A Survey on the Shortcomings of the Current Rate of Penetration Predictive Models in Petroleum Engineering

M Khalilidermani, D Knez - Energies, 2023 - mdpi.com
In drilling engineering, the rate of penetration (ROP) is a prevalent indicator to evaluate the
energy efficiency of drilling operations. Nowadays, ROP prediction has become more critical …

[HTML][HTML] Transition from oil & gas drilling fluids to geothermal drilling fluids

IR Collins, DC Floriano, I Paevskiy, J Wee… - Geoenergy Science and …, 2023 - Elsevier
The harsh downhole conditions encountered in geothermal wells, specifically the high
temperatures (HT) together with the toughness of the rock found in many geothermal …

An explainable ensemble machine learning model to elucidate the influential drilling parameters based on rate of penetration prediction

Z Feng, H Gani, AD Damayanti, H Gani - Geoenergy Science and …, 2023 - Elsevier
Many researchers have examined the benefits of machine learning (ML) algorithms in
geothermal drilling, especially for predicting the rate of penetration (ROP) of drilling …

Rate of Penetration Prediction using Batch Normalized Deep Elman Neural Network

AD Paroha - 2024 3rd International Conference on Applied …, 2024 - ieeexplore.ieee.org
Exploration, drilling, and extraction are basic components of the upstream process in the oil
and gas industry. Rate of Penetration (ROP) is an essential component of the drilling …

Estimation of geomechanical rock characteristics from specific energy data using combination of wavelet transform with ANFIS-PSO algorithm

M Mohammadi Behboud, A Ramezanzadeh… - Journal of Petroleum …, 2023 - Springer
The geomechanical characteristics of a drill formation are uncontrollable factors that are
crucial to determining the optimal controllable parameters for a drilling operation. In the …

[HTML][HTML] Rate of penetration prediction with uncertainty assessment: Case study of a middle-east oil field

R Jalakani, SST Moradi - Results in Engineering, 2024 - Elsevier
To increase drilling operation efficiency, attempts have been made to increase the rate of bit
penetration into the formations, which is a function of controllable and uncontrollable …

Intelligent prediction of drilling rate of penetration based on method-data dual validity analysis

Y Wan, X Liu, J Xiong, L Liang, Y Ding, L Hou - SPE Journal, 2023 - onepetro.org
The rate of penetration (ROP) is a critical parameter in drilling operations, essential for
optimizing the drilling process and enhancing drilling speed and efficiency. Traditional and …

Predicting rate of penetration (ROP) based on a deep learning approach: A case study of an enhanced geothermal system in Pohang, South Korea

W Seo, GW Lee, KY Kim, TS Yun - Earth Science Informatics, 2024 - Springer
Drilling optimization is essential in constructing an enhanced geothermal system (EGS) and
can be facilitated through predicting the rate of penetration (ROP). The ROP evolution along …

Prediction of the ROP based on GA-LightGBM and drilling data

SS Wang, J Yan, H Geng - Geosystem Engineering, 2024 - Taylor & Francis
Constructing oil and gas wells is one of the most expensive activities in the petroleum sector,
and increasing drilling speed is crucial for reducing costs, minimizing non-productive time …

Weighted mapping of productivity potential based on simulated annealing algorithm for well placement optimization

R Deng, B Kang, L Zhang, L Wang, B Xu… - Journal of Petroleum …, 2024 - Springer
In the realm of reservoir development, the optimization of well placement constitutes a
cornerstone challenge with significant implications that directly determine the recovery rate …