Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 64, P. 103090 - 103090
Published: Dec. 27, 2024
Language: Английский
Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 64, P. 103090 - 103090
Published: Dec. 27, 2024
Language: Английский
Geoenergy Science and Engineering, Journal Year: 2024, Volume and Issue: 243, P. 213296 - 213296
Published: Sept. 7, 2024
Language: Английский
Citations
6Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)
Published: Aug. 1, 2024
When drilling wells for energy explorations, it is important to regulate the formation pressures appropriately prevent kicks, which can lead unimaginable loss of lives and properties. This usually done by controlling equivalent circulating density (ECD), responds dynamic conditions that occur during drilling. The conventional approach determine ECD via mathematical modeling or downhole measurements. However, measurement tools be very expensive, models do not provide a high degree accuracy. Some previous authors have proposed using machine learning (ML) techniques improve accuracy predictions. In this work, we employed an extreme gradient-boosting (XGBoost) methodology predict values. model's was determined correlation coefficients (R2) root mean square errors (RMSE) as their performance metrics. results showed strong prediction capability with R2 RMSE 1.00 0.0005 training data 0.989 0.023 testing/blind set, respectively. developed model outperformed those obtained other popular techniques. Lastly, interpretation mud weight, weight on hook, standpipe pressure contributed most
Language: Английский
Citations
3Geoenergy Science and Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 213835 - 213835
Published: March 1, 2025
Language: Английский
Citations
0Petroleum Science, Journal Year: 2025, Volume and Issue: unknown
Published: March 1, 2025
Language: Английский
Citations
0International Journal of Rock Mechanics and Mining Sciences, Journal Year: 2025, Volume and Issue: 190, P. 106112 - 106112
Published: April 10, 2025
Language: Английский
Citations
0Transport in Porous Media, Journal Year: 2025, Volume and Issue: 152(7)
Published: June 3, 2025
Language: Английский
Citations
0Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 64, P. 103090 - 103090
Published: Dec. 27, 2024
Language: Английский
Citations
1