[HTML][HTML] Sensitivity analysis of environmental models: A systematic review with practical workflow

F Pianosi, K Beven, J Freer, JW Hall, J Rougier… - … Modelling & Software, 2016 - Elsevier
Sensitivity Analysis (SA) investigates how the variation in the output of a numerical model
can be attributed to variations of its input factors. SA is increasingly being used in …

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 …

What do we mean by sensitivity analysis? The need for comprehensive characterization of “global” sensitivity in E arth and E nvironmental systems models

S Razavi, HV Gupta - Water Resources Research, 2015 - Wiley Online Library
Sensitivity analysis is an essential paradigm in Earth and Environmental Systems modeling.
However, the term “sensitivity” has a clear definition, based in partial derivatives, only when …

Towards a comprehensive assessment of model structural adequacy

HV Gupta, MP Clark, JA Vrugt… - Water Resources …, 2012 - Wiley Online Library
The past decade has seen significant progress in characterizing uncertainty in
environmental systems models, through statistical treatment of incomplete knowledge …

[HTML][HTML] Prediction of flyrock distance induced by mine blasting using a novel Harris Hawks optimization-based multi-layer perceptron neural network

BR Murlidhar, H Nguyen, J Rostami, XN Bui… - Journal of Rock …, 2021 - Elsevier
In mining or construction projects, for exploitation of hard rock with high strength properties,
blasting is frequently applied to breaking or moving them using high explosive energy …

Exploring the impact of forcing error characteristics on physically based snow simulations within a global sensitivity analysis framework

MS Raleigh, JD Lundquist… - Hydrology and Earth …, 2015 - hess.copernicus.org
Physically based models provide insights into key hydrologic processes but are associated
with uncertainties due to deficiencies in forcing data, model parameters, and model …

The impact of standard and hard‐coded parameters on the hydrologic fluxes in the Noah‐MP land surface model

M Cuntz, J Mai, L Samaniego, M Clark… - Journal of …, 2016 - Wiley Online Library
Land surface models incorporate a large number of process descriptions, containing a
multitude of parameters. These parameters are typically read from tabulated input files …

Comparison of variance-based and moment-independent global sensitivity analysis approaches by application to the SWAT model

FK Zadeh, J Nossent, F Sarrazin, F Pianosi… - … modelling & software, 2017 - Elsevier
Abstract Global Sensitivity Analysis (GSA) is an essential technique to support the
calibration of environmental models by identifying the influential parameters (screening) and …

A General Probabilistic Framework for uncertainty and global sensitivity analysis of deterministic models: A hydrological case study

G Baroni, S Tarantola - Environmental Modelling & Software, 2014 - Elsevier
The present study proposes a General Probabilistic Framework (GPF) for uncertainty and
global sensitivity analysis of deterministic models in which, in addition to scalar inputs, non …

What has Global Sensitivity Analysis ever done for us? A systematic review to support scientific advancement and to inform policy-making in earth system modelling

T Wagener, F Pianosi - Earth-science reviews, 2019 - Elsevier
Computer models are essential tools in the earth system sciences. They underpin our
search for understanding of earth system functioning and support decision-and policy …