Environmental Modelling & Software

Article	Citations
Nitrogen prediction in the Great Barrier Reef using finite element analysis with deep neural networks	154
Synthetic random environmental time series generation with similarity control, preserving original signal’s statistical characteristics	124
AI-driven forecasting of harmful algal blooms in Persian Gulf and Gulf of Oman using remote sensing	110
Solving the Master Equation on river networks: A computer algebra approach	102
A process-based framework for validating forest landscape modeling outcomes	97
PolarBytes: Advancing polar research with a centralized open-source data sharing platform	88
Enhancing hydrological modeling of ungauged watersheds through machine learning and physical similarity-based regionalization of calibration parameters	76
A framework for assessing the computational reproducibility of geo-simulation experiments	74
Extraction and classification of channels from LiDAR in plains by channel tracking	70
Assessing the hillslope-channel contributions to the catchment sediment balance under climate change	70
Is the climate getting WARMer? A framework and tool for climate data comparison	69
Incorporating physically-based water temperature predictions into the National water model framework	66
Groundwater storage loss in the central valley analysis using a novel method based on in situ data compared to GRACE-derived data	64
Development of an advanced numerical simulation program considering debris flow and driftwood behavior	63
Evaluating the influence of topography data resolution on lake hydrodynamic model under a simulation uncertainty analysis framework	63
Editorial Board	61
Editorial Board	60
Enhancing algal bloom forecasting: A novel framework for machine learning performance evaluation during periods of special temporal patterns	60
Integration and execution of Community Land Model Urban (CLMU) in a containerized environment	57
Deep ensemble machine learning with Bayesian blending improved accuracy and precision of modelled ground-level ozone for region with sparse monitoring: Australia, 2005–2018	56
Numerical modeling of water diversion impacts on water quality improvement in Lake Dianchi	52
Editorial Board	52
Extrapolability improvement of machine learning-based evapotranspiration models via domain-adversarial neural networks	49
SeqIA: A Python framework for extracting drought impacts from news archives	48
What is the optimal digital elevation model grid size to best capture hillslope gullies and contour drains?	48

Heavy: Software for forward modeling gravity change from MODFLOW output	46
Assessing physical and biological lake oxygen indicators using simulated environmental variables and machine learning algorithms	46
Spatiotemporal assessment of urban flooding hazard using social media: A case study of Zhengzhou ‘7·20’	45
Topical 3D modelling and simulation of air dispersion hazards as a new paradigm to support emergency preparedness and response	45
Introductory overview: Systems and control methods for operational management support in agricultural production systems	44
ValueDecisions, a web app to support decisions with conflicting objectives, multiple stakeholders, and uncertainty	44
An automatic partition-based parallel algorithm for grid-based distributed hydrological models	44
Reconstructing long-term natural flows by ensemble machine learning	44
Coupled data-driven and process-based model for fluorescent dissolved organic matter prediction in a shallow subtropical reservoir	42
Quantifying regional variability of machine-learning-based snow water equivalent estimates across the Western United States	42
Fast multi-output relevance vector regression for joint groundwater and lake water depth modeling	41
Large-scale sediment modeling with inertial flow routing: Assessment of Madeira river basin	40
Editorial Board	39
Particle filter for high frequency oxygen data assimilation in river systems	39
Editorial Board	38
Population viability analysis using Bayesian networks	38
Assessment of deterministic and probabilistic precipitation nowcasting techniques over New York metropolitan area	37
FIND: A Synthetic weather generator to control drought Frequency, Intensity, and Duration	37
Crop modeling frameworks interoperability through bidirectional source code transformation	36
UIDS: A Matlab-based urban flood model considering rainfall-induced and surcharge-induced inundations	36
Editorial Board	36
Editorial Board	36
Automated model integration at source code level: An approach to implementing models into the NASA Land Information System	36
Integrated hydro informatics tool to assess hydrological alteration on gauged sites: Hydra-Eflow	35
A systematic review and meta-analysis of groundwater level forecasting with machine learning techniques: Current status and future directions	35
PairwiseIHA: A python toolkit to detect flow regime alterations for headwater rivers	35
Increasing the uptake of ecological model results in policy decisions to improve biodiversity outcomes	34
Investigation of effect of logjam series for varying channel and barrier physical properties using a sparse input data 1D network model	34
