Adjoint-based optimization of multi-phase flow through porous media–a review

JD Jansen - Computers & Fluids, 2011 - Elsevier
The recovery of oil from subsurface reservoirs often requires the injection of water or gas to
maintain reservoir pressure and to displace the oil from injection to production wells. The …

[書籍][B] Data assimilation fundamentals: A unified formulation of the state and parameter estimation problem

G Evensen, FC Vossepoel, PJ Van Leeuwen - 2022 - library.oapen.org
This open-access textbook's significant contribution is the unified derivation of data-
assimilation techniques from a common fundamental and optimal starting point, namely …

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 …

Training effective deep reinforcement learning agents for real-time life-cycle production optimization

K Zhang, Z Wang, G Chen, L Zhang, Y Yang… - Journal of Petroleum …, 2022 - Elsevier
Life-cycle production optimization aims to obtain the optimal well control scheme at each
time control step to maximize financial profit and hydrocarbon production. However …

Ensemble smoother with multiple data assimilation

AA Emerick, AC Reynolds - Computers & Geosciences, 2013 - Elsevier
In the last decade, ensemble-based methods have been widely investigated and applied for
data assimilation of flow problems associated with atmospheric physics and petroleum …

Results of the Brugge benchmark study for flooding optimization and history matching

E Peters, RJ Arts, GK Brouwer, CR Geel… - … Reservoir Evaluation & …, 2010 - onepetro.org
In preparation for the SPE Applied Technology Workshop (ATW) held in Brugge in June
2008, a unique benchmark project was organized to test the combined use of waterflooding …

Robust waterflooding optimization of multiple geological scenarios

GM Van Essen, MJ Zandvliet, PMJ Van den Hof… - Spe Journal, 2009 - onepetro.org
Dynamic optimization of waterflooding using optimal control theory has significant potential
to increase ultimate recovery, as has been shown in various studies. However, optimal …

Efficient real-time reservoir management using adjoint-based optimal control and model updating

P Sarma, LJ Durlofsky, K Aziz, WH Chen - Computational Geosciences, 2006 - Springer
The key ingredients to successful real-time reservoir management, also known as a “closed-
loop” approach, include efficient optimization and model-updating (history-matching) …

Production optimization in closed-loop reservoir management

C Wang, G Li, AC Reynolds - SPE journal, 2009 - onepetro.org
In closed-loop reservoir management, one periodically updates reservoir models by
integrating production data and then solves an optimal control problem to determine …

Robust life-cycle production optimization with a support-vector-regression proxy

Z Guo, AC Reynolds - Spe Journal, 2018 - onepetro.org
We design a new and general work flow for efficient estimation of the optimal well controls
for the robust production-optimization problem using support-vector regression (SVR) …