency sub minor issues develop head attention mechanisms false alarm rate art methods across proposed approach provides maintaining computational efficiency including classification accuracy early fault prediction intelligent feature extraction head attention gru uhvdc synchronous condensers synchronous condensers processing efficiency innovative approach detection accuracy fault signals fault features xlink "> transmission systems statistical moments reliable solution predicting faults performance metrics paper proposes network augmented network architecture efficient decomposition detection time
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