Which predictive uncertainty to resolve? Value of information sensitivity analysis for environmental decision models	33
Farmer adoption-based prompt networking and modeling for targeting optimal agro-conservation practices	33
Uncovering heterogeneous effects in computational models for sustainable decision-making	32
Quantifying ‘realistic’ uncertainty bounds as a part of sound hydrological modelling practice in data scarce regions of southern Africa	32
FlowDyn: A daily streamflow prediction pipeline for dynamical deep neural network applications	30
Fine-tuning the BFOLDS Fire Regime Module to support the assessment of fire-related functions and services in a changing Mediterranean mountain landscape	30
A method to include reservoir operations in catchment hydrological models using SHETRAN	30
Analysis and comparison of coupled and uncoupled simulations with the COAWST model during the Gloria Storm (January 2020) in the northwestern Mediterranean Sea	30
Editorial Board	29
Impact of model structure on radionuclide transport in urban stormwater	29
An interoperable software system to store, associate, visualize, and publish global open science data of earth surface system	29
A coupled multiscale description of seasonal Physical–BioGeoChemical dynamics in Southern Ocean Marginal Ice Zone	29
Editorial Board	29
Interdisciplinary modeling and participatory simulation of forest management to foster adaptation to climate change	28
XR-based interactive visualization platform for real-time exploring dynamic earth science data	28
EcoCommons Australia virtual laboratories with cloud computing: Meeting diverse user needs for ecological modeling and decision-making	27
Book review	27
Development of an inclusive, scalable, and flexible hydrologic modeling system: Establishing integrated flood simulation system at agricultural watersheds	27
Editorial Board	27
Enhancing hydrological extremes prediction accuracy: Integrating diverse loss functions in Transformer models	26
Development of a component-based integrated modeling framework for urban flood simulation	26
Deep fire topology: Understanding the role of landscape spatial patterns in wildfire occurrence using artificial intelligence	26

Replicating measured site-scale soil organic carbon dynamics in the U.S. Corn Belt using the SWAT-C model	26
Assessing the power of non-parametric data-driven approaches to analyse the impact of drought measures	25
PLUME Dashboard: A free and open-source mobile air quality monitoring dashboard	25
An innovative approach to correct data from in-situ turbidity sensors for surface water monitoring	25
covXtreme : MATLAB software for non-stationary penalised piecewise constant marginal and conditional extreme value models	25
A physics-based model of thermodynamically varying fuel moisture content for fire behavior prediction	25
Advancing the SWAT model to simulate perennial bioenergy crops: A case study on switchgrass growth	25
Novel hybrid coupling of ecohydrology and socioeconomy at river basin scale: A watershed system model for the Heihe River basin	25
Post-processing R tool for SWAT efficiently studying climate change impacts on hydrology, water quality, and crop growth	24
Implementation of heuristic search algorithms in the calibration of a river hydraulic model	24
An integrated framework for improving sea level variation prediction based on the integration Wavelet-Artificial Intelligence approaches	24
Re-considering the status quo: Improving calibration of land use change models through validation of transition potential predictions	24
Leveraging data driven approaches for enhanced tsunami damage modelling: Insights from the 2011 Great East Japan event	24
India’s Maiden air quality forecasting framework for megacities of divergent environments: The SAFAR-project	23
Ten years of modeling the Deepwater Horizon oil spill	23
How do the properties of training scenarios influence the robustness of reservoir operating policies to climate uncertainty?	23
Assessing the representational accuracy of data-driven models: The case of the effect of urban green infrastructure on temperature	23
Crop2ML: An open-source multi-language modeling framework for the exchange and reuse of crop model components	23
Streamlined wildland-urban interface fire tracing (SWUIFT): Modeling wildfire spread in communities	23
Implications of terrain resolution on modeling rainfall-triggered landslides using a TIN- based model	23
Network construction, evaluation and documentation: A guideline	22
Quantifying phenological asynchrony of phyto- and zooplankton in response to changing temperature and nutrient conditions in Lake Müggelsee (Germany) by means of evolutionary computation	22
Hydrogeophysical model calibration and uncertainty analysis via full integration of PEST/PEST++ and COMSOL	22
Real-time environmental forecasts of the Chesapeake Bay: Model setup, improvements, and online visualization	22
Deterministic modelling of freshwater lakes and reservoirs: Current trends and recent progress	22
An open source cyberinfrastructure for collecting, processing, storing and accessing high temporal resolution residential water use data	22
