Environmental Modelling & Software

Article	Citations
CoastSat: A Google Earth Engine-enabled Python toolkit to extract shorelines from publicly available satellite imagery	188
The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support	173
Constructing a PM2.5 concentration prediction model by combining auto-encoder with Bi-LSTM neural networks	109
A spatiotemporal deep learning model for sea surface temperature field prediction using time-series satellite data	102
Quantarctica, an integrated mapping environment for Antarctica, the Southern Ocean, and sub-Antarctic islands	85
Integrated remote sensing and GIS approach using Fuzzy-AHP to delineate and identify groundwater potential zones in semi-arid Shanxi Province, China	83
ENMTML: An R package for a straightforward construction of complex ecological niche models	77
Physically-based landslide prediction over a large region: Scaling low-resolution hydrological model results for high-resolution slope stability assessment	76
A comprehensive assessment framework for quantifying climatic and anthropogenic contributions to streamflow changes: A case study in a typical semi-arid North China basin	65
An ANN-based emulation modelling framework for flood inundation modelling: Application, challenges and future directions	63
Landslide susceptibility mapping with r.landslide: A free open-source GIS-integrated tool based on Artificial Neural Networks	60
Flexible watershed simulation with the Raven hydrological modelling framework	59
Comparison of short-term streamflow forecasting using stochastic time series, neural networks, process-based, and Bayesian models	56
A comprehensive review on the design and optimization of surface water quality monitoring networks	56
Distributed long-term hourly streamflow predictions using deep learning – A case study for State of Iowa	56
Urban flood numerical simulation: Research, methods and future perspectives	55
Comprehensive simulation of nitrate transport in coupled surface-subsurface hydrologic systems using the linked SWAT-MODFLOW-RT3D model	53
Comparing the effects of dynamic versus static representations of land use change in hydrologic impact assessments	53
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	52
Mapping water ecosystem services: Evaluating InVEST model predictions in data scarce regions	52
QUIC-fire: A fast-running simulation tool for prescribed fire planning	52
An integrated flood risk assessment approach based on coupled hydrological-hydraulic modeling and bottom-up hazard vulnerability analysis	51
The proper care and feeding of CAMELS: How limited training data affects streamflow prediction	50
Ensemble method based on Artificial Neural Networks to estimate air pollution health risks	50
A system of metrics for the assessment and improvement of aquatic ecosystem models	50

Structuring and evaluating decision support processes to enhance the robustness of complex human–natural systems	49
Deep learning, explained: Fundamentals, explainability, and bridgeability to process-based modelling	48
rFIA: An R package for estimation of forest attributes with the US Forest Inventory and Analysis database	48
Smart meters data for modeling and forecasting water demand at the user-level	47
KarstMod: A modelling platform for rainfall - discharge analysis and modelling dedicated to karst systems	46
Certain trends in uncertainty and sensitivity analysis: An overview of software tools and techniques	43
TRITON: A Multi-GPU open source 2D hydrodynamic flood model	42
SimCCS: An open-source tool for optimizing CO2 capture, transport, and storage infrastructure	41
Modelling agricultural land abandonment in a fine spatial resolution multi-level land-use model: An application for the EU	39
Speaking their language – Development of a multilingual decision-support tool for communicating invasive species risks to decision makers and stakeholders	39
A rapid 3D reproduction system of dam-break floods constrained by post-disaster information	38
Climate change-induced drought evolution over the past 50 years in the southern Chinese Loess Plateau	37
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection	37
Improving near real-time precipitation estimation using a U-Net convolutional neural network and geographical information	37
Marine radionuclide transport modelling: Recent developments, problems and challenges	36
Leveraging open source software and parallel computing for model predictive control of urban drainage systems using EPA-SWMM5	36
Evaluating the impact of climate change on fluvial flood risk in a mixed-use watershed	35
Socio-technical scales in socio-environmental modeling: Managing a system-of-systems modeling approach	35
