Environmental Modelling & Software

(The TQCC of Environmental Modelling & Software is 11. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 500 papers]. The publications cover those that have been published in the past four years, i.e., from 2019-10-01 to 2023-10-01.)
CoastSat: A Google Earth Engine-enabled Python toolkit to extract shorelines from publicly available satellite imagery188
The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support173
Constructing a PM2.5 concentration prediction model by combining auto-encoder with Bi-LSTM neural networks109
A spatiotemporal deep learning model for sea surface temperature field prediction using time-series satellite data102
Quantarctica, an integrated mapping environment for Antarctica, the Southern Ocean, and sub-Antarctic islands85
Integrated remote sensing and GIS approach using Fuzzy-AHP to delineate and identify groundwater potential zones in semi-arid Shanxi Province, China83
ENMTML: An R package for a straightforward construction of complex ecological niche models77
Physically-based landslide prediction over a large region: Scaling low-resolution hydrological model results for high-resolution slope stability assessment76
A comprehensive assessment framework for quantifying climatic and anthropogenic contributions to streamflow changes: A case study in a typical semi-arid North China basin65
An ANN-based emulation modelling framework for flood inundation modelling: Application, challenges and future directions63
Landslide susceptibility mapping with r.landslide: A free open-source GIS-integrated tool based on Artificial Neural Networks60
Flexible watershed simulation with the Raven hydrological modelling framework59
Comparison of short-term streamflow forecasting using stochastic time series, neural networks, process-based, and Bayesian models56
A comprehensive review on the design and optimization of surface water quality monitoring networks56
Distributed long-term hourly streamflow predictions using deep learning – A case study for State of Iowa56
Urban flood numerical simulation: Research, methods and future perspectives55
Comprehensive simulation of nitrate transport in coupled surface-subsurface hydrologic systems using the linked SWAT-MODFLOW-RT3D model53
Comparing the effects of dynamic versus static representations of land use change in hydrologic impact assessments53
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 years52
Mapping water ecosystem services: Evaluating InVEST model predictions in data scarce regions52
QUIC-fire: A fast-running simulation tool for prescribed fire planning52
An integrated flood risk assessment approach based on coupled hydrological-hydraulic modeling and bottom-up hazard vulnerability analysis51
The proper care and feeding of CAMELS: How limited training data affects streamflow prediction50
Ensemble method based on Artificial Neural Networks to estimate air pollution health risks50
A system of metrics for the assessment and improvement of aquatic ecosystem models50
Structuring and evaluating decision support processes to enhance the robustness of complex human–natural systems49
Deep learning, explained: Fundamentals, explainability, and bridgeability to process-based modelling48
rFIA: An R package for estimation of forest attributes with the US Forest Inventory and Analysis database48
Smart meters data for modeling and forecasting water demand at the user-level47
KarstMod: A modelling platform for rainfall - discharge analysis and modelling dedicated to karst systems46
Certain trends in uncertainty and sensitivity analysis: An overview of software tools and techniques43
TRITON: A Multi-GPU open source 2D hydrodynamic flood model42
SimCCS: An open-source tool for optimizing CO2 capture, transport, and storage infrastructure41
Modelling agricultural land abandonment in a fine spatial resolution multi-level land-use model: An application for the EU39
Speaking their language – Development of a multilingual decision-support tool for communicating invasive species risks to decision makers and stakeholders39
A rapid 3D reproduction system of dam-break floods constrained by post-disaster information38
Climate change-induced drought evolution over the past 50 years in the southern Chinese Loess Plateau37
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection37
Improving near real-time precipitation estimation using a U-Net convolutional neural network and geographical information37
Marine radionuclide transport modelling: Recent developments, problems and challenges36
Leveraging open source software and parallel computing for model predictive control of urban drainage systems using EPA-SWMM536
Evaluating the impact of climate change on fluvial flood risk in a mixed-use watershed35
Socio-technical scales in socio-environmental modeling: Managing a system-of-systems modeling approach35
An evaluation of ECMWF SEAS5 seasonal climate forecasts for Australia using a new forecast calibration algorithm34
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 da32
A comprehensive integrated catchment-scale monitoring and modelling approach for facilitating management of water quality32
Land use change and ecosystem services in mountainous watersheds: Predicting the consequences of environmental policies with cellular automata and hydrological modeling32