A novel concurrent approach for multiclass scenario discovery using Multivariate Regression Trees: Exploring spatial inequality patterns in the Vietnam Mekong Delta under uncertainty	22
Parallelization of a two-dimensional time-area watershed routing	22
A fractional land use change model for ecological applications	22
Spatio-temporal estimation of monthly groundwater levels from GPS-based land deformation	21
Hydrodynamic modeling of floodplains with inundated trees and floating plants	21
Web application of an integrated simulation for aquatic environment assessment in coastal and estuarine areas	21
Development of an integrated modeling platform for watershed simulation	21
Cloud-based system for monitoring event-based hydrological processes based on dense sensor network and NB-IoT connectivity	21
Transfer learning with convolutional neural networks for hydrological streamline delineation	21
Intelligent control of combined sewer systems using PySWMM—A Python wrapper for EPA’s Stormwater Management Model	21
Early termination strategies with asynchronous parallel optimization in application to automatic calibration of groundwater PDE models	21
An explicit robust optimization framework for multipurpose cascade reservoir operation considering inflow uncertainty	21
An open framework for analysing future flood risk in urban areas	20
Property-based Sensitivity Analysis: An approach to identify model implementation and integration errors	20
The effect of terrain-influenced winds on fire spread in QUIC-Fire	20
A coordination attention residual U-Net model for enhanced short and mid-term sea surface temperature prediction	20
An improved calibration technique to address high dimensionality and non-linearity in integrated groundwater and surface water models	20
TALKS: A systematic framework for resolving model-data discrepancies	20
Sea surface heat flux helps predicting thermocline in the South China Sea	20
Unsupervised deep learning of landscape typologies from remote sensing images and other continuous spatial data	20
PyApprox: A software package for sensitivity analysis, Bayesian inference, optimal experimental design, and multi-fidelity uncertainty quantification and surrogate modeling	20
An extensible schema for capturing environmental model metadata: Implementation in the HydroShare online data repository	19
The Dynamic Temperate and Boreal Fire and Forest-Ecosystem Simulator (DYNAFFOREST): Development and evaluation	19
Towards a generic theoretical framework for pattern-based LUCC modeling	19
MitH: A framework for Mitigating Hygroscopicity in low-cost PM sensors	19
Challenges and opportunities when bringing machines onto the team: Human-AI teaming and flood evacuation decisions	19
Real-time sensor-based prediction of soil moisture in green infrastructure: A case study	19
A regional hydrological model for arid and semi-arid river basins with consideration of irrigation	19
Beyond prediction: An integrated post-hoc approach to interpret complex model in hydrometeorology	19
Development of a knowledge-sharing parallel computing approach for calibrating distributed watershed hydrologic models	19
Automated hydrologic forecasting using open-source sensors: Predicting stream depths across 200,000 km18
Analysing landscape multi-functionality by integrated modelling	18
Using national hydrologic models to obtain regional climate change impacts on streamflow basins with unrepresented processes	18
Facilitating open data and open model integration with generic parameter input file generators in the CyberWater framework	18
Modeling in-stream biogeochemical processes at catchment scale: Coupling SWAT and RIVE models	18
A systematic literature review on lake water level prediction models	18
Speech-recognition in landslide predictive modelling: A case for a next generation early warning system	18
An integrated modeling approach to simulate human-crop-groundwater interactions in intensively irrigated regions	18
Rapid flood modelling using HAND-FFA-SRC coupled approach and social media-based geodata in a coastal Chinese watershed	18
Modelling mangrove-mudflat dynamics with a coupled individual-based-hydro-morphodynamic model	18
PyCHAMP: A crop-hydrological-agent modeling platform for groundwater management	18
stagg:: A data pre-processing R package for climate impacts analysis	18
A new GPU-accelerated coupled discrete element and depth-averaged model for simulation of flow-like landslides	17
Open data and model integration through generic model agent toolkit in CyberWater framework	17
Inversion and forward estimation with process-based models: An investigation into cost functions, uncertainty-based weights and model-data fusion	17
Implementation of spatially-varying wind adjustment factor for wildfire simulations	17
Assessing dependence between soil ecosystem services as a function of weather and soil: Application of vine copula modeling	17
HyPix: 1D physically based hydrological model with novel adaptive time-stepping management and smoothing dynamic criterion for controlling Newton–Raphson step	17
Coastal morphodynamic emulator for early warning short-term forecasts	17