An evaluation of ECMWF SEAS5 seasonal climate forecasts for Australia using a new forecast calibration algorithm	34
A global sensitivity analysis approach for identifying critical sources of uncertainty in non-identifiable, spatially distributed environmental models: A holistic analysis applied to SWAT for input da	32
A comprehensive integrated catchment-scale monitoring and modelling approach for facilitating management of water quality	32
Land use change and ecosystem services in mountainous watersheds: Predicting the consequences of environmental policies with cellular automata and hydrological modeling	32
Development of the DNDC model to improve soil hydrology and incorporate mechanistic tile drainage: A comparative analysis with RZWQM2	31
AgKit4EE: A toolkit for agricultural land use modeling of the conterminous United States based on Google Earth Engine	31
Integrated Bayesian Multi-model approach to quantify input, parameter and conceptual model structure uncertainty in groundwater modeling	31
A stochastic wavelet-based data-driven framework for forecasting uncertain multiscale hydrological and water resources processes	31
Modelling of wildland-urban interface fire spread with the heterogeneous cellular automata model	31
Position paper: Sensitivity analysis of spatially distributed environmental models- a pragmatic framework for the exploration of uncertainty sources	31
Terrestrial and airborne laser scanning and 2-D modelling for 3-D flood hazard maps in urban areas: new opportunities and perspectives	31
Groundwater Level Mapping Tool: An open source web application for assessing groundwater sustainability	31
Novel hybrid coupling of ecohydrology and socioeconomy at river basin scale: A watershed system model for the Heihe River basin	31
A participatory approach based on stochastic optimization for the spatial allocation of Sustainable Urban Drainage Systems for rainwater harvesting.	30
A software package for the representation and optimization of water reservoir operations in the VIC hydrologic model	30
Models of everywhere revisited: A technological perspective	29
Evaluation of artificial intelligence models for flood and drought forecasting in arid and tropical regions	29
Augmented Normalized Difference Water Index for improved surface water monitoring	29
Pipedream: An interactive digital twin model for natural and urban drainage systems	29
How robust are future projections of forest landscape dynamics? Insights from a systematic comparison of four forest landscape models	29
A water resource simulator in Python	29
How to decide and visualize whether uncertainty or variability is dominating in life cycle assessment results: A systematic review	29
Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning	28
Evaluation of six methods for correcting bias in estimates from ensemble tree machine learning regression models	28
FSLAM: A QGIS plugin for fast regional susceptibility assessment of rainfall-induced landslides	28
Building a landslide hazard indicator with machine learning and land surface models	27
An open source model for quantifying risks in bulk electric power systems from spatially and temporally correlated hydrometeorological processes	27
Active learning for anomaly detection in environmental data	27
A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations	27
Enhancing SWAT+ simulation of groundwater flow and groundwater-surface water interactions using MODFLOW routines	26
Economy-wide impacts of behavioral climate change mitigation: Linking agent-based and computable general equilibrium models	26
Designing and implementing an SWMM-based web service framework to provide decision support for real-time urban stormwater management	26

Integrated urban water management with micro storages developed as an IoT-based solution – The smart rain barrel	25
A rapid flood inundation modelling framework using deep learning with spatial reduction and reconstruction	25
Open-source Google Earth Engine 30-m evapotranspiration rates retrieval: The SEBALIGEE system	25
Coastal Analyst System from Space Imagery Engine (CASSIE): Shoreline management module	25
A review of machine learning methods for drought hazard monitoring and forecasting: Current research trends, challenges, and future research directions	25
Targeting social learning and engagement: What serious games and gamification can offer to participatory modeling	24
On considering robustness in the search phase of Robust Decision Making: A comparison of Many-Objective Robust Decision Making, multi-scenario Many-Objective Robust Decision Making, and Many Objective	24