Development of the DNDC model to improve soil hydrology and incorporate mechanistic tile drainage: A comparative analysis with RZWQM231
AgKit4EE: A toolkit for agricultural land use modeling of the conterminous United States based on Google Earth Engine31
Integrated Bayesian Multi-model approach to quantify input, parameter and conceptual model structure uncertainty in groundwater modeling31
A stochastic wavelet-based data-driven framework for forecasting uncertain multiscale hydrological and water resources processes31
Modelling of wildland-urban interface fire spread with the heterogeneous cellular automata model31
Position paper: Sensitivity analysis of spatially distributed environmental models- a pragmatic framework for the exploration of uncertainty sources31
Terrestrial and airborne laser scanning and 2-D modelling for 3-D flood hazard maps in urban areas: new opportunities and perspectives31
Groundwater Level Mapping Tool: An open source web application for assessing groundwater sustainability31
Novel hybrid coupling of ecohydrology and socioeconomy at river basin scale: A watershed system model for the Heihe River basin31
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 model30
Models of everywhere revisited: A technological perspective29
Evaluation of artificial intelligence models for flood and drought forecasting in arid and tropical regions29
Augmented Normalized Difference Water Index for improved surface water monitoring29
Pipedream: An interactive digital twin model for natural and urban drainage systems29
How robust are future projections of forest landscape dynamics? Insights from a systematic comparison of four forest landscape models29
A water resource simulator in Python29
How to decide and visualize whether uncertainty or variability is dominating in life cycle assessment results: A systematic review29
Quantile regression as a generic approach for estimating uncertainty of digital soil maps produced from machine-learning28
Evaluation of six methods for correcting bias in estimates from ensemble tree machine learning regression models28
FSLAM: A QGIS plugin for fast regional susceptibility assessment of rainfall-induced landslides28
Building a landslide hazard indicator with machine learning and land surface models27
An open source model for quantifying risks in bulk electric power systems from spatially and temporally correlated hydrometeorological processes27
Active learning for anomaly detection in environmental data27
A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations27
Enhancing SWAT+ simulation of groundwater flow and groundwater-surface water interactions using MODFLOW routines26
Economy-wide impacts of behavioral climate change mitigation: Linking agent-based and computable general equilibrium models26
Designing and implementing an SWMM-based web service framework to provide decision support for real-time urban stormwater management26
Integrated urban water management with micro storages developed as an IoT-based solution – The smart rain barrel25
A rapid flood inundation modelling framework using deep learning with spatial reduction and reconstruction25
Open-source Google Earth Engine 30-m evapotranspiration rates retrieval: The SEBALIGEE system25
Coastal Analyst System from Space Imagery Engine (CASSIE): Shoreline management module25
A review of machine learning methods for drought hazard monitoring and forecasting: Current research trends, challenges, and future research directions25
Targeting social learning and engagement: What serious games and gamification can offer to participatory modeling24
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 Objective24
Assessment of watershed health, vulnerability and resilience for determining protection and restoration Priorities24
An active learning approach for identifying the smallest subset of informative scenarios for robust planning under deep uncertainty24
Making the most of mental models: Advancing the methodology for mental model elicitation and documentation with expert stakeholders24
Assessing alfalfa production under historical and future climate in eastern Canada: DNDC model development and application24
Global sensitivity analysis in hydrodynamic modeling and flood inundation mapping24
A toolbox to quickly prepare flood inundation models for LISFLOOD-FP simulations24
Equifinality, sloppiness, and emergent structures of mechanistic soil biogeochemical models24
On code sharing and model documentation of published individual and agent-based models23
An attention U-Net model for detection of fine-scale hydrologic streamlines23
Sensitivity analysis: A discipline coming of age23
An online platform for spatial and iterative modelling with Bayesian Networks23
A deep learning model for predicting river flood depth and extent23
Multi-criteria decision analysis in Bayesian networks - Diagnosing ecosystem service trade-offs in a hydropower regulated river23
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 Barcelona22
Towards a global Reservoir Assessment Tool for predicting hydrologic impacts and operating patterns of existing and planned reservoirs22
Water pathways: An open source stochastic simulation system for integrated water supply portfolio management and infrastructure investment planning22
The chaos in calibrating crop models: Lessons learned from a multi-model calibration exercise22
