Stochastic optimization strategies applied to the OLYMPUS benchmark

VLS Silva, MA Cardoso, DFB Oliveira… - Computational …, 2020 - Springer
In this work, we discuss the application of stochastic optimization approaches to the
OLYMPUS case, a benchmark challenge which seeks the evaluation of different techniques …

[HTML][HTML] An efficient robust optimization workflow using multiscale simulation and stochastic gradients

RJ de Moraes, RM Fonseca, MA Helici… - Journal of Petroleum …, 2019 - Elsevier
We present an efficient workflow that combines multiscale (MS) forward simulation and
stochastic gradient computation-MS-StoSAG-for the optimization of well controls applied to …

BHPSO combined with statistical net hydrocarbon thickness map for well placement optimization under uncertainty

A Harb, A Moallem, K Ghorayeb - Computational Geosciences, 2021 - Springer
Investments in oil and gas projects are driven by critical field development decisions
including well placement, which often significantly affect the projects' economics. Due to …

Fast robust optimization using bias correction applied to the mean model

L Wang, DS Oliver - Computational Geosciences, 2021 - Springer
Ensemble methods are remarkably powerful for quantifying geological uncertainty.
However, the use of the ensemble of reservoir models for robust optimization (RO) can be …

Production optimisation under uncertainty with automated scenario reduction: A real-field case application

E Barros, RM Fonseca, RJ De Moraes - … Reservoir Characterisation and …, 2019 - onepetro.org
In this work we discuss the successful application of our previously developed automated
scenario reduction approach applied to life-cycle optimization of a real field case. The …

Fast Robust Optimization Using Mean Field Bias Correction

L Wang, DS Oliver - ECMOR XVII, 2020 - earthdoc.org
Ensemble methods are remarkably powerful for quantifying geological uncertainty.
However, robust optimization of a cost function for a problem in which uncertainty is …

[引用][C] Optimizing Geothermal Well Planning under Reservoir Uncertainty with Stochastic Programming

R Adiga - 2023 - ResearchSpace@ Auckland