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 …

Efficient and robust optimization for well patterns using a PSO algorithm with a CNN-based proxy model

J Kim, K Lee, J Choe - Journal of Petroleum Science and Engineering, 2021 - Elsevier
One objective of the field development plan (FDP) is to optimize well patterns, that is, the
number and type of well (producers or injectors) and their locations, in order to maximize net …

Data-driven evolutionary algorithm for oil reservoir well-placement and control optimization

G Chen, X Luo, JJ Jiao, X Xue - Fuel, 2022 - Elsevier
Well placement and control scheme optimization is crucial for hydrocarbon, groundwater
and geothermal development, and generally involves a large number of discrete and …

Well placement optimization subject to realistic field development constraints

M Jesmani, MC Bellout, R Hanea, B Foss - Computational Geosciences, 2016 - Springer
This work considers the well placement problem in reservoir management and field
development optimization. In particular, it emphasizes embedding realistic and practical …

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 …

Particle swarm optimization algorithm for optimum well placement subject to realistic field development constraints

M Jesmani, MC Bellout, R Hanea… - … and Simulation Conference …, 2015 - onepetro.org
Well placement optimization has the potential to become an important procedure within field
development planning. The main objective of a well placement optimization effort is to …

On the joint optimization of well placement and control

AA Awotunde - SPE Kingdom of Saudi Arabia Annual Technical …, 2014 - onepetro.org
Of concern, in the development of oil fields, is the problem of determining the optimal
locations of wells and the optimal controls to place on the wells. Extraction of hydrocarbon …

An efficient geometry-based optimization approach for well placement in oil fields

Z Hamida, F Azizi, G Saad - Journal of Petroleum Science and Engineering, 2017 - Elsevier
This study aims at introducing a problem-specific modified Genetic Algorithm (GA) approach
for optimal well placement in oil fields. The evolution method used in this algorithm includes …

(μ+ λ) Evolution strategy algorithm in well placement, trajectory, control and joint optimisation

Z Alrashdi, M Sayyafzadeh - Journal of Petroleum Science and Engineering, 2019 - Elsevier
Field development optimisation is a critical task in the modern reservoir management
processes. The optimum setting provides the best exploitation strategy and financial returns …

Well placement and control optimization for WAG/SAG processes using ensemble-based method

Y Zhang, R Lu, F Forouzanfar, AC Reynolds - Computers & Chemical …, 2017 - Elsevier
Compared to the CO 2 flooding, the alternative injection of water/surfactant solution and CO
2 gas (WAG/SAG) can provide good control over the mobility ratio, stabilize the …