Life-cycle optimization of the carbon dioxide huff-n-puff process in an unconventional oil reservoir using least-squares support vector and Gaussian process …

A Almasov, M Onur - SPE Journal, 2021 - onepetro.org
In this work, we investigate the efficient estimation of the optimal design variables that
maximize net present value (NPV) for the life-cycle production optimization during a single …

A stochastic simplex approximate gradient (StoSAG) for optimization under uncertainty

RRM Fonseca, B Chen, JD Jansen… - … Journal for Numerical …, 2017 - Wiley Online Library
We consider a technique to estimate an approximate gradient using an ensemble of
randomly chosen control vectors, known as Ensemble Optimization (EnOpt) in the oil and …

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) …

Ensemble-based optimization of the water-alternating-gas-injection process

B Chen, AC Reynolds - Spe Journal, 2016 - onepetro.org
Summary CO2-water-alternating-gas (CO2-WAG) flooding generally leads to higher
recovery than either continuous CO2 flooding or waterflooding. Although CO2 injection …

A novel multi-objective optimization method for well control parameters based on PSO-LSSVR proxy model and NSGA-II algorithm

L Wang, ZP Li, CD Adenutsi, L Zhang, FP Lai… - Journal of Petroleum …, 2021 - Elsevier
Single-objective well control problems have been studied for many years as one of the most
typical optimization problems by researchers worldwide. However, single-objective …

Convolutional–recurrent neural network proxy for robust optimization and closed-loop reservoir management

YD Kim, LJ Durlofsky - Computational Geosciences, 2023 - Springer
Production optimization under geological uncertainty is computationally expensive, as a
large number of well control schedules must be evaluated over multiple geological …

Robust optimization of geoenergy production using data-driven deep recurrent auto-encoder and fully-connected neural network proxy

C Xiao, S Zhang, Y Hu, X Gu, X Ma, T Zhou… - Expert Systems with …, 2024 - Elsevier
Robust and efficient optimization of post-history well production schedule under history-
matched geomodel known as closed-loop production management is crucial to achieve …

Optimal control of ICV's and well operating conditions for the water-alternating-gas injection process

B Chen, AC Reynolds - Journal of Petroleum Science and Engineering, 2017 - Elsevier
Abstract Water-alternating-gas (WAG) injection is a well known enhanced-oil-recovery
(EOR) method in the oil industry. In a previously published paper, we concluded that the …

Quantification of the impact of ensemble size on the quality of an ensemble gradient using principles of hypothesis testing

RMM Fonseca, SSS Kahrobaei… - SPE Reservoir …, 2015 - onepetro.org
With an increase in the number of applications of ensemble optimization (EnOpt) for
production optimization, the theoretical understanding of the gradient quality has received …

Self-adaptive multifactorial evolutionary algorithm for multitasking production optimization

J Yao, Y Nie, Z Zhao, X Xue, K Zhang, C Yao… - Journal of Petroleum …, 2021 - Elsevier
The economic and efficient development of petroleum resources can be realized by
dynamically adjusting the reservoir development scheme for the sake of higher recovery …