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<div><p>With the rapid development of smart grids, power grid systems are becoming increasingly complex, posing significant challenges to their security. Traditional network intrusion detection systems often rely on manually engineered features, which are not only resource-intensive but...

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Bibliographic Details
Main Author:	Wei Cui (92129) (author)
Other Authors:	Xiao Liao (5142143) (author), Yang Yang (45629) (author), Shiying Feng (21445718) (author), Mingyan Song (21445721) (author)
Published:	2025
Subjects:	Ecology Science Policy Space Science Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified showing significant improvements proposed method offers manually engineered features global attention information becoming increasingly complex 2018 dataset demonstrate time intrusion detection segment network traffic power grid systems things </ p posing significant challenges traffic data power internet detection accuracy xlink "> windowing technique temporal dependencies smart grids rapid development promising solution paper aims model captures manageable samples findings suggest feature extraction experimental results diverse range attack types also struggle
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Algorithm comparison.

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