Assessment of watershed health, vulnerability and resilience for determining protection and restoration Priorities	24
An active learning approach for identifying the smallest subset of informative scenarios for robust planning under deep uncertainty	24
Making the most of mental models: Advancing the methodology for mental model elicitation and documentation with expert stakeholders	24
Assessing alfalfa production under historical and future climate in eastern Canada: DNDC model development and application	24
Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping	24
A toolbox to quickly prepare flood inundation models for LISFLOOD-FP simulations	24
Equifinality, sloppiness, and emergent structures of mechanistic soil biogeochemical models	24
On code sharing and model documentation of published individual and agent-based models	23
An attention U-Net model for detection of fine-scale hydrologic streamlines	23
Sensitivity analysis: A discipline coming of age	23
An online platform for spatial and iterative modelling with Bayesian Networks	23
A deep learning model for predicting river flood depth and extent	23
Multi-criteria decision analysis in Bayesian networks - Diagnosing ecosystem service trade-offs in a hydropower regulated river	23
What is the influence of landscape metric selection on the calibration of land-use/cover simulation models?	23
Using Machine Learning to estimate the impact of ports and cruise ship traffic on urban air quality: The case of Barcelona	22
Towards a global Reservoir Assessment Tool for predicting hydrologic impacts and operating patterns of existing and planned reservoirs	22
Water pathways: An open source stochastic simulation system for integrated water supply portfolio management and infrastructure investment planning	22
The chaos in calibrating crop models: Lessons learned from a multi-model calibration exercise	22
Integrating hydrologic modeling web services with online data sharing to prepare, store, and execute hydrologic models	21
Benchmarking of numerical models for wave overtopping at dikes with shallow mildly sloping foreshores: Accuracy versus speed	21
DynACof: A process-based model to study growth, yield and ecosystem services of coffee agroforestry systems	21
Conceptualizing and implementing an agent-based model of information flow and decision making during hurricane threats	21
A new modelling framework to assess biogenic GHG emissions from reservoirs: The G-res tool	21
Development and improvement of the simulation of woody bioenergy crops in the Soil and Water Assessment Tool (SWAT)	20
The spatial statistic trinity: A generic framework for spatial sampling and inference	20
A coupled hydrologic-machine learning modelling framework to support hydrologic modelling in river basins under Interbasin Water Transfer regimes	20
A hybrid bayesian vine model for water level prediction	20
Long-term dynamic simulation of environmental impacts on ecosystem-based pond aquaculture	20
Considerations for selecting a machine learning technique for predicting deforestation	20
Systematic analysis of uncertainty in 2D flood inundation models	20
A modular and parallelized watershed modeling framework	19
A sensitivity analysis of the PAWN sensitivity index	19
Reflective communication to improve problem-solving pathways: Key issues illustrated for an integrated environmental modelling case study	19
Predicting seagrass decline due to cumulative stressors	19
Performance of one-dimensional hydrodynamic lake models during short-term extreme weather events	19
Making spatial-temporal marine ecosystem modelling better – A perspective	19
Water-energy nexus-based scenario analysis for sustainable development of Mumbai	19
Deterministic modelling of freshwater lakes and reservoirs: Current trends and recent progress	19
What's left before participatory modeling can fully support real-world environmental planning processes: A case study review	19
BILBI: Supporting global biodiversity assessment through high-resolution macroecological modelling	19
Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data	19
An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods	18
A maximal overlap discrete wavelet packet transform integrated approach for rainfall forecasting – A case study in the Awash River Basin (Ethiopia)	18
TOSSH: A Toolbox for Streamflow Signatures in Hydrology	18
A D8-compatible high-efficient channel head recognition method	18
Using machine learning to derive spatial wave data: A case study for a marine energy site	18
basement v3: A modular freeware for river process modelling over multiple computational backends	18