Integrating hydrologic modeling web services with online data sharing to prepare, store, and execute hydrologic models21
Benchmarking of numerical models for wave overtopping at dikes with shallow mildly sloping foreshores: Accuracy versus speed21
DynACof: A process-based model to study growth, yield and ecosystem services of coffee agroforestry systems21
Conceptualizing and implementing an agent-based model of information flow and decision making during hurricane threats21
A new modelling framework to assess biogenic GHG emissions from reservoirs: The G-res tool21
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 inference20
A coupled hydrologic-machine learning modelling framework to support hydrologic modelling in river basins under Interbasin Water Transfer regimes20
A hybrid bayesian vine model for water level prediction20
Long-term dynamic simulation of environmental impacts on ecosystem-based pond aquaculture20
Considerations for selecting a machine learning technique for predicting deforestation20
Systematic analysis of uncertainty in 2D flood inundation models20
A modular and parallelized watershed modeling framework19
A sensitivity analysis of the PAWN sensitivity index19
Reflective communication to improve problem-solving pathways: Key issues illustrated for an integrated environmental modelling case study19
Predicting seagrass decline due to cumulative stressors19
Performance of one-dimensional hydrodynamic lake models during short-term extreme weather events19
Making spatial-temporal marine ecosystem modelling better – A perspective19
Water-energy nexus-based scenario analysis for sustainable development of Mumbai19
Deterministic modelling of freshwater lakes and reservoirs: Current trends and recent progress19
What's left before participatory modeling can fully support real-world environmental planning processes: A case study review19
BILBI: Supporting global biodiversity assessment through high-resolution macroecological modelling19
Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data19
An integrated GPU-accelerated modeling framework for high-resolution simulations of rural and urban flash floods18
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 Hydrology18
A D8-compatible high-efficient channel head recognition method18
Using machine learning to derive spatial wave data: A case study for a marine energy site18
basement v3: A modular freeware for river process modelling over multiple computational backends18
A dual-layer MPI continuous large-scale hydrological model including Human Systems18
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 (NASAaccess18
Social Values for Ecosystem Services (SolVES): Open-source spatial modeling of cultural services18
Introducing QWaterModel, a QGIS plugin for predicting evapotranspiration from land surface temperatures18
HydroDS: Data services in support of physically based, distributed hydrological models18
The influence of data transformations in simulating Total Suspended Solids using Bayesian inference17
Application of image processing and convolutional neural networks for flood image classification and semantic segmentation17
Toward open and reproducible environmental modeling by integrating online data repositories, computational environments, and model Application Programming Interfaces17
An automated calibration framework and open source tools for 3D lake hydrodynamic models17
SIMPLE-G: A multiscale framework for integration of economic and biophysical determinants of sustainability17
Multifidelity prediction in wildfire spread simulation: Modeling, uncertainty quantification and sensitivity analysis17
Simulating river regulation and reservoir performance in a continental-scale hydrologic model17
A systems approach to routing global gridded runoff through local high-resolution stream networks for flood early warning systems17
Enabling Collaborative Numerical Modeling in Earth Sciences using Knowledge Infrastructure17
Watershed delineation on a hexagonal mesh grid17
Remote sensing as the foundation for high-resolution United States landscape projections – The Land Change Monitoring, assessment, and projection (LCMAP) initiative17
Introductory overview: The OpenMI 2.0 standard for integrating numerical models17
CREST-iMAP v1.0: A fully coupled hydrologic-hydraulic modeling framework dedicated to flood inundation mapping and prediction17
1622WQ: A web-based application to increase farmer awareness of the impact of agriculture on water quality16
Derivation of a Bayesian fire spread model using large-scale wildfire observations16
Analysis of parameter uncertainty in model simulations of irrigated and rainfed agroecosystems16
Identification of source information for sudden water pollution incidents in rivers and lakes based on variable-fidelity surrogate-DREAM optimization16
Deep fire topology: Understanding the role of landscape spatial patterns in wildfire occurrence using artificial intelligence16
Advancing real-time flood prediction in large estuaries: iFLOOD a fully coupled surge-wave automated web-based guidance system16
A framework for testing large-scale distributed soil erosion and sediment delivery models: Dealing with uncertainty in models and the observational data16
Solar radiation modeling with KNIME and Solar Analyst: Increasing environmental model reproducibility using scientific workflows16
