A Bayesian approach to improved calibration and prediction of groundwater models with structural error

Data-driven methods to improve baseflow prediction of a regional groundwater model

(2015) Tianfang Xu et al.   COMPUTERS & GEOSCIENCES

Practical Use of Computationally Frugal Model Analysis Methods

(2015) Mary C. Hill et al.   Groundwater

A review of surrogate models and their application to groundwater modeling

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

Practical Use of Computationally Frugal Model Analysis Methods

(2015) Mary C. Hill et al.   Groundwater

Use of Machine Learning Methods to Reduce Predictive Error of Groundwater Models

(2014) Tianfang Xu et al.   Groundwater

Learning about physical parameters: the importance of model discrepancy

(2014) Jenný Brynjarsdóttir et al.   INVERSE PROBLEMS

Bayesian inference of a lake water quality model by emulating its posterior density

(2014) A. Dietzel et al.   WATER RESOURCES RESEARCH

Comparison of joint versus postprocessor approaches for hydrological uncertainty estimation accounting for error autocorrelation and heteroscedasticity

(2014) Guillaume Evin et al.   WATER RESOURCES RESEARCH

Assessment of parametric uncertainty for groundwater reactive transport modeling

(2014) Xiaoqing Shi et al.   WATER RESOURCES RESEARCH

Quantifying the predictive consequences of model error with linear subspace analysis

(2014) Jeremy T. White et al.   WATER RESOURCES RESEARCH

Approximate Bayesian Computation using Markov Chain Monte Carlo simulation: DREAM(ABC)

(2014) Mojtaba Sadegh et al.   WATER RESOURCES RESEARCH

Effect of correlated observation error on parameters, predictions, and uncertainty

(2013) Claire R. Tiedeman et al.   WATER RESOURCES RESEARCH

Effects of error covariance structure on estimation of model averaging weights and predictive performance

(2013) Dan Lu et al.   WATER RESOURCES RESEARCH

Integrated uncertainty assessment of discharge predictions with a statistical error model

(2013) M. Honti et al.   WATER RESOURCES RESEARCH

Efficient posterior exploration of a high-dimensional groundwater model from two-stage Markov chain Monte Carlo simulation and polynomial chaos expansion

(2013) Eric Laloy et al.   WATER RESOURCES RESEARCH

Groundwater depletion and sustainability of irrigation in the US High Plains and Central Valley

(2012) B. R. Scanlon et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Estimating effective model parameters for heterogeneous unsaturated flow using error models for bias correction

(2012) D. Erdal 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

Dynamic modeling of predictive uncertainty by regression on absolute errors

(2012) F. Pianosi et al.   WATER RESOURCES RESEARCH

Linking statistical bias description to multiobjective model calibration

(2012) P. Reichert et al.   WATER RESOURCES RESEARCH

Use of paired simple and complex models to reduce predictive bias and quantify uncertainty

(2011) John Doherty et al.   WATER RESOURCES RESEARCH

Optimization and uncertainty assessment of strongly nonlinear groundwater models with high parameter dimensionality

(2010) Elizabeth H. Keating et al.   WATER RESOURCES RESEARCH

A formal likelihood function for parameter and predictive inference of hydrologic models with correlated, heteroscedastic, and non-Gaussian errors

(2010) Gerrit Schoups et al.   WATER RESOURCES RESEARCH

Understanding predictive uncertainty in hydrologic modeling: The challenge of identifying input and structural errors

(2010) Benjamin Renard et al.   WATER RESOURCES RESEARCH

A short exploration of structural noise

(2010) John Doherty et al.   WATER RESOURCES RESEARCH

A novel method to estimate model uncertainty using machine learning techniques

(2009) Dimitri P. Solomatine et al.   WATER RESOURCES RESEARCH

Obtaining parsimonious hydraulic conductivity fields using head and transport observations: A Bayesian geostatistical parameter estimation approach

(2009) M. Fienen et al.   WATER RESOURCES RESEARCH

Calibration-constrained Monte Carlo analysis of highly parameterized models using subspace techniques

(2009) Matthew Tonkin et al.   WATER RESOURCES RESEARCH

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems

(2008) Youssef M. Marzouk et al.   JOURNAL OF COMPUTATIONAL PHYSICS

On the information content of the thermal infrared cooling rate profile from satellite instrument measurements

(2008) D. R. Feldman et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Integrating a calibrated groundwater flow model with error-correcting data-driven models to improve predictions

(2008) Yonas K. Demissie et al.   JOURNAL OF HYDROLOGY

Treatment of input uncertainty in hydrologic modeling: Doing hydrology backward with Markov chain Monte Carlo simulation

(2008) Jasper A. Vrugt et al.   WATER RESOURCES RESEARCH