A holistic review on artificial intelligence techniques for well placement optimization problem
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 …
process of oil and gas industry. The objective function of well placement optimization is …
[HTML][HTML] Efficient well placement optimization based on theory-guided convolutional neural network
Well placement optimization is important in reservoir management, but it is challenging to
implement due to the high-dimensional solution space and large number of reservoir …
implement due to the high-dimensional solution space and large number of reservoir …
A comparative evaluation of global search algorithms in black box optimization of oil production: A case study on Brugge field
T Foroud, A Baradaran, A Seifi - Journal of Petroleum Science and …, 2018 - Elsevier
We evaluate the application of eight different global search algorithms to the optimization of
oil production from a mature field. Our focus is on algorithms that treat the reservoir simulator …
oil production from a mature field. Our focus is on algorithms that treat the reservoir simulator …
A comprehensive evaluation of dimension-reduction approaches in optimization of well rates
AA Awotunde - SPE Journal, 2019 - onepetro.org
This paper evaluates the effectiveness of six dimension‐reduction approaches. The
approaches considered are the constant‐control (Const) approach, the piecewise‐constant …
approaches considered are the constant‐control (Const) approach, the piecewise‐constant …
A maximum entropy deep reinforcement learning method for sequential well placement optimization using multi-discrete action spaces
Well placement optimization is a crucial method to solve the planar conflicts in reservoir
development, mainly to determine the optimal well locations and drilling sequence to …
development, mainly to determine the optimal well locations and drilling sequence to …
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 …
reservoir simulation studies. These methods vary in their approaches due to the wide …
A closer look at differential evolution for the optimal well placement problem
Energy demand has increased considerably with the growth of world population, increasing
the interest in the hydrocarbon reservoir management problem. Companies are concerned …
the interest in the hydrocarbon reservoir management problem. Companies are concerned …
Well Placement Optimization Using Mixed Integer Programming
FF Abouheit, MA Al-Ismael, RR Baig - SPE Symposium: Production …, 2024 - onepetro.org
Placement and design of wells in high potential regions within hydrocarbon reservoirs is a
critical step in field development planning. Identification of high potential regions, serving as …
critical step in field development planning. Identification of high potential regions, serving as …