A Taylor Expansion-Based Adaptive Design Strategy for Global Surrogate Modeling With Applications in Groundwater Modeling

Efficient evaluation of small failure probability in high-dimensional groundwater contaminant transport modeling via a two-stage Monte Carlo method

(2017) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

High dimensional Kriging metamodelling utilising gradient information

(2016) S. Ulaganathan et al.   APPLIED MATHEMATICAL MODELLING

Reduced order models for assessing CO 2 impacts in shallow unconfined aquifers

(2016) Elizabeth H. Keating et al.   International Journal of Greenhouse Gas Control

Accelerating Asymptotically Exact MCMC for Computationally Intensive Models via Local Approximations

(2016) Patrick R. Conrad et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Using sparse polynomial chaos expansions for the global sensitivity analysis of groundwater lifetime expectancy in a multi-layered hydrogeological model

(2016) G. Deman et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

An adaptive Gaussian process-based method for efficient Bayesian experimental design in groundwater contaminant source identification problems

(2016) Jiangjiang Zhang et al.   WATER RESOURCES RESEARCH

Efficiency enhancement of optimized Latin hypercube sampling strategies: Application to Monte Carlo uncertainty analysis and meta-modeling

(2015) Mohammad Mahdi Rajabi et al.   ADVANCES IN WATER RESOURCES

Polynomial chaos expansions for uncertainty propagation and moment independent sensitivity analysis of seawater intrusion simulations

(2015) Mohammad Mahdi Rajabi et al.   JOURNAL OF HYDROLOGY

Global sensitivity analysis in hydrological modeling: Review of concepts, methods, theoretical framework, and applications

(2015) Xiaomeng Song et al.   JOURNAL OF HYDROLOGY

Variance-based global sensitivity analysis for multiple scenarios and models with implementation using sparse grid collocation

(2015) Heng Dai et al.   JOURNAL OF HYDROLOGY

A Fuzzy Hybrid Sequential Design Strategy for Global Surrogate Modeling of High-Dimensional Computer Experiments

(2015) J. van der Herten et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Optimizing water resources management in large river basins with integrated surface water-groundwater modeling: A surrogate-based approach

(2015) Bin Wu et al.   WATER RESOURCES RESEARCH

A review of surrogate models and their application to groundwater modeling

(2015) M. J. Asher et al.   WATER RESOURCES RESEARCH

Stepwise sensitivity analysis from qualitative to quantitative: Application to the terrestrial hydrological modeling of a Conjunctive Surface-Subsurface Process (CSSP) land surface model

(2015) Yanjun Gan et al.   Journal of Advances in Modeling Earth Systems

Sampling efficiency in Monte Carlo based uncertainty propagation strategies: Application in seawater intrusion simulations

(2014) Mohammad Mahdi Rajabi et al.   ADVANCES IN WATER RESOURCES

Adaptive sequential sampling for surrogate model generation with artificial neural networks

(2014) John Eason et al.   COMPUTERS & CHEMICAL ENGINEERING

Development of a surrogate model and sensitivity analysis for spatio-temporal numerical simulators

(2014) Amandine Marrel et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Assessment of parametric uncertainty for groundwater reactive transport modeling

(2014) Xiaoqing Shi et al.   WATER RESOURCES RESEARCH

Comparison of optimization algorithms for parameter estimation of multi-phase flow models with application to geological carbon sequestration

(2013) Antoine J. Espinet et al.   ADVANCES IN WATER RESOURCES

An Adaptive Exploration-Exploitation Algorithm for Constructing Metamodels in Random Simulation Using a Novel Sequential Experimental Design

(2013) Ali Ajdari et al.   COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

Reduced order models for many-query subsurface flow applications

(2013) George Shu Heng Pau et al.   COMPUTATIONAL GEOSCIENCES

Modeling the performance of large-scale CO2 storage systems: A comparison of different sensitivity analysis methods

(2013) Haruko M. Wainwright et al.   International Journal of Greenhouse Gas Control

Estimation of plume distribution for carbon sequestration using parameter estimation with limited monitoring data

(2013) Antoine Espinet et al.   WATER RESOURCES RESEARCH

Comparing sampling strategies for aerodynamic Kriging surrogate models

(2013) B. Rosenbaum et al.   ZAMM-Zeitschrift fur Angewandte Mathematik und Mechanik

An efficient integrated approach for global sensitivity analysis of hydrological model parameters

(2012) Che-sheng Zhan et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Uncertainty Quantification in CO2 Sequestration Using Surrogate Models from Polynomial Chaos Expansion

(2012) Yan Zhang et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Review of surrogate modeling in water resources

(2012) Saman Razavi et al.   WATER RESOURCES RESEARCH

Analysis of regression confidence intervals and Bayesian credible intervals for uncertainty quantification

(2012) Dan Lu et al.   WATER RESOURCES RESEARCH

Global sensitivity analysis of large-scale numerical landslide models based on Gaussian-Process meta-modeling

(2011) Jeremy Rohmer et al.   COMPUTERS & GEOSCIENCES

Multiquadric and its shape parameter—A numerical investigation of error estimate, condition number, and round-off error by arbitrary precision computation

(2011) A.H.-D. Cheng   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Variance-based sensitivity analysis of model outputs using surrogate models

(2011) D. Shahsavani et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Model emulation and moment-independent sensitivity analysis: An application to environmental modelling

(2011) E. Borgonovo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Numerical assessment of metamodelling strategies in computationally intensive optimization

(2011) Saman Razavi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Automated Near-Field Scanning Algorithm for the EMC Analysis of Electronic Devices

(2011) D. Deschrijver et al.   IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY

A Novel Hybrid Sequential Design Strategy for Global Surrogate Modeling of Computer Experiments

(2011) Karel Crombecq et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Surrogate based sensitivity analysis of process equipment

(2010) D.W. Stephens et al.   APPLIED MATHEMATICAL MODELLING

Adaptive Sampling Algorithm for Macromodeling of Parameterized $S$-Parameter Responses

(2010) Dirk Deschrijver et al.   IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

A response surface methodology to address uncertainties in cap rock failure assessment for CO2 geological storage in deep aquifers

(2010) Jeremy Rohmer et al.   International Journal of Greenhouse Gas Control

Surrogate modeling approximation using a mixture of experts based on EM joint estimation

(2010) Dimitri Bettebghor et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Efficient MCMC Schemes for Computationally Expensive Posterior Distributions

(2010) Mark Fielding et al.   TECHNOMETRICS

Adaptive sequentially space-filling metamodeling applied in optimal water quantity allocation at basin scale

(2010) S. Jamshid Mousavi et al.   WATER RESOURCES RESEARCH

Bayesian Calibration and Uncertainty Analysis for Computationally Expensive Models Using Optimization and Radial Basis Function Approximation

(2008) Nikolay Bliznyuk et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Hierarchical adaptive experimental design for Gaussian process emulators

(2008) Daniel Busby   RELIABILITY ENGINEERING & SYSTEM SAFETY

An adaptive design and interpolation technique for extracting highly nonlinear response surfaces from deterministic models

(2008) D. Shahsavani et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Calculations of Sobol indices for the Gaussian process metamodel

(2008) Amandine Marrel et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Global sensitivity analysis using polynomial chaos expansions

(2007) Bruno Sudret   RELIABILITY ENGINEERING & SYSTEM SAFETY