Environmental Modelling & Software

Article	Citations
The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support	242
Quantarctica, an integrated mapping environment for Antarctica, the Southern Ocean, and sub-Antarctic islands	117
Integrated remote sensing and GIS approach using Fuzzy-AHP to delineate and identify groundwater potential zones in semi-arid Shanxi Province, China	110
Urban flood numerical simulation: Research, methods and future perspectives	84
Deep learning, explained: Fundamentals, explainability, and bridgeability to process-based modelling	71
A comprehensive review on the design and optimization of surface water quality monitoring networks	71
A system of metrics for the assessment and improvement of aquatic ecosystem models	70
An integrated flood risk assessment approach based on coupled hydrological-hydraulic modeling and bottom-up hazard vulnerability analysis	70
A comprehensive assessment framework for quantifying climatic and anthropogenic contributions to streamflow changes: A case study in a typical semi-arid North China basin	69
Flexible watershed simulation with the Raven hydrological modelling framework	69
Distributed long-term hourly streamflow predictions using deep learning – A case study for State of Iowa	69
The proper care and feeding of CAMELS: How limited training data affects streamflow prediction	67
A review of machine learning methods for drought hazard monitoring and forecasting: Current research trends, challenges, and future research directions	67
Mapping water ecosystem services: Evaluating InVEST model predictions in data scarce regions	66
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	59
TRITON: A Multi-GPU open source 2D hydrodynamic flood model	57
Modelling agricultural land abandonment in a fine spatial resolution multi-level land-use model: An application for the EU	52
Improving near real-time precipitation estimation using a U-Net convolutional neural network and geographical information	48
Speaking their language – Development of a multilingual decision-support tool for communicating invasive species risks to decision makers and stakeholders	48
Evaluation of artificial intelligence models for flood and drought forecasting in arid and tropical regions	47
How to decide and visualize whether uncertainty or variability is dominating in life cycle assessment results: A systematic review	46
Pipedream: An interactive digital twin model for natural and urban drainage systems	45
Augmented Normalized Difference Water Index for improved surface water monitoring	45
Evaluation of six methods for correcting bias in estimates from ensemble tree machine learning regression models	45
Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping	44

Socio-technical scales in socio-environmental modeling: Managing a system-of-systems modeling approach	43
Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning	43
A rapid 3D reproduction system of dam-break floods constrained by post-disaster information	43
FSLAM: A QGIS plugin for fast regional susceptibility assessment of rainfall-induced landslides	42
Groundwater Level Mapping Tool: An open source web application for assessing groundwater sustainability	40
Terrestrial and airborne laser scanning and 2-D modelling for 3-D flood hazard maps in urban areas: new opportunities and perspectives	39
Coastal Analyst System from Space Imagery Engine (CASSIE): Shoreline management module	38
A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations	38
Application of image processing and convolutional neural networks for flood image classification and semantic segmentation	37
Economy-wide impacts of behavioral climate change mitigation: Linking agent-based and computable general equilibrium models	37
Designing and implementing an SWMM-based web service framework to provide decision support for real-time urban stormwater management	37
Targeting social learning and engagement: What serious games and gamification can offer to participatory modeling	36
Position paper: Sensitivity analysis of spatially distributed environmental models- a pragmatic framework for the exploration of uncertainty sources	35
A deep learning model for predicting river flood depth and extent	35
Modelling of wildland-urban interface fire spread with the heterogeneous cellular automata model	35
AgKit4EE: A toolkit for agricultural land use modeling of the conterminous United States based on Google Earth Engine	35
The chaos in calibrating crop models: Lessons learned from a multi-model calibration exercise	34
How robust are future projections of forest landscape dynamics? Insights from a systematic comparison of four forest landscape models	34
Integrated urban water management with micro storages developed as an IoT-based solution – The smart rain barrel	34
Novel hybrid coupling of ecohydrology and socioeconomy at river basin scale: A watershed system model for the Heihe River basin	34
Building a landslide hazard indicator with machine learning and land surface models	33
A stochastic wavelet-based data-driven framework for forecasting uncertain multiscale hydrological and water resources processes	32
An attention U-Net model for detection of fine-scale hydrologic streamlines	32
