| Publication | Date of Publication | Type |
|---|
| Multi-asset closed-loop reservoir management using deep reinforcement learning | 2024-04-11 | Paper |
| Convolutional -- recurrent neural network proxy for robust optimization and closed-loop reservoir management | 2023-06-27 | Paper |
| Deep reinforcement learning for optimal well control in subsurface systems with uncertain geology | 2023-02-10 | Paper |
| Use of multifidelity training data and transfer learning for efficient construction of subsurface flow surrogate models | 2023-01-11 | Paper |
| Use of low-fidelity models with machine-learning error correction for well placement optimization | 2022-10-14 | Paper |
| Implementation and detailed assessment of a GNAT reduced-order model for subsurface flow simulation | 2022-09-02 | Paper |
| A two-stage optimization strategy for large-scale oil field development | 2022-05-11 | Paper |
| Deep reinforcement learning for optimal well control in subsurface systems with uncertain geology | 2022-03-24 | Paper |
| Deep-learning-based surrogate flow modeling and geological parameterization for data assimilation in 3D subsurface flow | 2021-04-27 | Paper |
| Field development optimization using a sequence of surrogate treatments | 2021-02-08 | Paper |
| Data-space inversion using a recurrent autoencoder for time-series parameterization | 2021-02-08 | Paper |
| A deep-learning-based surrogate model for data assimilation in dynamic subsurface flow problems | 2020-07-13 | Paper |
| A data-space inversion procedure for well control optimization and closed-loop reservoir management | 2020-06-08 | Paper |
| Multifidelity framework for uncertainty quantification with multiple quantities of interest | 2020-06-08 | Paper |
| A deep-learning-based geological parameterization for history matching complex models | 2019-09-03 | Paper |
| Correction to: ``A deep-learning-based geological parameterization for history matching complex models | 2019-09-03 | Paper |
| Well control optimization using a two-step surrogate treatment | 2019-03-12 | Paper |
| Gradient-based Pareto optimal history matching for noisy data of multiple types | 2018-12-12 | Paper |
| Machine-learning-based modeling of coarse-scale error, with application to uncertainty quantification | 2018-10-05 | Paper |
| Production forecasting and uncertainty quantification for naturally fractured reservoirs using a new data-space inversion procedure | 2018-09-28 | Paper |
| Adjoint formulation and constraint handling for gradient-based optimization of compositional reservoir flow | 2018-08-22 | Paper |
| Data assimilation and uncertainty assessment for complex geological models using a new PCA-based parameterization | 2018-07-30 | Paper |
| Comprehensive framework for gradient-based optimization in closed-loop reservoir management | 2018-07-30 | Paper |
| Ensemble level upscaling for compositional flow simulation | 2018-07-27 | Paper |
| Reduced-order modeling for thermal recovery processes | 2018-01-22 | Paper |
| A new data-space inversion procedure for efficient uncertainty quantification in subsurface flow problems | 2017-08-24 | Paper |
| Assessment of Uncertainty in Reservoir Production Forecasts Using Upscaled Flow Models | 2017-07-11 | Paper |
| Use of reduced-order models in well control optimization | 2017-06-21 | Paper |
| Error modeling for surrogates of dynamical systems using machine learning | 2017-01-12 | Paper |
| Constraint reduction procedures for reduced-order subsurface flow models based on POD-TPWL | 2016-12-30 | Paper |
| Regularized kernel PCA for the efficient parameterization of complex geological models | 2016-12-20 | Paper |
| A new differentiable parameterization based on principal component analysis for the low-dimensional representation of complex geological models | 2015-10-26 | Paper |
| A multi-resolution workflow to generate high-resolution models constrained to dynamic data | 2012-12-17 | Paper |
| Uncertainty Quantification for Subsurface Flow Problems Using Coarse-Scale Models | 2012-08-21 | Paper |
| Enhanced linearized reduced-order models for subsurface flow simulation | 2012-05-08 | Paper |
| Statistical assignment of upscaled flow functions for an ensemble of geological models | 2011-04-08 | Paper |
| Optimization of nonconventional wells under uncertainty using statistical proxies | 2010-10-11 | Paper |
| Global variable compact multipoint methods for accurate upscaling with full-tensor effects | 2010-03-01 | Paper |
| Application of a particle swarm optimization algorithm for determining optimum well location and type | 2010-03-01 | Paper |
| Linearized reduced-order models for subsurface flow simulation | 2010-01-25 | Paper |
| Development and application of reduced-order modeling procedures for subsurface flow simulation | 2009-03-24 | Paper |
| Nonlinear two-point flux approximation for modeling full-tensor effects in subsurface flow simulations | 2009-02-11 | Paper |
| Kernel principal component analysis for efficient, differentiable parametrization of multipoint geostatistics | 2008-07-01 | Paper |
| Efficient Incorporation of Global Effects in Upscaled Models of Two-Phase Flow and Transport in Heterogeneous Formations | 2007-06-26 | Paper |
| Unstructured grid optimization for improved monotonicity of discrete solutions of elliptic equations with highly anisotropic coefficients | 2006-06-30 | Paper |
| https://portal.mardi4nfdi.de/entity/Q3366171 | 2006-02-13 | Paper |
| A Generalized Convection-Diffusion Model for Subgrid Transport in Porous Media | 2003-12-15 | Paper |
| Calculation of well index for nonconventional wells on arbitrary grids | 2003-04-03 | Paper |
| Numerical calculation of equivalent cell permeability tensors for general quadrilateral control volumes | 2002-08-28 | Paper |
| Accurate scale up of two-phase flow using renormalization and nonuniform coarsening | 2000-09-10 | Paper |
| Coarse scale models of two-phase flow in heterogeneous reservoirs: Volume averaged equations and their relationship to existing upscaling techniques | 2000-09-05 | Paper |
| A triangle based mixed finite element -- finite volume technique for modeling two phase flow through porous media | 1993-06-29 | Paper |
| Triangle based adaptive stencils for the solution of hyperbolic conservation laws | 1992-06-28 | Paper |
| Dynamic simulation of bounded suspensions of hydrodynamically interacting particles | 1989-01-01 | Paper |
| Dynamic simulation of hydrodynamically interacting particles | 1987-01-01 | Paper |
| Analysis of the Brinkman equation as a model for flow in porous media | 1987-01-01 | Paper |
