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Intelligent Early Kick Detection Method Based on Cost-Sensitive Learning

Traditional machine learning algorithms exhibit low classification accuracy and poor generalization performance in early kick detection， particularly due to data scarcity and class imbalance. This study proposes a novel intelligent monitoring model FCE by integrating cost-sensitive learning. The mod...

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Principais autores: Li Qingfeng, Zou Guanggui, Qin Hao, Lu Jun'an, Liu Xiaoyu, Zhang Yaoming, Wang Pengcheng
Formato: Artigo
Idioma:Chinês
Publicado em: Editorial Office of China Petroleum Machinery 2026-03-01
coleção:Shiyou jixie
Assuntos:
early kick detection
machine learning
cost-sensitive learning
GAN
misclassification
feature dimension
Acesso em linha:http://www.syjxzz.com.cn/thesisDetails#10.12473/CPM.202503077
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