Environmental Modelling & Software

Article	Citations
The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support	297
Quantarctica, an integrated mapping environment for Antarctica, the Southern Ocean, and sub-Antarctic islands	144
Integrated remote sensing and GIS approach using Fuzzy-AHP to delineate and identify groundwater potential zones in semi-arid Shanxi Province, China	123
Urban flood numerical simulation: Research, methods and future perspectives	104
Deep learning, explained: Fundamentals, explainability, and bridgeability to process-based modelling	88
A review of machine learning methods for drought hazard monitoring and forecasting: Current research trends, challenges, and future research directions	86
Mapping water ecosystem services: Evaluating InVEST model predictions in data scarce regions	84
An integrated flood risk assessment approach based on coupled hydrological-hydraulic modeling and bottom-up hazard vulnerability analysis	80
The proper care and feeding of CAMELS: How limited training data affects streamflow prediction	78
TRITON: A Multi-GPU open source 2D hydrodynamic flood model	66
Evaluation of six methods for correcting bias in estimates from ensemble tree machine learning regression models	63
Spatiotemporal characteristics and attribution of dry/wet conditions in the Weihe River Basin within a typical monsoon transition zone of East Asia over the recent 547 years	61
Improving near real-time precipitation estimation using a U-Net convolutional neural network and geographical information	57
Pipedream: An interactive digital twin model for natural and urban drainage systems	56
Modelling agricultural land abandonment in a fine spatial resolution multi-level land-use model: An application for the EU	56
Augmented Normalized Difference Water Index for improved surface water monitoring	56
Evaluation of artificial intelligence models for flood and drought forecasting in arid and tropical regions	55
Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning	53
Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping	53
FSLAM: A QGIS plugin for fast regional susceptibility assessment of rainfall-induced landslides	51
Coastal Analyst System from Space Imagery Engine (CASSIE): Shoreline management module	51
How to decide and visualize whether uncertainty or variability is dominating in life cycle assessment results: A systematic review	49
Speaking their language – Development of a multilingual decision-support tool for communicating invasive species risks to decision makers and stakeholders	49
A deep learning model for predicting river flood depth and extent	47
Application of image processing and convolutional neural networks for flood image classification and semantic segmentation	45

A rapid 3D reproduction system of dam-break floods constrained by post-disaster information	45
Targeting social learning and engagement: What serious games and gamification can offer to participatory modeling	44
Transformer neural networks for interpretable flood forecasting	44
Socio-technical scales in socio-environmental modeling: Managing a system-of-systems modeling approach	44
Economy-wide impacts of behavioral climate change mitigation: Linking agent-based and computable general equilibrium models	44
The chaos in calibrating crop models: Lessons learned from a multi-model calibration exercise	43
A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations	43
Integrated urban water management with micro storages developed as an IoT-based solution – The smart rain barrel	42
Terrestrial and airborne laser scanning and 2-D modelling for 3-D flood hazard maps in urban areas: new opportunities and perspectives	42
Sensitivity analysis: A discipline coming of age	40
Position paper: Sensitivity analysis of spatially distributed environmental models- a pragmatic framework for the exploration of uncertainty sources	40
How robust are future projections of forest landscape dynamics? Insights from a systematic comparison of four forest landscape models	39
Designing and implementing an SWMM-based web service framework to provide decision support for real-time urban stormwater management	39
Modelling of wildland-urban interface fire spread with the heterogeneous cellular automata model	39
An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods	38
A new modelling framework to assess biogenic GHG emissions from reservoirs: The G-res tool	37
A rapid flood inundation modelling framework using deep learning with spatial reduction and reconstruction	37
Social Values for Ecosystem Services (SolVES): Open-source spatial modeling of cultural services	37
Novel hybrid coupling of ecohydrology and socioeconomy at river basin scale: A watershed system model for the Heihe River basin	36
Opportunities for crowdsourcing in urban flood monitoring	36
On code sharing and model documentation of published individual and agent-based models	36
What's left before participatory modeling can fully support real-world environmental planning processes: A case study review	35
An attention U-Net model for detection of fine-scale hydrologic streamlines	34
Gaussian process machine learning and Kriging for groundwater salinity interpolation	34
Deterministic modelling of freshwater lakes and reservoirs: Current trends and recent progress	34
The spatial statistic trinity: A generic framework for spatial sampling and inference	33
