A systematic review of data science and machine learning applications to the oil and gas industry

Z Tariq, MS Aljawad, A Hasan, M Murtaza… - Journal of Petroleum …, 2021 - Springer
This study offered a detailed review of data sciences and machine learning (ML) roles in
different petroleum engineering and geosciences segments such as petroleum exploration …

A critical review on intelligent optimization algorithms and surrogate models for conventional and unconventional reservoir production optimization

L Wang, Y Yao, X Luo, CD Adenutsi, G Zhao, F Lai - Fuel, 2023 - Elsevier
Aiming to find the most suitable development schemes of conventional and unconventional
reservoirs for maximum energy supply or economic benefits, reservoir production …

[HTML][HTML] Intelligent drilling and completion: a review

G Li, X Song, S Tian, Z Zhu - Engineering, 2022 - Elsevier
The application of artificial intelligence (AI) has become inevitable in the petroleum industry.
In drilling and completion engineering, AI is regarded as a transformative technology that …

[HTML][HTML] Application of ML & AI to model petrophysical and geomechanical properties of shale reservoirs–A systematic literature review

FI Syed, A AlShamsi, AK Dahaghi, S Neghabhan - Petroleum, 2022 - Elsevier
Extensive reviews and cross-comparison studies are essential to analyze the emerging
developments in a specific field of research. In the past decade, hydrocarbon exploration …

Shale oil production prediction and fracturing optimization based on machine learning

C Lu, H Jiang, J Yang, Z Wang, M Zhang, J Li - Journal of Petroleum …, 2022 - Elsevier
With the advancement of horizontal well and hydraulic fracturing technology, the
development of unconventional reservoirs such as shale oil has become a hot issue in the …

Optimization and analysis of syngas production from methane and CO2 via Taguchi approach, response surface methodology (RSM) and analysis of variance …

WH Chen, GL Chiu, HC Ong, SS Lam, S Lim, YS Ok… - Fuel, 2021 - Elsevier
This study aims to figure out syngas production from methane and CO 2 where the catalytic
partial oxidation of methane over a rhodium-based catalyst bed in a Swiss-roll reactor is …

Predicting permeability changes with injecting CO2 in coal seams during CO2 geological sequestration: A comparative study among six SVM-based hybrid models

H Yan, J Zhang, SS Rahman, N Zhou, Y Suo - Science of the Total …, 2020 - Elsevier
CO 2 geological sequestration and enhanced coal bed methane extraction is a significant
CO 2 utilization approach with dual-meaning of energy and environment, and coal …

The dilemma of soaking a hydraulically fractured horizontal shale well prior to flowback–A decade literature review

R Shaibu, B Guo - Journal of Natural Gas Science and Engineering, 2021 - Elsevier
Water soaking a horizontal shale well is a practice whereby operators in shale gas and oil
production shut-in a well after a multistage hydraulic fracture treatment. By this practice, it is …

[HTML][HTML] Optimization design of horizontal well fracture stage placement in shale gas reservoirs based on an efficient variable-fidelity surrogate model and intelligent …

G Zhao, Y Yao, L Wang, CD Adenutsi, D Feng, W Wu - Energy Reports, 2022 - Elsevier
Hydraulic fracturing technique increases shale gas well productivity significantly. Horizontal
well fracture optimization has been studied by many researchers worldwide in the past …

Tight and Shale Oil Exploration: A Review of the Global Experience and a Case of West Siberia

DB Dorhjie, E Mukhina, A Kasyanenko, A Cheremisin - Energies, 2023 - mdpi.com
Shale and tight oil reservoirs, with horizontal wells and hydraulic fractures, typically have a
recovery ratio of around 10%. The exploration of tight oil and shale in North America has …