A review of surrogate models and their application to groundwater modeling

MJ Asher, BFW Croke, AJ Jakeman… - Water Resources …, 2015 - Wiley Online Library
The spatially and temporally variable parameters and inputs to complex groundwater
models typically result in long runtimes which hinder comprehensive calibration, sensitivity …

Dimensionality reduction in surrogate modeling: A review of combined methods

CKJ Hou, K Behdinan - Data science and engineering, 2022 - Springer
Surrogate modeling has been popularized as an alternative to full-scale models in complex
engineering processes such as manufacturing and computer-assisted engineering. The …

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 …

A new tool for automatic calibration of the Storm Water Management Model (SWMM)

MS Behrouz, Z Zhu, LS Matott, AJ Rabideau - Journal of Hydrology, 2020 - Elsevier
Abstract The USEPA (United States Environmental Protection Agency) Storm Water
Management Model (SWMM) is one of the most widely used numerical models to simulate …

Bridging the gap between mechanistic biological models and machine learning surrogates

IM Gherman, ZS Abdallah, W Pang… - PLoS Computational …, 2023 - journals.plos.org
Mechanistic models have been used for centuries to describe complex interconnected
processes, including biological ones. As the scope of these models has widened, so have …

Managing uncertainty in integrated environmental modelling: The UncertWeb framework

L Bastin, D Cornford, R Jones, GBM Heuvelink… - … Modelling & Software, 2013 - Elsevier
Web-based distributed modelling architectures are gaining increasing recognition as
potentially useful tools to build holistic environmental models, combining individual …

Calibration of hydrological models on hydrologically unusual events

SK Singh, A Bárdossy - Advances in Water Resources, 2012 - Elsevier
The length of the observation period used for model calibration has a great influence on the
identification of the model parameters. In this contribution it is shown that a relatively small …

MT3DMS: Model use, calibration, and validation

C Zheng, MC Hill, G Cao, R Ma - Transactions of the ASABE, 2012 - elibrary.asabe.org
MT3DMS is a three-dimensional multi-species solute transport model for solving advection,
dispersion, and chemical reactions of contaminants in saturated groundwater flow systems …

Assessment of parametric uncertainty for groundwater reactive transport modeling

X Shi, M Ye, GP Curtis, GL Miller… - Water Resources …, 2014 - Wiley Online Library
The validity of using Gaussian assumptions for model residuals in uncertainty quantification
of a groundwater reactive transport model was evaluated in this study. Least squares …

Simultaneous identification of groundwater pollution source spatial–temporal characteristics and hydraulic parameters based on deep regularization neural network …

Z Pan, W Lu, Z Chang - Journal of Hydrology, 2021 - Elsevier
The prerequisites for groundwater pollution remediation include providing accurate
identification of hydraulic parameters of the contaminated site and retrospecting pollution …