An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods	32
Active learning for anomaly detection in environmental data	32
A rapid flood inundation modelling framework using deep learning with spatial reduction and reconstruction	32
Social Values for Ecosystem Services (SolVES): Open-source spatial modeling of cultural services	32
Sensitivity analysis: A discipline coming of age	31
Open-source Google Earth Engine 30-m evapotranspiration rates retrieval: The SEBALIGEE system	31
What's left before participatory modeling can fully support real-world environmental planning processes: A case study review	31
Deterministic modelling of freshwater lakes and reservoirs: Current trends and recent progress	31
On code sharing and model documentation of published individual and agent-based models	31
A new modelling framework to assess biogenic GHG emissions from reservoirs: The G-res tool	30
Towards a global Reservoir Assessment Tool for predicting hydrologic impacts and operating patterns of existing and planned reservoirs	29
Using machine learning to derive spatial wave data: A case study for a marine energy site	29
The spatial statistic trinity: A generic framework for spatial sampling and inference	29
Transformer neural networks for interpretable flood forecasting	28
Derivation of a Bayesian fire spread model using large-scale wildfire observations	28
A maximal overlap discrete wavelet packet transform integrated approach for rainfall forecasting – A case study in the Awash River Basin (Ethiopia)	28
Making spatial-temporal marine ecosystem modelling better – A perspective	27
Predicting land-use change: Intercomparison of different hybrid machine learning models	27
Integrating hydrologic modeling web services with online data sharing to prepare, store, and execute hydrologic models	27
Prediction of environmental missing data time series by Support Vector Machine Regression and Correlation Dimension estimation	27
Opportunities for crowdsourcing in urban flood monitoring	27
Modeling bioretention stormwater systems: Current models and future research needs	27
Benchmarking of numerical models for wave overtopping at dikes with shallow mildly sloping foreshores: Accuracy versus speed	26
TOSSH: A Toolbox for Streamflow Signatures in Hydrology	26
Using Machine Learning to estimate the impact of ports and cruise ship traffic on urban air quality: The case of Barcelona	26
Long-term dynamic simulation of environmental impacts on ecosystem-based pond aquaculture	26
CREST-iMAP v1.0: A fully coupled hydrologic-hydraulic modeling framework dedicated to flood inundation mapping and prediction	26

The Full Multi: An open-source framework for modelling the transport and fate of nano- and microplastics in aquatic systems	25
Coupling machine learning and weather forecast to predict farmland flood disaster: A case study in Yangtze River basin	25
Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data	25
A coupled hydrologic-machine learning modelling framework to support hydrologic modelling in river basins under Interbasin Water Transfer regimes	25
What is the influence of landscape metric selection on the calibration of land-use/cover simulation models?	25
Predicting seagrass decline due to cumulative stressors	25
Physical and numerical modelling of air-water flows: An Introductory Overview	25
A dual-layer MPI continuous large-scale hydrological model including Human Systems	25
GIS preprocessing for rapid initialization of HEC-HMS hydrological basin models using web-based data services	24
Quality control of a global hourly rainfall dataset	24
BILBI: Supporting global biodiversity assessment through high-resolution macroecological modelling	24
Water pathways: An open source stochastic simulation system for integrated water supply portfolio management and infrastructure investment planning	24
Gaussian process machine learning and Kriging for groundwater salinity interpolation	24
A hybrid bayesian vine model for water level prediction	23
Multifidelity prediction in wildfire spread simulation: Modeling, uncertainty quantification and sensitivity analysis	23
Toward open and reproducible environmental modeling by integrating online data repositories, computational environments, and model Application Programming Interfaces	23
Critical reflections on Water-Energy-Food Nexus in Computable General Equilibrium models: A systematic literature review	22
An interactive graphical interface tool for parameter calibration, sensitivity analysis, uncertainty analysis, and visualization for the Soil and Water Assessment Tool	22
Deep fire topology: Understanding the role of landscape spatial patterns in wildfire occurrence using artificial intelligence	22
Advancing real-time flood prediction in large estuaries: iFLOOD a fully coupled surge-wave automated web-based guidance system	22
Performance of one-dimensional hydrodynamic lake models during short-term extreme weather events	22
Water-energy nexus-based scenario analysis for sustainable development of Mumbai	22
Incorporating land-use regression into machine learning algorithms in estimating the spatial-temporal variation of carbon monoxide in Taiwan	22
Air quality forecasting with artificial intelligence techniques: A scientometric and content analysis	22