A dual-layer MPI continuous large-scale hydrological model including Human Systems	18
Web-based decision support system tools: The Soil and Water Assessment Tool Online visualization and analyses (SWATOnline) and NASA earth observation data downloading and reformatting tool (NASAaccess	18
Social Values for Ecosystem Services (SolVES): Open-source spatial modeling of cultural services	18
Introducing QWaterModel, a QGIS plugin for predicting evapotranspiration from land surface temperatures	18
HydroDS: Data services in support of physically based, distributed hydrological models	18
The influence of data transformations in simulating Total Suspended Solids using Bayesian inference	17
Application of image processing and convolutional neural networks for flood image classification and semantic segmentation	17
Toward open and reproducible environmental modeling by integrating online data repositories, computational environments, and model Application Programming Interfaces	17
An automated calibration framework and open source tools for 3D lake hydrodynamic models	17
SIMPLE-G: A multiscale framework for integration of economic and biophysical determinants of sustainability	17
Multifidelity prediction in wildfire spread simulation: Modeling, uncertainty quantification and sensitivity analysis	17
Simulating river regulation and reservoir performance in a continental-scale hydrologic model	17
A systems approach to routing global gridded runoff through local high-resolution stream networks for flood early warning systems	17
Enabling Collaborative Numerical Modeling in Earth Sciences using Knowledge Infrastructure	17
Watershed delineation on a hexagonal mesh grid	17
Remote sensing as the foundation for high-resolution United States landscape projections – The Land Change Monitoring, assessment, and projection (LCMAP) initiative	17
Introductory overview: The OpenMI 2.0 standard for integrating numerical models	17
CREST-iMAP v1.0: A fully coupled hydrologic-hydraulic modeling framework dedicated to flood inundation mapping and prediction	17
1622WQ: A web-based application to increase farmer awareness of the impact of agriculture on water quality	16
Derivation of a Bayesian fire spread model using large-scale wildfire observations	16
Analysis of parameter uncertainty in model simulations of irrigated and rainfed agroecosystems	16
Identification of source information for sudden water pollution incidents in rivers and lakes based on variable-fidelity surrogate-DREAM optimization	16
Deep fire topology: Understanding the role of landscape spatial patterns in wildfire occurrence using artificial intelligence	16
Advancing real-time flood prediction in large estuaries: iFLOOD a fully coupled surge-wave automated web-based guidance system	16
A framework for testing large-scale distributed soil erosion and sediment delivery models: Dealing with uncertainty in models and the observational data	16
Solar radiation modeling with KNIME and Solar Analyst: Increasing environmental model reproducibility using scientific workflows	16

Modeling bioretention stormwater systems: Current models and future research needs	16
A hazard-human coupled model (HazardCM) to assess city dynamic exposure to rainfall-triggered natural hazards	16
Quality control of a global hourly rainfall dataset	16
Improving the catchment scale wetland modeling using remotely sensed data	16
An Agricultural Water Use Package for MODFLOW and GSFLOW	16
Probabilistic forecast of microcystin toxin using satellite remote sensing, in situ observations and numerical modeling	16
Ten years of modeling the Deepwater Horizon oil spill	16
Physical and numerical modelling of air-water flows: An Introductory Overview	15
Gaussian process machine learning and Kriging for groundwater salinity interpolation	15
Adapting HYDRUS-1D to simulate the transport of soil water isotopes with evaporation fractionation	15
Deep learning Using Physically-Informed Input Data for Wetland Identification	15
Opportunities for crowdsourcing in urban flood monitoring	15
Supporting cost-effective watershed management strategies for Chesapeake Bay using a modeling and optimization framework	15
GIS preprocessing for rapid initialization of HEC-HMS hydrological basin models using web-based data services	15
India’s Maiden air quality forecasting framework for megacities of divergent environments: The SAFAR-project	15
Development of a hybrid Bayesian network model for predicting acute fish toxicity using multiple lines of evidence	15
LakeEnsemblR: An R package that facilitates ensemble modelling of lakes	15
Diminished reality system with real-time object detection using deep learning for onsite landscape simulation during redevelopment	15