Modeling bioretention stormwater systems: Current models and future research needs16
A hazard-human coupled model (HazardCM) to assess city dynamic exposure to rainfall-triggered natural hazards16
Quality control of a global hourly rainfall dataset16
Improving the catchment scale wetland modeling using remotely sensed data16
An Agricultural Water Use Package for MODFLOW and GSFLOW16
Probabilistic forecast of microcystin toxin using satellite remote sensing, in situ observations and numerical modeling16
Ten years of modeling the Deepwater Horizon oil spill16
Physical and numerical modelling of air-water flows: An Introductory Overview15
Gaussian process machine learning and Kriging for groundwater salinity interpolation15
Adapting HYDRUS-1D to simulate the transport of soil water isotopes with evaporation fractionation15
Deep learning Using Physically-Informed Input Data for Wetland Identification15
Opportunities for crowdsourcing in urban flood monitoring15
Supporting cost-effective watershed management strategies for Chesapeake Bay using a modeling and optimization framework15
GIS preprocessing for rapid initialization of HEC-HMS hydrological basin models using web-based data services15
India’s Maiden air quality forecasting framework for megacities of divergent environments: The SAFAR-project15
Development of a hybrid Bayesian network model for predicting acute fish toxicity using multiple lines of evidence15
LakeEnsemblR: An R package that facilitates ensemble modelling of lakes15
Diminished reality system with real-time object detection using deep learning for onsite landscape simulation during redevelopment15
Introducing QWET – A QGIS-plugin for application, evaluation and experimentation with the WET model15
Discrete Global Grid Systems as scalable geospatial frameworks for characterizing coastal environments15
Identifying critical climate conditions for use in scenario-neutral climate impact assessments15
Incorporating land-use regression into machine learning algorithms in estimating the spatial-temporal variation of carbon monoxide in Taiwan15
Keeping modelling notebooks with TRACE: Good for you and good for environmental research and management support15
Comparison of two modelling strategies for 2D large-scale flood simulations14
Evaluation of surface wind using WRF in complex terrain: Atmospheric input data and grid spacing14
Coupling machine learning and weather forecast to predict farmland flood disaster: A case study in Yangtze River basin14
Resilience planning in hazards-humans-infrastructure nexus: A multi-agent simulation for exploratory assessment of coastal water supply infrastructure adaptation to sea-level rise14
Optimization of SWAT-Paddy for modeling hydrology and diffuse pollution of large rice paddy fields14
Real-time environmental forecasts of the Chesapeake Bay: Model setup, improvements, and online visualization14
ATLANTIS: A benchmark for semantic segmentation of waterbody images14
Mathematical modeling of wildland fire initiation and spread14
Scoping review of the potentials of fuzzy cognitive maps as a modeling approach for integrated environmental assessment and management14
Facilitating the elicitation of beliefs for use in Bayesian Belief modelling14
Evaluation of parameter interaction effect of hydrological models using the sparse polynomial chaos (SPC) method14
How morphology shapes the parameter sensitivity of lake ecosystem models14
A simulation-optimization methodology to model urban catchments under non-stationary extreme rainfall events14
Uncertainty concepts for integrated modeling - Review and application for identifying uncertainties and uncertainty propagation pathways14
Critical reflections on Water-Energy-Food Nexus in Computable General Equilibrium models: A systematic literature review14
A multiple-uncertainty analysis framework for integrated assessment modelling of several sustainable development goals14
An integrated framework for selecting and evaluating the performance of stormwater harvesting options to supplement existing water supply systems14
Robust combination of the Morris and Sobol methods in complex multidimensional models14
Predicting land-use change: Intercomparison of different hybrid machine learning models14
Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning13
Towards improved environmental modeling outcomes: Enabling low-cost access to high-dimensional, geostatistical-based decision-support analyses13
A taxonomy for reproducible and replicable research in environmental modelling13
The Full Multi: An open-source framework for modelling the transport and fate of nano- and microplastics in aquatic systems13
Integration of quantitative precipitation forecasts with real-time hydrology and hydraulics modeling towards probabilistic forecasting of urban flooding13
Coupling surface flow with high-performance subsurface reactive flow and transport code PFLOTRAN13
Small increases in agent-based model complexity can result in large increases in required calibration data13
Developing an integrated technology-environment-economics model to simulate food-energy-water systems in Corn Belt watersheds13
Optimal sensor placement for contamination detection: A multi-objective and probabilistic approach13
SW2D-GPU: A two-dimensional shallow water model accelerated by GPGPU13
Modeling riverine dissolved and particulate organic carbon fluxes from two small watersheds in the northeastern United States13
