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 …

Inverse methods in hydrogeology: Evolution and recent trends

H Zhou, JJ Gómez-Hernández, L Li - Advances in Water Resources, 2014 - Elsevier
Parameter identification is an essential step in constructing a groundwater model. The
process of recognizing model parameter values by conditioning on observed data of the …

[图书][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 deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems

M Tang, Y Liu, LJ Durlofsky - Journal of Computational Physics, 2020 - Elsevier
A deep-learning-based surrogate model is developed and applied for predicting dynamic
subsurface flow in channelized geological models. The surrogate model is based on deep …

Inversion using a new low-dimensional representation of complex binary geological media based on a deep neural network

E Laloy, R Hérault, J Lee, D Jacques… - Advances in water …, 2017 - Elsevier
Efficient and high-fidelity prior sampling and inversion for complex geological media is still a
largely unsolved challenge. Here, we use a deep neural network of the variational …

[图书][B] Probabilistic forecasting and Bayesian data assimilation

S Reich, C Cotter - 2015 - books.google.com
In this book the authors describe the principles and methods behind probabilistic forecasting
and Bayesian data assimilation. Instead of focusing on particular application areas, the …

[图书][B] Introduction to geostatistics: applications in hydrogeology

PK Kitanidis - 1997 - books.google.com
Engineers and applied geophysicists routinely encounter interpolation and estimation
problems when analysing data from field observations. Introduction to Geostatistics presents …

[图书][B] Effective groundwater model calibration: with analysis of data, sensitivities, predictions, and uncertainty

MC Hill, CR Tiedeman - 2007 - books.google.com
Methods and guidelines for developing and using mathematical models Turn to Effective
Groundwater Model Calibration for a set of methods and guidelines that can help produce …

Analysis of iterative ensemble smoothers for solving inverse problems

G Evensen - Computational Geosciences, 2018 - Springer
This paper examines the properties of the Iterated Ensemble Smoother (IES) and the
Multiple Data Assimilation Ensemble Smoother (ES–MDA) for solving the history matching …

[图书][B] The handbook of groundwater engineering

JW Delleur - 2006 - books.google.com
A complete treatment of the theory and practice of groundwater engineering, The Handbook
of Groundwater Engineering, Second Edition provides a current and detailed review of how …