A holistic review on artificial intelligence techniques for well placement optimization problem

J Islam, PM Vasant, BM Negash, MB Laruccia… - … in engineering software, 2020 - Elsevier
Well placement optimization is one of the major challenging factors in the field development
process of oil and gas industry. The objective function of well placement optimization is …

Multi-solution well placement optimization using ensemble learning of surrogate models

M Salehian, MH Sefat, K Muradov - Journal of Petroleum Science and …, 2022 - Elsevier
Well location optimization aims to maximize the economic profit of oil and gas field
development while respecting various constraints. The limitations of the currently available …

Iterative sequential robust optimization of quantity and location of wells in field development under subsurface, operational and economic uncertainty

A Mirzaei-Paiaman, SMG Santos… - Journal of Petroleum …, 2022 - Elsevier
Determination of optimal quantity and location of wells is a crucial step in any field
development project. Multiple challenges exist in the real-world projects, such as gigantic …

A Survey of Infill Well Location Optimization Techniques

ZA Al-Rubiay, OF Al-Fatlawi - The Iraqi Geological Journal, 2023 - igj-iraq.org
The maximization of the net present value of the investment in oil field improvements is
greatly aided by the optimization of well location, which plays a significant role in the …

A multisolution optimization framework for well placement and control

M Salehian, MH Sefat, K Muradov - SPE Reservoir Evaluation & …, 2021 - onepetro.org
Field development and control optimization aim to maximize the economic profit of oil and
gas production. Mathematically, this results in a complex optimization problem with a large …

Machine learning assisted well placement optimization

D Davudov, A Venkatraman, AO Mabadeje… - SPE Western Regional …, 2023 - onepetro.org
Well placement optimization is a complicated problem which is usually solved by direct
combination of reservoir simulators with optimization algorithm. However, depending on …

Grey wolf optimizer for solving well placement optimization problem constrained to minimum well distance

D Ocran, SS Ikiensikimama… - Petroleum Science and …, 2023 - Taylor & Francis
Traditional optimizers require several experimentations to fine tune parameters and this
makes them problem dependent and can compound the general simulation problem …

A robust, multi-solution framework for well placement and control optimization

M Salehian, MH Sefat, K Muradov - Computational Geosciences, 2022 - Springer
Field development and control optimization aim to maximize the economic profit of oil and
gas production while considering several sources of uncertainty. This results in a high …

Analysis of Key Sweetspot Identification Methods and Their Significance for Hydrocarbon Well Placement

MA Al-Ismael, AM Al-Baiz - SPE Gas & Oil Technology Showcase and …, 2023 - onepetro.org
Sweetspot identification methods are of significant value in optimizing well placement in
reservoir simulation studies. These methods vary in their approaches due to the wide …

[图书][B] Reinforcement learning for well location optimization

K Dawar - 2021 - search.proquest.com
The strategic placement of exploratory wells during the process of hydrocarbon production is
critical for both the determination of the reservoir properties and the eventual profitability of …