Introducing QWET – A QGIS-plugin for application, evaluation and experimentation with the WET model	15
Discrete Global Grid Systems as scalable geospatial frameworks for characterizing coastal environments	15
Identifying critical climate conditions for use in scenario-neutral climate impact assessments	15
Incorporating land-use regression into machine learning algorithms in estimating the spatial-temporal variation of carbon monoxide in Taiwan	15
Keeping modelling notebooks with TRACE: Good for you and good for environmental research and management support	15
Comparison of two modelling strategies for 2D large-scale flood simulations	14
Evaluation of surface wind using WRF in complex terrain: Atmospheric input data and grid spacing	14
Coupling machine learning and weather forecast to predict farmland flood disaster: A case study in Yangtze River basin	14
Resilience planning in hazards-humans-infrastructure nexus: A multi-agent simulation for exploratory assessment of coastal water supply infrastructure adaptation to sea-level rise	14
Optimization of SWAT-Paddy for modeling hydrology and diffuse pollution of large rice paddy fields	14
Real-time environmental forecasts of the Chesapeake Bay: Model setup, improvements, and online visualization	14
ATLANTIS: A benchmark for semantic segmentation of waterbody images	14
Mathematical modeling of wildland fire initiation and spread	14
Scoping review of the potentials of fuzzy cognitive maps as a modeling approach for integrated environmental assessment and management	14
Facilitating the elicitation of beliefs for use in Bayesian Belief modelling	14
Evaluation of parameter interaction effect of hydrological models using the sparse polynomial chaos (SPC) method	14
How morphology shapes the parameter sensitivity of lake ecosystem models	14
A simulation-optimization methodology to model urban catchments under non-stationary extreme rainfall events	14
Uncertainty concepts for integrated modeling - Review and application for identifying uncertainties and uncertainty propagation pathways	14
Critical reflections on Water-Energy-Food Nexus in Computable General Equilibrium models: A systematic literature review	14
A multiple-uncertainty analysis framework for integrated assessment modelling of several sustainable development goals	14
An integrated framework for selecting and evaluating the performance of stormwater harvesting options to supplement existing water supply systems	14
Robust combination of the Morris and Sobol methods in complex multidimensional models	14
Predicting land-use change: Intercomparison of different hybrid machine learning models	14
Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning	13
Towards improved environmental modeling outcomes: Enabling low-cost access to high-dimensional, geostatistical-based decision-support analyses	13
A taxonomy for reproducible and replicable research in environmental modelling	13
The Full Multi: An open-source framework for modelling the transport and fate of nano- and microplastics in aquatic systems	13
Integration of quantitative precipitation forecasts with real-time hydrology and hydraulics modeling towards probabilistic forecasting of urban flooding	13
Coupling surface flow with high-performance subsurface reactive flow and transport code PFLOTRAN	13
Small increases in agent-based model complexity can result in large increases in required calibration data	13
Developing an integrated technology-environment-economics model to simulate food-energy-water systems in Corn Belt watersheds	13
Optimal sensor placement for contamination detection: A multi-objective and probabilistic approach	13
SW2D-GPU: A two-dimensional shallow water model accelerated by GPGPU	13
Modeling riverine dissolved and particulate organic carbon fluxes from two small watersheds in the northeastern United States	13
California's food-energy-water system: An open source simulation model of adaptive surface and groundwater management in the Central Valley	13
Addressing the water conflict between agriculture and ecosystems under environmental flow regulation: An integrated modeling study	13
How successfully is open-source research software adopted? Results and implications of surveying the users of a sensitivity analysis toolbox	13
A toolbox for visualizing trends in large-scale environmental data	13
A multi-model ensemble approach to coastal storm erosion prediction	13
GeoAPEXOL, a web GIS interface for the Agricultural Policy Environmental eXtender (APEX) model enabling both field and small watershed simulation	13
Detecting early warning signals of long-term water supply vulnerability using machine learning	13