basement v3: A modular freeware for river process modelling over multiple computational backends	22
Fit-for-purpose environmental modeling: Targeting the intersection of usability, reliability and feasibility	21
ATLANTIS: A benchmark for semantic segmentation of waterbody images	21
Considerations for selecting a machine learning technique for predicting deforestation	21
India’s Maiden air quality forecasting framework for megacities of divergent environments: The SAFAR-project	21
Coastal water quality prediction based on machine learning with feature interpretation and spatio-temporal analysis	21
Watershed delineation on a hexagonal mesh grid	21
LakeEnsemblR: An R package that facilitates ensemble modelling of lakes	21
Keeping modelling notebooks with TRACE: Good for you and good for environmental research and management support	21
Identifying critical climate conditions for use in scenario-neutral climate impact assessments	21
1622WQ: A web-based application to increase farmer awareness of the impact of agriculture on water quality	21
Simulation-assisted machine learning for operational digital twins	21
Introducing QWaterModel, a QGIS plugin for predicting evapotranspiration from land surface temperatures	21
A multi-model ensemble approach to coastal storm erosion prediction	20
Scoping review of the potentials of fuzzy cognitive maps as a modeling approach for integrated environmental assessment and management	20
NRAP-open-IAM: A flexible open-source integrated-assessment-model for geologic carbon storage risk assessment and management	20
SIMPLE-G: A multiscale framework for integration of economic and biophysical determinants of sustainability	20
Adapting HYDRUS-1D to simulate the transport of soil water isotopes with evaporation fractionation	20
Uncertainty concepts for integrated modeling - Review and application for identifying uncertainties and uncertainty propagation pathways	19
A multiple-uncertainty analysis framework for integrated assessment modelling of several sustainable development goals	19
Identification of source information for sudden water pollution incidents in rivers and lakes based on variable-fidelity surrogate-DREAM optimization	19
Stream power index for networks (SPIN) toolbox for decision support in urbanizing watersheds	19
A novel multi-source data fusion method based on Bayesian inference for accurate estimation of chlorophyll-a concentration over eutrophic lakes	19
Modeling migration of organic pollutants in groundwater — Review of available software	19
Modelling wildfire occurrence at regional scale from land use/cover and climate change scenarios	19
User-friendly workflows for catchment modelling: Towards reproducible SWAT+ model studies	19
Developing an integrated technology-environment-economics model to simulate food-energy-water systems in Corn Belt watersheds	19
A taxonomy for reproducible and replicable research in environmental modelling	18
Supporting cost-effective watershed management strategies for Chesapeake Bay using a modeling and optimization framework	18
Integration of quantitative precipitation forecasts with real-time hydrology and hydraulics modeling towards probabilistic forecasting of urban flooding	18
An automated calibration framework and open source tools for 3D lake hydrodynamic models	18
Real-time environmental forecasts of the Chesapeake Bay: Model setup, improvements, and online visualization	18
Discrete Global Grid Systems as scalable geospatial frameworks for characterizing coastal environments	18
Evaluation of surface wind using WRF in complex terrain: Atmospheric input data and grid spacing	18
An overview of visualization and visual analytics applications in water resources management	18
Ten years of modeling the Deepwater Horizon oil spill	18
Comparison of two modelling strategies for 2D large-scale flood simulations	18
California's food-energy-water system: An open source simulation model of adaptive surface and groundwater management in the Central Valley	18
Simulating river regulation and reservoir performance in a continental-scale hydrologic model	18
Towards improved environmental modeling outcomes: Enabling low-cost access to high-dimensional, geostatistical-based decision-support analyses	18
Addressing the water conflict between agriculture and ecosystems under environmental flow regulation: An integrated modeling study	17
Introducing a new post-processing tool for the SWAT+ model to evaluate environmental flows	17
SW2D-GPU: A two-dimensional shallow water model accelerated by GPGPU	17
Spatiotemporal air quality inference of low-cost sensor data: Evidence from multiple sensor testbeds	17
Optimization of SWAT-Paddy for modeling hydrology and diffuse pollution of large rice paddy fields	17
A satellite-driven hydro-economic model to support agricultural water resources management	17
The MODFLOW Application Programming Interface for simulation control and software interoperability	17
Diminished reality system with real-time object detection using deep learning for onsite landscape simulation during redevelopment	17
How morphology shapes the parameter sensitivity of lake ecosystem models	17
Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning	17
porousMedia4Foam: Multi-scale open-source platform for hydro-geochemical simulations with OpenFOAM®	17