California's food-energy-water system: An open source simulation model of adaptive surface and groundwater management in the Central Valley13
Addressing the water conflict between agriculture and ecosystems under environmental flow regulation: An integrated modeling study13
How successfully is open-source research software adopted? Results and implications of surveying the users of a sensitivity analysis toolbox13
A toolbox for visualizing trends in large-scale environmental data13
A multi-model ensemble approach to coastal storm erosion prediction13
GeoAPEXOL, a web GIS interface for the Agricultural Policy Environmental eXtender (APEX) model enabling both field and small watershed simulation13
Detecting early warning signals of long-term water supply vulnerability using machine learning13
Air quality forecasting with artificial intelligence techniques: A scientometric and content analysis13
A cloud-based framework for sensitivity analysis of natural hazard models13
Combining clustering and classification for the regionalization of environmental model parameters: Application to floodplain mapping in data-scarce regions13
Model-based dense air pollution maps from sparse sensing in multi-source scenarios13
Utilizing dynamic parallelism in CUDA to accelerate a 3D red-black successive over relaxation wind-field solver12
Modeling interbasin groundwater flow in karst areas: Model development, application, and calibration strategy12
Prediction of environmental missing data time series by Support Vector Machine Regression and Correlation Dimension estimation12
Bayesreef: A Bayesian inference framework for modelling reef growth in response to environmental change and biological dynamics12
The Virtual River Game: Gaming using models to collaboratively explore river management complexity12
Stream power index for networks (SPIN) toolbox for decision support in urbanizing watersheds12
Modelling wildfire occurrence at regional scale from land use/cover and climate change scenarios12
An open source reservoir and sediment simulation framework for identifying and evaluating siting, design, and operation alternatives12
Watershed scale evaluation of an improved SWAT auto-irrigation function12
Efficient parallel surrogate optimization algorithm and framework with application to parameter calibration of computationally expensive three-dimensional hydrodynamic lake PDE models12
Land use optimization for nutrient reduction under stochastic precipitation rates12
A satellite-driven hydro-economic model to support agricultural water resources management12
An open-data open-model framework for hydrological models’ integration, evaluation and application12
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 analysis12
Integrated environmental modeling for efficient aquifer vulnerability assessment using machine learning12
User-friendly workflows for catchment modelling: Towards reproducible SWAT+ model studies12
Bayesian spatially varying coefficient models in the spBayes R package12
Modeling biophysical controls on hypoxia in a shallow estuary using a Bayesian mechanistic approach12
Decision-making in model construction: Unveiling habits12
Towards fast prototyping of cloud-based environmental decision support systems for environmental scientists using R Shiny and Docker12
Re-framing the Gaussian dispersion model as a nonlinear regression scheme for retrospective air quality assessment at a high spatial and temporal resolution12
Modelling nutrient dynamics in cold agricultural catchments: A review12
agriwater: An R package for spatial modelling of energy balance and actual evapotranspiration using satellite images and agrometeorological data12
PFHydro: A New Watershed-Scale Model for Post-Fire Runoff Simulation11
A GIS-based model for simulating the hydrological effects of land use changes on karst systems – The integration of the LuKARS model into FREEWAT11
Assessing global climate change mitigation scenarios from a power system perspective using a novel multi-model framework11
The AirSensor open-source R-package and DataViewer web application for interpreting community data collected by low-cost sensor networks11
Modelling drivers of Brazilian agricultural change in a telecoupled world11
Advanced cyberinfrastructure for intercomparison and validation of climate models11
ComDA: A common software for nonlinear and Non-Gaussian Land Data Assimilation11
Balancing exploitation and exploration: A novel hybrid global-local optimization strategy for hydrological model calibration11
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 software11
A comprehensive framework for HSPF hydrological parameter sensitivity, optimization and uncertainty evaluation based on SVM surrogate model- A case study in Qinglong River watershed, China11
Model-based integration of ecology and socio-economics for the management of biodiversity and ecosystem services: State of the art, diversity and current trends11
Simulation-assisted machine learning for operational digital twins11
A novel model for storage dynamics simulation and inundation mapping in the prairies11
Multi-scale evaluation of a 3D lake model forced by an atmospheric model against standard monitoring data11
A serious game to parameterize Bayesian networks: Validation in a case study in northeastern Madagascar11