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Two-stage transient stability assessment using ensemble learning and cost sensitivity

This paper proposes a novel two-stage transient stability assessment (TSA) model that integrates ensemble learning with cost sensitivity to address the challenges posed by the integration of renewable energy and load fluctuations. The model employs CNNs as positive and negative classifiers to initia...

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Main Authors: Aoyu Lei, Yong Mei, Dexin Ma, Zining Liu, Wenwei Tao, Fangneng Huang
Format: Artigo
Language:Inglês
Published: Frontiers Media S.A. 2024-10-01
Series:Frontiers in Energy Research
Subjects:
transient stability
cost sensitivity
critical sample
ensemble learning
sample imbalance
Online Access:https://www.frontiersin.org/articles/10.3389/fenrg.2024.1491846/full
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