Field data analysis and risk assessment of shallow gas hazards based on neural networks during industrial deep-water drilling

Bohan Cao,Qishuai Yin,Yingying Guo,Jin Yang,Laibin Zhang,Zhenquan Wang,Mayank Tyagi,Ting Sun,Xu Zhou

Reliability Engineering & System Safety（2022）

引用 3|浏览16

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摘要

•Successful risk assessment of shallow gas hazards during industrial deep-water drilling process based on neural networks.•First data-driven modeling study analyzing huge valuable full-scale unbalanced seismic data from field by SMOTE-ENN method.•Fully connected DNN model classify the shallow gas hazard smartly.

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关键词

Risk assessment,Shallow gas hazard,Industrial deep-water drilling,Field data analysis,Neural networks

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