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Deep Learning and Time-Series Analysis For The Early Detection of Lost Circulation Incidents During Drilling Operations PDF

14 Pages·2023·English
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by ["Lukombo N'Landu"]| 2023| 14 pages| English

About Deep Learning and Time-Series Analysis For The Early Detection of Lost Circulation Incidents During Drilling Operations

The document summarizes a study on using deep learning and time-series analysis to detect lost circulation incidents (LCIs) during drilling operations. The researchers analyzed surface drilling and rheology data from historical wells with LCIs to develop convolutional neural network models. The best model achieved 87.34% precision, 73.40% recall, and 79.77% F1 score for early detection of LCIs using unseen test data, outperforming other machine learning algorithms. Detecting LCIs early can help reduce non-productive time during drilling by curing losses promptly.

Detailed Information

Author:["Lukombo N'Landu"]
Publication Year:2023
Pages:14
Language:English
Format:PDF
Price:FREE
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