Open-source Google Earth Engine 30-m evapotranspiration rates retrieval: The SEBALIGEE system	33
Active learning for anomaly detection in environmental data	33
Coastal water quality prediction based on machine learning with feature interpretation and spatio-temporal analysis	32
Prediction of environmental missing data time series by Support Vector Machine Regression and Correlation Dimension estimation	32
Predicting land-use change: Intercomparison of different hybrid machine learning models	32
Using machine learning to derive spatial wave data: A case study for a marine energy site	31
TOSSH: A Toolbox for Streamflow Signatures in Hydrology	31
Exploding the myths: An introduction to artificial neural networks for prediction and forecasting	30
A maximal overlap discrete wavelet packet transform integrated approach for rainfall forecasting – A case study in the Awash River Basin (Ethiopia)	30
Making spatial-temporal marine ecosystem modelling better – A perspective	30
An interactive graphical interface tool for parameter calibration, sensitivity analysis, uncertainty analysis, and visualization for the Soil and Water Assessment Tool	30
Coupling machine learning and weather forecast to predict farmland flood disaster: A case study in Yangtze River basin	30
Modeling bioretention stormwater systems: Current models and future research needs	30
Derivation of a Bayesian fire spread model using large-scale wildfire observations	29
basement v3: A modular freeware for river process modelling over multiple computational backends	29
Air quality forecasting with artificial intelligence techniques: A scientometric and content analysis	29
Towards a global Reservoir Assessment Tool for predicting hydrologic impacts and operating patterns of existing and planned reservoirs	29
The Full Multi: An open-source framework for modelling the transport and fate of nano- and microplastics in aquatic systems	28
Physical and numerical modelling of air-water flows: An Introductory Overview	28
Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data	28
Fit-for-purpose environmental modeling: Targeting the intersection of usability, reliability and feasibility	27
Performance of one-dimensional hydrodynamic lake models during short-term extreme weather events	27
CREST-iMAP v1.0: A fully coupled hydrologic-hydraulic modeling framework dedicated to flood inundation mapping and prediction	27
Long-term dynamic simulation of environmental impacts on ecosystem-based pond aquaculture	27

Keeping modelling notebooks with TRACE: Good for you and good for environmental research and management support	27
DeepGR4J: A deep learning hybridization approach for conceptual rainfall-runoff modelling	27
Using Machine Learning to estimate the impact of ports and cruise ship traffic on urban air quality: The case of Barcelona	27
Simulation-assisted machine learning for operational digital twins	27
Quality control of a global hourly rainfall dataset	26
porousMedia4Foam: Multi-scale open-source platform for hydro-geochemical simulations with OpenFOAM®	25
Incorporating land-use regression into machine learning algorithms in estimating the spatial-temporal variation of carbon monoxide in Taiwan	25
Deep fire topology: Understanding the role of landscape spatial patterns in wildfire occurrence using artificial intelligence	25
Adapting HYDRUS-1D to simulate the transport of soil water isotopes with evaporation fractionation	25
Application of extreme gradient boosting and Shapley Additive explanations to predict temperature regimes inside forests from standard open-field meteorological data	25
A dual-layer MPI continuous large-scale hydrological model including Human Systems	25
Critical reflections on Water-Energy-Food Nexus in Computable General Equilibrium models: A systematic literature review	25
Scoping review of the potentials of fuzzy cognitive maps as a modeling approach for integrated environmental assessment and management	25
Uncertainty concepts for integrated modeling - Review and application for identifying uncertainties and uncertainty propagation pathways	24
LakeEnsemblR: An R package that facilitates ensemble modelling of lakes	24
Incorporating Light Gradient Boosting Machine to land use regression model for estimating NO2 and PM2.5 levels in Kansai region, Japan	24
Toward open and reproducible environmental modeling by integrating online data repositories, computational environments, and model Application Programming Interfaces	24
A hybrid bayesian vine model for water level prediction	24
Discrete Global Grid Systems as scalable geospatial frameworks for characterizing coastal environments	24
Multifidelity prediction in wildfire spread simulation: Modeling, uncertainty quantification and sensitivity analysis	24
NRAP-open-IAM: A flexible open-source integrated-assessment-model for geologic carbon storage risk assessment and management	24
Evaluation of surface wind using WRF in complex terrain: Atmospheric input data and grid spacing	23
A multi-model ensemble approach to coastal storm erosion prediction	23
Identifying critical climate conditions for use in scenario-neutral climate impact assessments	23
A novel multi-source data fusion method based on Bayesian inference for accurate estimation of chlorophyll-a concentration over eutrophic lakes	23