A framework for testing large-scale distributed soil erosion and sediment delivery models: Dealing with uncertainty in models and the observational data	16
Utilizing dynamic parallelism in CUDA to accelerate a 3D red-black successive over relaxation wind-field solver	16
Operationalizing the use of TLS in forest inventories: The R package FORTLS	16
Introducing QWET – A QGIS-plugin for application, evaluation and experimentation with the WET model	16
A parameterization strategy for hydrodynamic modelling of a cascade of poorly monitored reservoirs in Brazil	16

Multivariate polynomial regression modeling of total dissolved-solids in rangeland stormwater runoff in the Colorado River Basin	16
Balancing exploitation and exploration: A novel hybrid global-local optimization strategy for hydrological model calibration	16
Solar radiation modeling with KNIME and Solar Analyst: Increasing environmental model reproducibility using scientific workflows	16
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE models	16
Multi-criteria method for the realistic placement of water quality sensors on pipes of water distribution systems	16
Detecting early warning signals of long-term water supply vulnerability using machine learning	16
Assessing global climate change mitigation scenarios from a power system perspective using a novel multi-model framework	16
Recurrent neural networks for water quality assessment in complex coastal lagoon environments: A case study on the Venice Lagoon	16
Probabilistic forecast of microcystin toxin using satellite remote sensing, in situ observations and numerical modeling	16
A national scale big data analytics pipeline to assess the potential impacts of flooding on critical infrastructures and communities	16
Optimal sensor placement for contamination detection: A multi-objective and probabilistic approach	16
A stochastic conceptual-data-driven approach for improved hydrological simulations	15
A toolbox for visualizing trends in large-scale environmental data	15
Automatic procedure for selecting flood events and identifying flood characteristics from daily streamflow data	15
Efficient and high-resolution simulation of pollutant dispersion in complex urban environments by island-based recurrence CFD	15
Small increases in agent-based model complexity can result in large increases in required calibration data	15
Exploding the myths: An introduction to artificial neural networks for prediction and forecasting	15
Prediction of wildfire rate of spread in grasslands using machine learning methods	15
An operational urban air quality model ENFUSER, based on dispersion modelling and data assimilation	15
Linear layout of multiple flow-direction networks for landscape-evolution simulations	15
RODEO: An algorithm and Google Earth Engine application for river discharge retrieval from Landsat	15
A general conceptual framework for multi-dimensional spatio-temporal data sets	15
Model-based dense air pollution maps from sparse sensing in multi-source scenarios	15
Influence of urban catchment characteristics and rainfall origins on the phenomenon of stormwater flooding: Case study	15
Multi-scale evaluation of a 3D lake model forced by an atmospheric model against standard monitoring data	15
The Virtual River Game: Gaming using models to collaboratively explore river management complexity	15
A system dynamics model to support marine spatial planning in Algoa Bay, South Africa	15
Coupling surface flow with high-performance subsurface reactive flow and transport code PFLOTRAN	15
Heat wave tracker: A multi-method, multi-source heat wave measurement toolkit based on Google Earth Engine	14
A cloud-based framework for sensitivity analysis of natural hazard models	14
Web-based prototype system for flood simulation and forecasting based on the HEC-HMS model	14
Modelling drivers of Brazilian agricultural change in a telecoupled world	14
How to keep it adequate: A protocol for ensuring validity in agent-based simulation	14
Incorporating Light Gradient Boosting Machine to land use regression model for estimating NO2 and PM2.5 levels in Kansai region, Japan	14
An effective strategy for combining variance- and distribution-based global sensitivity analysis	14
Toward more mechanistic representations of biogeochemical processes in river networks: Implementation and demonstration of a multiscale model	14
Increasing the uptake of ecological model results in policy decisions to improve biodiversity outcomes	14
Spatial prediction of air pollution levels using a hierarchical Bayesian spatiotemporal model in Catalonia, Spain	14
Application of extreme gradient boosting and Shapley Additive explanations to predict temperature regimes inside forests from standard open-field meteorological data	14
Building level flood exposure analysis using a hydrodynamic model	14
Using Bayesian optimization to automate the calibration of complex hydrological models: Framework and application	14
A web-based analytical urban flood damage and loss estimation framework	14
Regional-scale modeling of rainfall-induced landslides under random rainfall patterns	13
Comparing the structural uncertainty and uncertainty management in four common Land Use Cover Change (LUCC) model software packages	13