Air quality forecasting with artificial intelligence techniques: A scientometric and content analysis	13
A cloud-based framework for sensitivity analysis of natural hazard models	13
Combining clustering and classification for the regionalization of environmental model parameters: Application to floodplain mapping in data-scarce regions	13
Model-based dense air pollution maps from sparse sensing in multi-source scenarios	13
Utilizing dynamic parallelism in CUDA to accelerate a 3D red-black successive over relaxation wind-field solver	12
Modeling interbasin groundwater flow in karst areas: Model development, application, and calibration strategy	12
Prediction of environmental missing data time series by Support Vector Machine Regression and Correlation Dimension estimation	12
Bayesreef: A Bayesian inference framework for modelling reef growth in response to environmental change and biological dynamics	12
The Virtual River Game: Gaming using models to collaboratively explore river management complexity	12
Stream power index for networks (SPIN) toolbox for decision support in urbanizing watersheds	12
Modelling wildfire occurrence at regional scale from land use/cover and climate change scenarios	12
An open source reservoir and sediment simulation framework for identifying and evaluating siting, design, and operation alternatives	12
Watershed scale evaluation of an improved SWAT auto-irrigation function	12
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE models	12
Land use optimization for nutrient reduction under stochastic precipitation rates	12
A satellite-driven hydro-economic model to support agricultural water resources management	12
An open-data open-model framework for hydrological models’ integration, evaluation and application	12
porousMedia4Foam: Multi-scale open-source platform for hydro-geochemical simulations with OpenFOAM®	12
Coastal water quality prediction based on machine learning with feature interpretation and spatio-temporal analysis	12
Integrated environmental modeling for efficient aquifer vulnerability assessment using machine learning	12
User-friendly workflows for catchment modelling: Towards reproducible SWAT+ model studies	12
Bayesian spatially varying coefficient models in the spBayes R package	12
Modeling biophysical controls on hypoxia in a shallow estuary using a Bayesian mechanistic approach	12
Decision-making in model construction: Unveiling habits	12
Towards fast prototyping of cloud-based environmental decision support systems for environmental scientists using R Shiny and Docker	12
Re-framing the Gaussian dispersion model as a nonlinear regression scheme for retrospective air quality assessment at a high spatial and temporal resolution	12
Modelling nutrient dynamics in cold agricultural catchments: A review	12
agriwater: An R package for spatial modelling of energy balance and actual evapotranspiration using satellite images and agrometeorological data	12
PFHydro: A New Watershed-Scale Model for Post-Fire Runoff Simulation	11
A GIS-based model for simulating the hydrological effects of land use changes on karst systems – The integration of the LuKARS model into FREEWAT	11
Assessing global climate change mitigation scenarios from a power system perspective using a novel multi-model framework	11
The AirSensor open-source R-package and DataViewer web application for interpreting community data collected by low-cost sensor networks	11
Modelling drivers of Brazilian agricultural change in a telecoupled world	11
Advanced cyberinfrastructure for intercomparison and validation of climate models	11
ComDA: A common software for nonlinear and Non-Gaussian Land Data Assimilation	11
Balancing exploitation and exploration: A novel hybrid global-local optimization strategy for hydrological model calibration	11
Interoperable web sharing of environmental models using OGC web processing service and Open Modeling Interface (OpenMI)	11
Modeling migration of organic pollutants in groundwater — Review of available software	11
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	11
Model-based integration of ecology and socio-economics for the management of biodiversity and ecosystem services: State of the art, diversity and current trends	11
Simulation-assisted machine learning for operational digital twins	11
A novel model for storage dynamics simulation and inundation mapping in the prairies	11
Multi-scale evaluation of a 3D lake model forced by an atmospheric model against standard monitoring data	11
A serious game to parameterize Bayesian networks: Validation in a case study in northeastern Madagascar	11