India’s Maiden air quality forecasting framework for megacities of divergent environments: The SAFAR-project	23
Applications of XGBoost in water resources engineering: A systematic literature review (Dec 2018–May 2023)	23
Modeling migration of organic pollutants in groundwater — Review of available software	23
Water-energy nexus-based scenario analysis for sustainable development of Mumbai	22
Modelling wildfire occurrence at regional scale from land use/cover and climate change scenarios	22
A review of parallel computing applications in calibrating watershed hydrologic models	22
ATLANTIS: A benchmark for semantic segmentation of waterbody images	21
SIMPLE-G: A multiscale framework for integration of economic and biophysical determinants of sustainability	21
Stream power index for networks (SPIN) toolbox for decision support in urbanizing watersheds	21
Supporting cost-effective watershed management strategies for Chesapeake Bay using a modeling and optimization framework	21
SW2D-GPU: A two-dimensional shallow water model accelerated by GPGPU	21
California's food-energy-water system: An open source simulation model of adaptive surface and groundwater management in the Central Valley	21
Spatiotemporal air quality inference of low-cost sensor data: Evidence from multiple sensor testbeds	20
Data-driven surrogate modeling: Introducing spatial lag to consider spatial autocorrelation of flooding within urban drainage systems	20
How morphology shapes the parameter sensitivity of lake ecosystem models	20
Identification of source information for sudden water pollution incidents in rivers and lakes based on variable-fidelity surrogate-DREAM optimization	20
A satellite-driven hydro-economic model to support agricultural water resources management	20
Comparison of two modelling strategies for 2D large-scale flood simulations	20
Efficient and high-resolution simulation of pollutant dispersion in complex urban environments by island-based recurrence CFD	20
Recurrent neural networks for water quality assessment in complex coastal lagoon environments: A case study on the Venice Lagoon	20
Developing an integrated technology-environment-economics model to simulate food-energy-water systems in Corn Belt watersheds	20
A framework for testing large-scale distributed soil erosion and sediment delivery models: Dealing with uncertainty in models and the observational data	20
Assessing global climate change mitigation scenarios from a power system perspective using a novel multi-model framework	20
User-friendly workflows for catchment modelling: Towards reproducible SWAT+ model studies	20
Prediction of wildfire rate of spread in grasslands using machine learning methods	20
Real-time environmental forecasts of the Chesapeake Bay: Model setup, improvements, and online visualization	20
Integration of quantitative precipitation forecasts with real-time hydrology and hydraulics modeling towards probabilistic forecasting of urban flooding	19
Operationalizing the use of TLS in forest inventories: The R package FORTLS	19
Towards improved environmental modeling outcomes: Enabling low-cost access to high-dimensional, geostatistical-based decision-support analyses	19
Spatial prediction of air pollution levels using a hierarchical Bayesian spatiotemporal model in Catalonia, Spain	19
Small increases in agent-based model complexity can result in large increases in required calibration data	19
An automated calibration framework and open source tools for 3D lake hydrodynamic models	19
A taxonomy for reproducible and replicable research in environmental modelling	19
Simulating river regulation and reservoir performance in a continental-scale hydrologic model	19
A national scale big data analytics pipeline to assess the potential impacts of flooding on critical infrastructures and communities	19
Heat wave tracker: A multi-method, multi-source heat wave measurement toolkit based on Google Earth Engine	18
An overview of visualization and visual analytics applications in water resources management	18
A system dynamics model to support marine spatial planning in Algoa Bay, South Africa	18
Introducing QWET – A QGIS-plugin for application, evaluation and experimentation with the WET model	18
Ten years of modeling the Deepwater Horizon oil spill	18
Spatio-temporal deep learning model for accurate streamflow prediction with multi-source data fusion	18
A general conceptual framework for multi-dimensional spatio-temporal data sets	18
A stochastic conceptual-data-driven approach for improved hydrological simulations	18
Multi-criteria method for the realistic placement of water quality sensors on pipes of water distribution systems	18
Multivariate polynomial regression modeling of total dissolved-solids in rangeland stormwater runoff in the Colorado River Basin	18
A wavelet-based tool to modulate variance in predictors: An application to predicting drought anomalies	18
Introducing a new post-processing tool for the SWAT+ model to evaluate environmental flows	18
Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning	18
Addressing the water conflict between agriculture and ecosystems under environmental flow regulation: An integrated modeling study	17
A CUDA Fortran GPU-parallelised hydrodynamic tool for high-resolution and long-term eco-hydraulic modelling	17
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE models	17