Thematic domain analysis for ocean modeling	17
Description and assessment of a new high resolution erosion model for constructed landforms	17
Autoethnographic assessment of a manifesto for more trustworthy, relevant, and just models	17
An integrated, mesh-independent geothermal modelling framework	16
A framework for the broad dissemination of hydrological models for non-expert users	16

Modernizing the US National Fire Danger Rating System (version 4): Simplified fuel models and improved live and dead fuel moisture calculations	16
Regional forecasting of PM2.5 concentrations: A novel model based on the empirical orthogonal function analysis and Nadaraya–Watson kernel regression estimator	16
Modelling forests as social-ecological systems: A systematic comparison of agent-based approaches	16
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	16
Reformulating land-use regression method as sign-constrained regularized regressions: Advantages and improvements	16
Estimating water quality through neural networks using Terra ASTER data, water depth, and temperature of Lake Hachiroko, Japan	16
Sequential surface and subsurface flow modeling in a tropical aquifer under different rainfall scenarios	16
The Global Least-cost user-friendly CLEWs Open-Source Exploratory model	15
Automatic procedure for selecting flood events and identifying flood characteristics from daily streamflow data	15
Spatiotemporal prediction of carbon emissions using a hybrid deep learning model considering temporal and spatial correlations	15
GeoAPEX-P, A web-based, spatial modeling tool for pesticide related environmental assessment	15
A review of machine learning methods for drought hazard monitoring and forecasting: Current research trends, challenges, and future research directions	15
Coupling hydrological and sanitation datasets to simulate wastewater-derived contamination in European rivers: Model development and calibration	15
Transfer learning in environmental data-driven models: A study of ozone forecast in the Alpine region	15
Automatic classification of land cover from LUCAS in-situ landscape photos using semantic segmentation and a Random Forest model	15
Developing best practice guidelines for lake modelling to inform quantitative microbial risk assessment	15
QUAL2K water quality model: A comprehensive review of its applications, and limitations	15
A dual-layer MPI continuous large-scale hydrological model including Human Systems	15
An efficient modern convolution-based dynamic spatiotemporal deep learning architecture for ozone prediction	15
Uncertainty estimation for environmental multimodel predictions: The BLUECAT approach and software	14
A spatial machine learning model developed from noisy data requires multiscale performance evaluation: Predicting depth to bedrock in the Delaware river basin, USA	14
Beyond engineering: A review of reservoir management through the lens of wickedness, competing objectives and uncertainty	14
Near-real-time satellite precipitation data ingestion into peak runoff forecasting models	14
Models and the common good	14
Groundwater-surface water interactions at wetland interface: Advancement in catchment system modeling	14
Improving the simulation of soil temperature within the EPIC model	14
Behind the scenes of landscape connectivity: Optimization, thresholding	14
Introducing MapSWAT: An open source QGIS plugin integrated with google earth engine for efficiently generating ready-to-use SWAT+ input maps.	14
Numerical analysis of the abiotic formation and distribution of the “iron curtain” in subterranean estuaries	14
Performance optimization of the MGB hydrological model for multi-core and GPU architectures	14
Urban flood numerical simulation: Research, methods and future perspectives	13
A secondary modal decomposition ensemble deep learning model for groundwater level prediction using multi-data	13
Integrated framework for rapid climate stress testing on a monthly timestep	13
Gaussian process machine learning and Kriging for groundwater salinity interpolation	13
Ensemble and stochastic conceptual data-driven approaches for improving streamflow simulations: Exploring different hydrological and data-driven models and a diagnostic tool	13
TOSSH: A Toolbox for Streamflow Signatures in Hydrology	13
A novel ensemble-based conceptual-data-driven approach for improved streamflow simulations	13
The Danish Lagrangian Model (DALM): Development of a new local-scale high-resolution air pollution model	13
Navigating the space between empirics and theory – Empirically stylized modelling for theorising social-ecological phenomena	13
IMDLIB: An open-source library for retrieval, processing and spatiotemporal exploratory assessments of gridded meteorological observation datasets over India	13
Towards improved environmental modeling outcomes: Enabling low-cost access to high-dimensional, geostatistical-based decision-support analyses	13
A modified response matrix method to approximate SWAT for computationally intense applications	13
Estimation aboveground biomass in subtropical bamboo forests based on an interpretable machine learning framework	13
Transformer neural networks for interpretable flood forecasting	13
