Machine learning methods applied to drilling rate of penetration prediction and optimization-A review
LFFM Barbosa, A Nascimento, MH Mathias… - Journal of Petroleum …, 2019 - Elsevier
Drilling wells in challenging oil/gas environments implies in large capital expenditure on
wellbore's construction. In order to optimize the drilling related operation, real-time decisions …
wellbore's construction. In order to optimize the drilling related operation, real-time decisions …
A review on half a century of experience in rate of penetration management: Application of analytical, semi-analytical and empirical models
M Najjarpour, H Jalalifar… - Advances in Geo …, 2021 - ager.yandypress.com
Rate of penetration management is a matter of importance in drilling operations and it has
been used in some research studies. Although conventional approaches for rate of …
been used in some research studies. Although conventional approaches for rate of …
Research on adaptive feature optimization and drilling rate prediction based on real-time data
J Ren, J Jiang, C Zhou, Q Li, Z Xu - Geoenergy Science and Engineering, 2024 - Elsevier
In the drilling process, the rate of penetration (ROP) is an essential indicator of drilling
efficiency. Accurate prediction of the rate of penetration (ROP) is crucial for improving drilling …
efficiency. Accurate prediction of the rate of penetration (ROP) is crucial for improving drilling …
Drilling operation optimization using machine learning framework
M Eltrissi, O Yousef, A El-Banbi, F Khalaf - Geoenergy Science and …, 2023 - Elsevier
Optimizing the surface parameters to maximize the rate of penetration (ROP) could be
achieved through a machine learning (ML) framework. Hence, predicting ROP is a crucial …
achieved through a machine learning (ML) framework. Hence, predicting ROP is a crucial …
[PDF][PDF] Prediction of Rate of Penetration for wells at Nam Con Son basin using Artificial Neural Networks models
VKP Ong, QK Do, T Nguyen, HL Vo… - … of International Sym, 2022 - academia.edu
The rate of penetration (ROP) is an important parameter that affects the success of a drilling
operation. In this paper, the research approach is based on different artificial neural network …
operation. In this paper, the research approach is based on different artificial neural network …
[PDF][PDF] Advances in Geo-Energy Research
M Najjarpour, H Jalalifar, S Norouzi-Apourvari - ager - academia.edu
Rate of penetration management is a matter of importance in drilling operations and it has
been used in some research studies. Although conventional approaches for rate of …
been used in some research studies. Although conventional approaches for rate of …