Regional-scale modeling of rainfall-induced landslides under random rainfall patterns	17
The MODFLOW Application Programming Interface for simulation control and software interoperability	17
Toward more mechanistic representations of biogeochemical processes in river networks: Implementation and demonstration of a multiscale model	17
Influence of urban catchment characteristics and rainfall origins on the phenomenon of stormwater flooding: Case study	17

RODEO: An algorithm and Google Earth Engine application for river discharge retrieval from Landsat	17
Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs	17
Balancing exploitation and exploration: A novel hybrid global-local optimization strategy for hydrological model calibration	17
Coupling surface flow with high-performance subsurface reactive flow and transport code PFLOTRAN	17
An operational urban air quality model ENFUSER, based on dispersion modelling and data assimilation	17
Optimal sensor placement for contamination detection: A multi-objective and probabilistic approach	17
Introducing ‘riverconn’: an R package to assess river connectivity indices	17
A comprehensive drought index based on remote sensing data and nested copulas for monitoring meteorological and agroecological droughts: A case study on the Qinghai-Tibet Plateau	16
A parameterization strategy for hydrodynamic modelling of a cascade of poorly monitored reservoirs in Brazil	16
Automatic procedure for selecting flood events and identifying flood characteristics from daily streamflow data	16
PoolTestR: An R package for estimating prevalence and regression modelling for molecular xenomonitoring and other applications with pooled samples	16
A comprehensive framework for HSPF hydrological parameter sensitivity, optimization and uncertainty evaluation based on SVM surrogate model- A case study in Qinglong River watershed, China	16
Evaluating the 10% wind speed rule of thumb for estimating a wildfire's forward rate of spread against an extensive independent set of observations	16
Event-based decision support algorithm for real-time flood forecasting in urban drainage systems using machine learning modelling	16
A toolbox for visualizing trends in large-scale environmental data	16
A secondary modal decomposition ensemble deep learning model for groundwater level prediction using multi-data	16
A systematic literature review on lake water level prediction models	16
Building level flood exposure analysis using a hydrodynamic model	15
Sentinel-1 based Inland water dynamics Mapping System (SIMS)	15
Multi-scenario multi-objective robust optimization under deep uncertainty: A posteriori approach	15
Linear layout of multiple flow-direction networks for landscape-evolution simulations	15
Increasing the uptake of ecological model results in policy decisions to improve biodiversity outcomes	15
A cloud-based framework for sensitivity analysis of natural hazard models	15
Hazardous atmospheric dispersion in urban areas: A Deep Learning approach for emergency pollution forecast	15
Web-based prototype system for flood simulation and forecasting based on the HEC-HMS model	15
The effect of the Deepwater Horizon oil spill on two ecosystem services in the Northern Gulf of Mexico	15
Impacts of off-road vehicle tracks on runoff, erosion and sediment delivery – A combined field and modeling approach	15
Multi-scale evaluation of a 3D lake model forced by an atmospheric model against standard monitoring data	15
A web-based analytical urban flood damage and loss estimation framework	15
How to keep it adequate: A protocol for ensuring validity in agent-based simulation	15
Utilizing dynamic parallelism in CUDA to accelerate a 3D red-black successive over relaxation wind-field solver	15
Forecasting contrasting coastal and estuarine hydrodynamics with OPENCoastS	15
Calibration of hydrological models considering process interdependence: A case study of SWAT model	15
A spatio-temporal land use regression model to assess street-level exposure to black carbon	15
The Virtual River Game: Gaming using models to collaboratively explore river management complexity	15
Is VARS more intuitive and efficient than Sobol’ indices?	15
VecLI: A framework for calculating vector landscape indices considering landscape fragmentation	14
A framework based on statistical analysis and stakeholders’ preferences to inform weighting in composite indicators	14
Comparing the structural uncertainty and uncertainty management in four common Land Use Cover Change (LUCC) model software packages	14
V-FloodNet: A video segmentation system for urban flood detection and quantification	14
Methods used for handling and quantifying model uncertainty of artificial neural network models for air pollution forecasting	14
Predicting runoff series in ungauged basins of the Brazilian Cerrado biome	14
Using Bayesian optimization to automate the calibration of complex hydrological models: Framework and application	14
A fractional land use change model for ecological applications	14
Numerical modelling of storm surge, nutrient pollution and saltwater intrusion in a large estuary with typhoon effects	14
HydroLang: An open-source web-based programming framework for hydrological sciences	14
Considering scale within optimization procedures for water management decisions: Balancing environmental flows and human needs	14