Conditional interval reduction method: A possible new direction for the optimization of process based models	13
A multi-model ensemble approach to coastal storm erosion prediction	13
TIPT: The Tracer Injection Planning Tool	13
Intelligent determination of proper spatial extents for input data during geographical model workflow building	12
Predicting land-use change: Intercomparison of different hybrid machine learning models	12
A calibration protocol for soil-crop models	12
Global optimization-based calibration algorithm for a 2D distributed hydrologic-hydrodynamic and water quality model	12
Simulation decomposition analysis of the Iowa food-water-energy system	12
Extending our understanding on the retrievals of surface energy fluxes and surface soil moisture from the “triangle” technique	12
rTRIPLEXCWFlux: An R package for carbon–water coupling model to simulate net ecosystem productivity and evapotranspiration in forests	12
Ensemble data assimilation for operational streamflow predictions in the next generation (NextGen) framework	12
Parallel Princeton Ocean Model based on OpenACC	12
Texture2Par: A texture-driven tool for estimating subsurface hydraulic properties	12
Influence of urban catchment characteristics and rainfall origins on the phenomenon of stormwater flooding: Case study	12
porousRTFoam v1.0: An open-source numerical platform for simulating pore-scale reactive transport processes in porous media	12
Dissolved oxygen prediction in the Dianchi River basin with explainable artificial intelligence based on physical prior knowledge	12
A free web-based approach for rainfall-induced landslide susceptibility modeling: Case study of Clearwater National Forest, Idaho, USA	12
A database application framework toward data-driven vertical connectivity analysis of rivers	12
A web-based analytical urban flood damage and loss estimation framework	12
Toward improved deep learning-based regionalized streamflow modeling : Exploiting the power of basin similarity	12
Autonomous calibration of EFDC for predicting chlorophyll-a using reinforcement learning and a real-time monitoring system	12
Gridemis V2.0: A highly integrated algorithm scheme for high-resolution and multi-component allocation of emission inventories used in air quality models	12
Analysis of the spatial heterogeneity of glacier melting in Tibet Autonomous Region and its influential factors using the K-means and XGBoost-SHAP algorithms	12
Modelling drivers of Brazilian agricultural change in a telecoupled world	12
Editorial Board	12
RODEO: An algorithm and Google Earth Engine application for river discharge retrieval from Landsat	12
DeepGR4J: A deep learning hybridization approach for conceptual rainfall-runoff modelling	12
Precipitation reconstruction from climate-sensitive lithologies using Bayesian machine learning	12
A Web API for weather generation and pest development simulation in North America	11
Embedding sustainable land-use optimization within system dynamics: bidirectional feedback between spatial and non-spatial drivers	11
Inclusive simulation game development to enhance Florida research and management: Cedar Key oyster fishery	11
Scientometric analysis of development and opportunities for research in digital agriculture innovation management	11
Interoperability engine design for model sharing and reuse among OpenMI, BMI and OpenGMS-IS model standards	11
SOCAIRE: Forecasting and monitoring urban air quality in Madrid	11
A new conditional generative adversarial neural network approach for statistical downscaling of the ERA5 reanalysis over the Italian Peninsula	11
A real-time and modular weather station software architecture based on microservices	11
Application of artificial intelligence in air pollution monitoring and forecasting: A systematic review	11
BasinMaker 3.0: A GIS toolbox for distributed watershed delineation of complex lake-river routing networks	11
Multivariate overall and dependence trend tests, applied to hydrology	11
An operational urban air quality model ENFUSER, based on dispersion modelling and data assimilation	11
Multi-criteria method for the realistic placement of water quality sensors on pipes of water distribution systems	11
Multi-scale evaluation of a 3D lake model forced by an atmospheric model against standard monitoring data	11
Doing hydrology when no in-situ data exists: Surrogate River discharge Model (SRM)	11
Cascading effect modelling of integrating geographic factors in interdependent systems	11
Estimating landslide trigger factors using distributed lag nonlinear models	11
Fit for purpose? Rapid development of water allocation models using global data: Application for the Upper Niger Basin	11
Hydrologic information systems: An introductory overview	11
Editorial Board	10
Conditional seasonal markov-switching autoregressive model to simulate extreme events: Application to river flow	10
Optimizing sediment transport models by using the Monte Carlo simulation and deep neural network (DNN): A case study of the Riba-Roja reservoir	10
Validating the effect of fuel moisture content by a multivalued operator in a simplified physical fire spread model	10