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 …

Pros and cons of applying proxy-models as a substitute for full reservoir simulations

DI Zubarev - SPE Annual Technical Conference and Exhibition?, 2009 - onepetro.org
This paper presents a comparative study of proxy-modeling methodology (also known as
surrogate modeling or metamodeling) as a computationally cheap alternative to full …

Well placement optimization using a genetic algorithm with nonlinear constraints

AA Emerick, E Silva, B Messer, LF Almeida… - SPE Reservoir …, 2009 - onepetro.org
Well placement optimization is a very challenging problem due to the large number of
decision variables involved and the nonlinearity of the reservoir response as well as of the …

Well placement optimization: A survey with special focus on application for gas/gas-condensate reservoirs

H Nasrabadi, A Morales, D Zhu - Journal of Natural Gas Science and …, 2012 - Elsevier
Well placement within a reservoir is a challenging step in the reservoir development
process. Determining the optimal well location is a complex problem involving many factors …

Development of an adaptive surrogate model for production optimization

A Golzari, MH Sefat, S Jamshidi - Journal of petroleum Science and …, 2015 - Elsevier
Recently production optimization has gained increasing interest in the petroleum industry.
The most computationally expensive part of the production optimization process is the …

A new well-pattern-optimization procedure for large-scale field development

JEE Onwunalu, LJJ Durlofsky - SPE journal, 2011 - onepetro.org
The optimization of large-scale multiwell field-development projects is challenging because
the number of optimization variables and the size of the search space can become …

Simultaneous and sequential approaches to joint optimization of well placement and control

TD Humphries, RD Haynes, LA James - Computational Geosciences, 2014 - Springer
Determining optimal well placement and control is essential to maximizing production from
an oil field. Most academic literature to date has treated optimal placement and control as …

Bridging the gap between deterministic and probabilistic uncertainty quantification using advanced proxy based methods

N Goodwin - SPE Reservoir Simulation Conference?, 2015 - onepetro.org
The use of proxy models for optimisation of expensive functions has demonstrated its value
since the 1990's in many industries. Within reservoir engineering, similar techniques have …

Self-adapt reservoir clusterization method to enhance robustness of well placement optimization

D Janiga, R Czarnota, J Stopa… - Journal of Petroleum …, 2019 - Elsevier
One of the most crucial tasks in hydrocarbon field development, it is an optimal wells
placement. Simulation-based well placement optimization can be intricate to implement or …

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 …