An effective strategy for combining variance- and distribution-based global sensitivity analysis	14
The AirSensor open-source R-package and DataViewer web application for interpreting community data collected by low-cost sensor networks	14
The easyclimate R package: Easy access to high-resolution daily climate data for Europe	14
Introductory overview: Systems and control methods for operational management support in agricultural production systems	14
Model-based integration of ecology and socio-economics for the management of biodiversity and ecosystem services: State of the art, diversity and current trends	14
Extending SC-PDSI-PM with neural network regression using GLDAS data and Permutation Feature Importance	14
An open source reservoir and sediment simulation framework for identifying and evaluating siting, design, and operation alternatives	14
Towards a combined Landsat-8 and Sentinel-2 for 10-m land surface temperature products: The Google Earth Engine monthly Ten-ST-GEE system	14
A multiple and ensembling approach for calibration and evaluation of genetic coefficients of CERES-Maize to simulate maize phenology and yield in Michigan	14
Modelling drivers of Brazilian agricultural change in a telecoupled world	14
Streamlined wildland-urban interface fire tracing (SWUIFT): Modeling wildfire spread in communities	14
A two-stage modelling method for multi-station daily water level prediction	13
A novel concurrent approach for multiclass scenario discovery using Multivariate Regression Trees: Exploring spatial inequality patterns in the Vietnam Mekong Delta under uncertainty	13
QGIS-Landsat Indices plugin (Q-LIP): Tool for environmental indices computing using Landsat data	13
A Python toolkit to monitor sandy shoreline change using high-resolution PlanetScope cubesats	13
A multi-objective adaptive surrogate modelling-based optimization algorithm for constrained hybrid problems	13
Watershed Workflow: A toolset for parameterizing data-intensive, integrated hydrologic models	13
Hydrogeophysical model calibration and uncertainty analysis via full integration of PEST/PEST++ and COMSOL	13
An open-source and QGIS-integrated physically based model for Spatial Prediction of Rainfall-Induced Shallow Landslides (SPRIn-SL)	13
Unravelling groundwater time series patterns: Visual analytics-aided deep learning in the Namoi region of Australia	13
A user-friendly software for modelling extreme values: EXTRASTAR (EXTRemes Abacus for STAtistical Regionalization)	13
Interoperable web sharing of environmental models using OGC web processing service and Open Modeling Interface (OpenMI)	13
Interoperability engine design for model sharing and reuse among OpenMI, BMI and OpenGMS-IS model standards	13
Replicating measured site-scale soil organic carbon dynamics in the U.S. Corn Belt using the SWAT-C model	13
A Web-based geo-simulation approach integrating knowledge graph and model-services	13
SHERPA-city: A web application to assess the impact of traffic measures on NO2 pollution in cities	13
SWAT-S: A SWAT-salinity module for watershed-scale modeling of natural salinity	13
Stakeholder-driven development of a cloud-based, satellite remote sensing tool to monitor suspended sediment concentrations in major Bangladesh rivers	12
A modelling framework and R-package for evaluating system performance under hydroclimate variability and change	12
Discussoo: Towards an intelligent tool for multi-scale participatory modeling	12
From mycelia to mastodons – A general approach for simulating biotic disturbances in forest ecosystems	12
ValueDecisions, a web app to support decisions with conflicting objectives, multiple stakeholders, and uncertainty	12
Unsupervised deep learning of landscape typologies from remote sensing images and other continuous spatial data	12
Participatory modeling to assess the impacts of climate change in a Mediterranean vineyard watershed	12
APEX-MODFLOW: A New integrated model to simulate hydrological processes in watershed systems	12
Argument-based assessment of predictive uncertainty of data-driven environmental models	12
Predictive capacity of Ecopath with Ecosim: Model performance and ecological indicators’ response to imprecision	12
A coupled hydrodynamic and particle-tracking model for full-process simulation of nonpoint source pollutants	12
Modelling patch mosaic connectivity and ecological corridors with GraphScape	12
Web-based 3D visualization framework for time-varying and large-volume oceanic forecasting data using open-source technologies	12
Minimizing physical habitat impacts at downstream of diversion dams by a multiobjective optimization of environmental flow regime	12
Evaluating crop-soil-water dynamics in waterlogged areas using a coupled groundwater-agronomic model	12
SOCAIRE: Forecasting and monitoring urban air quality in Madrid	12
Dealing with shallow groundwater contexts for the modelling of urban hydrology – A simplified approach to represent interactions between surface hydrology, groundwater and underground structures in hy	12
Modelling one-dimensional reactive transport of toxic contaminants in natural rivers	11
Hydrovise: A non-proprietary open-source software for hydrologic model and data visualization and evaluation	11
The Global Least-cost user-friendly CLEWs Open-Source Exploratory model	11
Guidance framework and software for understanding and achieving system robustness	11