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 …

Artificial intelligence techniques and their applications in drilling fluid engineering: A review

OE Agwu, JU Akpabio, SB Alabi, A Dosunmu - Journal of Petroleum …, 2018 - Elsevier
For an oil well to be said to have been successfully and conclusively drilled, the drilling fluid
lies at the heart of the solution. Therefore, the guarantee to solving issues in oil well drilling …

Experimental measurement and modeling of water-based drilling mud density using adaptive boosting decision tree, support vector machine, and K-nearest …

A Hashemizadeh, A Maaref, M Shateri… - Journal of Petroleum …, 2021 - Elsevier
Highlights•BRR, KNN, SVM, DT, and ABR-DT intelligent models were proposed for
estimating water-base mud density.•A databank of 817 data points from five wells in the …

Artificial neural network model for predicting the density of oil-based muds in high-temperature, high-pressure wells

OE Agwu, JU Akpabio, A Dosunmu - Journal of Petroleum Exploration and …, 2020 - Springer
In this paper, an artificial neural network model was developed to predict the downhole
density of oil-based muds under high-temperature, high-pressure conditions. Six …

Real-time determination of rheological properties of high over-balanced drilling fluid used for drilling ultra-deep gas wells using artificial neural network

I Gomaa, S Elkatatny, A Abdulraheem - Journal of Natural Gas Science and …, 2020 - Elsevier
Drilling depleted and ultra-deep gas reservoirs required special drilling fluids which should
be capable of bridging along the walls of the well and withstands a high differential …

The use of palm oil fatty acid methyl ester as a base fluid for a flat rheology high-performance drilling fluid

MM Said, AAH El-Sayed - Journal of Petroleum Science and Engineering, 2018 - Elsevier
Exploration for oil and gas in increasingly difficult environments is constantly fueled by rising
world energy demand. Exploration is now extending into environmentally-sensitive regions …

[HTML][HTML] Study the suitability of neem seed oil for formulation of eco-friendly oil based drilling fluid

A Fadairo, G Adeyemi, T Ogunkunle, K Ling… - Petroleum …, 2021 - Elsevier
The present work intended to develop an invert emulsion drilling mud from biodegradable
neem seed oil as an alternative to conventional diesel-based drilling mud. This would …

Novel formulation of environmentally friendly oil based drilling mud

A Fadairo, O Falode, C Ako, A Adeyemi… - New Technologies in …, 2012 - books.google.com
The term drilling fluids or drilling muds generally applies to fluids used to help maintain well
control and remove drill cuttings (rock fragments from underground geological formations) …

Modeling the downhole density of drilling muds using multigene genetic programming

OE Agwu, JU Akpabio, A Dosunmu - Upstream Oil and Gas Technology, 2021 - Elsevier
The main objective of this paper is to use experimental measurements of downhole
pressure, temperature and initial mud density to predict downhole density using multigene …

Cost benefit analysis of vegetable oils used as alternatives to diesel in the formulation of oil-based drilling muds

OE Agwu, IA Isemin, MG Akpabio - SPE Nigeria annual international …, 2015 - onepetro.org
When water based muds fail to ensure that a usable hole is drilled, oil based mud
formulated with No. 2 diesel is adopted. Because No. 2 diesel is toxic, the oil and gas …