SWAT-S: A SWAT-salinity module for watershed-scale modeling of natural salinity	13
The AirSensor open-source R-package and DataViewer web application for interpreting community data collected by low-cost sensor networks	13
Impacts of off-road vehicle tracks on runoff, erosion and sediment delivery – A combined field and modeling approach	13
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	13
Model-based integration of ecology and socio-economics for the management of biodiversity and ecosystem services: State of the art, diversity and current trends	13
Considering scale within optimization procedures for water management decisions: Balancing environmental flows and human needs	13
An open source reservoir and sediment simulation framework for identifying and evaluating siting, design, and operation alternatives	13
A wavelet-based tool to modulate variance in predictors: An application to predicting drought anomalies	13
Towards fast prototyping of cloud-based environmental decision support systems for environmental scientists using R Shiny and Docker	13
Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs	13
ForestFit: An R package for modeling plant size distributions	13
Is VARS more intuitive and efficient than Sobol’ indices?	13
Watershed scale evaluation of an improved SWAT auto-irrigation function	13
A spatio-temporal land use regression model to assess street-level exposure to black carbon	13
Evaluating the 10% wind speed rule of thumb for estimating a wildfire's forward rate of spread against an extensive independent set of observations	13
APEX-MODFLOW: A New integrated model to simulate hydrological processes in watershed systems	12
A multiple and ensembling approach for calibration and evaluation of genetic coefficients of CERES-Maize to simulate maize phenology and yield in Michigan	12
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	12
A fractional land use change model for ecological applications	12
Streamlined wildland-urban interface fire tracing (SWUIFT): Modeling wildfire spread in communities	12
QGIS-Landsat Indices plugin (Q-LIP): Tool for environmental indices computing using Landsat data	12
Minimizing physical habitat impacts at downstream of diversion dams by a multiobjective optimization of environmental flow regime	12
Towards a combined Landsat-8 and Sentinel-2 for 10-m land surface temperature products: The Google Earth Engine monthly Ten-ST-GEE system	12
Evaluating crop-soil-water dynamics in waterlogged areas using a coupled groundwater-agronomic model	12
Interoperability engine design for model sharing and reuse among OpenMI, BMI and OpenGMS-IS model standards	12
A CUDA Fortran GPU-parallelised hydrodynamic tool for high-resolution and long-term eco-hydraulic modelling	12
Hydrogeophysical model calibration and uncertainty analysis via full integration of PEST/PEST++ and COMSOL	12
Introducing ‘riverconn’: an R package to assess river connectivity indices	12
Unravelling groundwater time series patterns: Visual analytics-aided deep learning in the Namoi region of Australia	12
V-FloodNet: A video segmentation system for urban flood detection and quantification	12
Argument-based assessment of predictive uncertainty of data-driven environmental models	12
Interoperable web sharing of environmental models using OGC web processing service and Open Modeling Interface (OpenMI)	12
A review of parallel computing applications in calibrating watershed hydrologic models	12
The effect of the Deepwater Horizon oil spill on two ecosystem services in the Northern Gulf of Mexico	12
Development of catchment water quality models within a realtime status and forecast system for the Great Barrier Reef	12
Participatory modeling to assess the impacts of climate change in a Mediterranean vineyard watershed	12
HydroLang: An open-source web-based programming framework for hydrological sciences	12
Forecasting contrasting coastal and estuarine hydrodynamics with OPENCoastS	12
Discussoo: Towards an intelligent tool for multi-scale participatory modeling	11
Development of an interface-oriented add-in modeling framework for integrated water system simulation and its application	11
Multi-scenario multi-objective robust optimization under deep uncertainty: A posteriori approach	11
Predicting runoff series in ungauged basins of the Brazilian Cerrado biome	11
Introductory overview: Systems and control methods for operational management support in agricultural production systems	11
Calibration of hydrological models considering process interdependence: A case study of SWAT model	11
A two-stage modelling method for multi-station daily water level prediction	11
Predictive capacity of Ecopath with Ecosim: Model performance and ecological indicators’ response to imprecision	11
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	11
A novel model for storage dynamics simulation and inundation mapping in the prairies	11
Methods used for handling and quantifying model uncertainty of artificial neural network models for air pollution forecasting	11
Guidance framework and software for understanding and achieving system robustness	11
Unsupervised deep learning of landscape typologies from remote sensing images and other continuous spatial data	11