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

A surrogate-assisted multi-objective evolutionary algorithm with dimension-reduction for production optimization

(2020) Mengjie Zhao et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Efficient hierarchical surrogate-assisted differential evolution for high-dimensional expensive optimization

(2020) Guodong Chen et al.   INFORMATION SCIENCES

Global and Local Surrogate-Model-Assisted Differential Evolution for Waterflooding Production Optimization

(2019) Guodong Chen et al.   SPE JOURNAL

A reinforcement learning approach for waterflooding optimization in petroleum reservoirs

(2018) Farzad Hourfar et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Minimizing the Risk in the robust life-cycle production optimization using stochastic simplex approximate gradient

(2017) Bailian Chen et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Committee-Based Active Learning for Surrogate-Assisted Particle Swarm Optimization of Expensive Problems

(2017) Handing Wang et al.   IEEE Transactions on Cybernetics

Performance comparison of several response surface surrogate models and ensemble methods for water injection optimization under uncertainty

(2016) Masoud Babaei et al.   COMPUTERS & GEOSCIENCES

Ensemble-Based Optimization of the Water-Alternating-Gas-Injection Process

(2016) Bailian Chen et al.   SPE JOURNAL

Development of an adaptive surrogate model for production optimization

(2015) Aliakbar Golzari et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

A review of closed-loop reservoir management

(2015) Jian Hou et al.   Petroleum Science

Water flooding optimization with adjoint model under control constraints

(2014) Kai ZHANG et al.   Journal of Hydrodynamics

A Gaussian Process Surrogate Model Assisted Evolutionary Algorithm for Medium Scale Expensive Optimization Problems

(2013) Bo Liu et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

A simultaneous perturbation stochastic approximation algorithm for coupled well placement and control optimization under geologic uncertainty

(2012) Lianlin Li et al.   COMPUTATIONAL GEOSCIENCES

A metamodel-assisted evolutionary algorithm for expensive optimization

(2011) Changtong Luo et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Closed-loop reservoir management on the Brugge test case

(2010) Chaohui Chen et al.   COMPUTATIONAL GEOSCIENCES

Differential Evolution: A Survey of the State-of-the-Art

(2010) Swagatam Das et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Performance Analysis for Closed-Loop Reservoir Management

(2010) Bjarne A. Foss et al.   SPE JOURNAL

Results of the Brugge Benchmark Study for Flooding Optimization and History Matching

(2010) Lies Peters et al.   SPE RESERVOIR EVALUATION & ENGINEERING

Efficient Ensemble-Based Closed-Loop Production Optimization

(2009) Yan Chen et al.   SPE JOURNAL