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

X Song, J Zhang, C Zhan, Y Xuan, M Ye, C Xu - Journal of hydrology, 2015 - Elsevier
Sensitivity analysis (SA) aims to identify the key parameters that affect model performance
and it plays important roles in model parameterization, calibration, optimization, and …

The hydrologist's guide to Bayesian model selection, averaging and combination

M Höge, A Guthke, W Nowak - Journal of Hydrology, 2019 - Elsevier
Abstract Model selection and model averaging have become popular tools to address
conceptual uncertainty in hydro (geo) logical modeling. Within the last two decades, many …

Approaches to highly parameterized inversion-A guide to using PEST for groundwater-model calibration

JE Doherty, RJ Hunt - 2010 - pubs.usgs.gov
Highly parameterized groundwater models can create calibration difficulties. Regularized
inversion-the combined use of large numbers of parameters with mathematical approaches …

Large‐scale hydraulic tomography and joint inversion of head and tracer data using the principal component geostatistical approach (PCGA)

J Lee, PK Kitanidis - Water Resources Research, 2014 - Wiley Online Library
The stochastic geostatistical inversion approach is widely used in subsurface inverse
problems to estimate unknown parameter fields and corresponding uncertainty from noisy …

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

T Xu, AJ Valocchi - Water Resources Research, 2015 - Wiley Online Library
Numerical groundwater flow and solute transport models are usually subject to model
structural error due to simplification and/or misrepresentation of the real system, which …

Incorporating geologic information into hydraulic tomography: A general framework based on geostatistical approach

Y Zha, TCJ Yeh, WA Illman, H Onoe… - Water Resources …, 2017 - Wiley Online Library
Hydraulic tomography (HT) has become a mature aquifer test technology over the last two
decades. It collects nonredundant information of aquifer heterogeneity by sequentially …

Bridging groundwater models and decision support with a Bayesian network

MN Fienen, JP Masterson, NG Plant… - Water Resources …, 2013 - Wiley Online Library
Resource managers need to make decisions to plan for future environmental conditions,
particularly sea level rise, in the face of substantial uncertainty. Many interacting processes …

Finding the right balance between groundwater model complexity and experimental effort via Bayesian model selection

A Schöniger, WA Illman, T Wöhling, W Nowak - Journal of Hydrology, 2015 - Elsevier
Groundwater modelers face the challenge of how to assign representative parameter values
to the studied aquifer. Several approaches are available to parameterize spatial …

Evaluating model structure adequacy: The case of the Maggia Valley groundwater system, southern Switzerland

L Foglia, SW Mehl, MC Hill… - Water Resources …, 2013 - Wiley Online Library
Model adequacy is evaluated with alternative models rated using model selection criteria
(AICc, BIC, and KIC) and three other statistics. Model selection criteria are tested with cross …

Simultaneous identification of the pollutant release history and the source location in groundwater by means of a geostatistical approach

I Butera, MG Tanda, A Zanini - Stochastic Environmental Research and …, 2013 - Springer
This paper describes an innovative procedure that is able to simultaneously identify the
release history and the source location of a pollutant injection in a groundwater aquifer …