Recent progress on reservoir history matching: a review

DS Oliver, Y Chen - Computational Geosciences, 2011 - Springer
History matching is a type of inverse problem in which observed reservoir behavior is used
to estimate reservoir model variables that caused the behavior. Obtaining even a single …

The ensemble Kalman filter in reservoir engineering—a review

SI Aanonsen, G Nœvdal, DS Oliver, AC Reynolds… - Spe Journal, 2009 - onepetro.org
There has been great progress in data assimilation within atmospheric and oceanographic
sciences during the last couple of decades. In data assimilation, one aims at merging the …

Subsurface sedimentary structure identification using deep learning: A review

C Zhan, Z Dai, Z Yang, X Zhang, Z Ma, HV Thanh… - Earth-Science …, 2023 - Elsevier
The reliable identification of subsurface sedimentary structures (ie, geologic heterogeneity)
is critical in various earth and environmental sciences, petroleum reservoir engineering, and …

Closed-loop reservoir management

JD Jansen, SD Douma, DR Brouwer… - SPE Reservoir …, 2009 - onepetro.org
Closed-loop reservoir management is a combination of model-based optimization and data
assimilation (computer-assisted history matching), also referred to as 'real-time reservoir …

Towards a robust parameterization for conditioning facies models using deep variational autoencoders and ensemble smoother

SWA Canchumuni, AA Emerick… - Computers & Geosciences, 2019 - Elsevier
Ensemble-based methods have been applied with remarkable success for data assimilation
in geosciences. However, they sometimes fail to preserve the geological realism of the …

Recent developments combining ensemble smoother and deep generative networks for facies history matching

SWA Canchumuni, JDB Castro, J Potratz… - Computational …, 2021 - Springer
Ensemble smoothers are among the most successful and efficient techniques currently
available for history matching. However, because these methods rely on Gaussian …

Machine learning assisted history matching for a deepwater lobe system

H Jo, W Pan, JE Santos, H Jung, MJ Pyrcz - Journal of Petroleum Science …, 2021 - Elsevier
High exploration costs resulting in sparse datasets and complicated geological structures in
deepwater depositional systems make the reservoir characterization extremely difficult. To …

Advanced history matching techniques reviewed

R Rwechungura, M Dadashpour… - … East Oil and Gas Show and …, 2011 - onepetro.org
The process of conditioning the geological or the static model to production data is typically
known as history matching (HM). The economic viability of a petroleum recovery project is …

[HTML][HTML] Underground hydrogen storage (UHS) in natural storage sites: A perspective of subsurface characterization and monitoring

X Luo, S Tveit, R Gholami, PØ Andersen - Fuel, 2024 - Elsevier
With the long-standing efforts of green transition in our society, underground hydrogen
storage (UHS) has emerged as a viable solution to buffering seasonal fluctuations of …

A review on optimization algorithms and surrogate models for reservoir automatic history matching

Y Zhao, R Luo, L Li, R Zhang, D Zhang, T Zhang… - Geoenergy Science and …, 2024 - Elsevier
Reservoir history matching represents a crucial stage in the reservoir development process
and purposes to match model predictions with various observed field data, including …