Stochastic Environmental Research and Risk Assessment

Article	Citations
A machine learning forecasting model for COVID-19 pandemic in India	243
Application of an enhanced BP neural network model with water cycle algorithm on landslide prediction	117
Flood susceptibility modeling in Teesta River basin, Bangladesh using novel ensembles of bagging algorithms	115
Support vector regression optimized by meta-heuristic algorithms for daily streamflow prediction	87
Projections of precipitation over China based on CMIP6 models	63
District based flood risk assessment in Istanbul using fuzzy analytical hierarchy process	62
Short term rainfall-runoff modelling using several machine learning methods and a conceptual event-based model	59
Comparison of gradient boosted decision trees and random forest for groundwater potential mapping in Dholpur (Rajasthan), India	57
Meteorological impacts on the incidence of COVID-19 in the U.S.	53
Assessment of occupational risks from human health and environmental perspectives: a new integrated approach and its application using fuzzy BWM and fuzzy MAIRCA	52
Review of landslide susceptibility assessment based on knowledge mapping	47
COVID-19 and water	47
A comparative study of mutual information-based input variable selection strategies for the displacement prediction of seepage-driven landslides using optimized support vector regression	46
A probabilistic-deterministic analysis of human health risk related to the exposure to potentially toxic elements in groundwater of Urmia coastal aquifer (NW of Iran) with a special focus on arsenic s	46
Stream water quality prediction using boosted regression tree and random forest models	45
Effects of land use cover change on carbon emissions and ecosystem services in Chengyu urban agglomeration, China	44
Artificial Intelligence models for prediction of the tide level in Venice	43
Dissecting innovative trend analysis	42
Development of new machine learning model for streamflow prediction: case studies in Pakistan	41
Exposure and health: A progress update by evaluation and scientometric analysis	40
A novel hybrid dragonfly optimization algorithm for agricultural drought prediction	40
Sensitivity of normalized difference vegetation index (NDVI) to land surface temperature, soil moisture and precipitation over district Gautam Buddh Nagar, UP, India	39
Renewable energy, economic freedom and economic policy uncertainty: New evidence from a dynamic panel threshold analysis for the G-7 and BRIC countries	36
Occupational health, safety and environmental risk assessment in textile production industry through a Bayesian BWM-VIKOR approach	35
Forest landscape visual quality evaluation using artificial intelligence techniques as a decision support system	33

LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios	33
Hydrological drought forecasting using multi-scalar streamflow drought index, stochastic models and machine learning approaches, in northern Iran	33
Drought indicator analysis and forecasting using data driven models: case study in Jaisalmer, India	33
Modelling daily reference evapotranspiration based on stacking hybridization of ANN with meta-heuristic algorithms under diverse agro-climatic conditions	32
Trends in temperature and precipitation extremes in historical (1961–1990) and projected (2061–2090) periods in a data scarce mountain basin, northern Pakistan	32
A new soft computing model for daily streamflow forecasting	32
Changes in monthly streamflow in the Hindukush–Karakoram–Himalaya Region of Pakistan using innovative polygon trend analysis	30
Developing hybrid time series and artificial intelligence models for estimating air temperatures	30
Suitability of data preprocessing methods for landslide displacement forecasting	30
A new principal component analysis by particle swarm optimization with an environmental application for data science	30
Hybrid deep learning method for a week-ahead evapotranspiration forecasting	29
A comparison of statistical and machine learning methods for debris flow susceptibility mapping	29
Markov chain Monte Carlo with neural network surrogates: application to contaminant source identification	28
Uncertainty quantification for hydrological models based on neural networks: the dropout ensemble	28
A novel swarm intelligence: cuckoo optimization algorithm (COA) and SailFish optimizer (SFO) in landslide susceptibility assessment	28
Stacking ensemble of deep learning methods for landslide susceptibility mapping in the Three Gorges Reservoir area, China	28
Landslide susceptibility mapping in Three Gorges Reservoir area based on GIS and boosting decision tree model	27
Asymmetric impact of pandemics-related uncertainty on CO2 emissions: evidence from top-10 polluted countries	26
Explicit data-driven models for prediction of pressure fluctuations occur during turbulent flows on sloping channels	26
Impact of climate change on crop water and irrigation requirements over eastern Himalayan region	26
Comprehensive evaluation of machine learning models for suspended sediment load inflow prediction in a reservoir	25
Land subsidence prediction using recurrent neural networks	24
Landslide displacement prediction based on Variational mode decomposition and MIC-GWO-LSTM model	24
Rainfall forecasting in upper Indus basin using various artificial intelligence techniques	23
Flood susceptibility mapping in an arid region of Pakistan through ensemble machine learning model	23
Environmental regulations, Chinese-style fiscal decentralization, and carbon emissions: from the perspective of moderating effect	22
Trivariate joint probability model of typhoon-induced wind, wave and their time lag based on the numerical simulation of historical typhoons	22
Exploring Bayesian model averaging with multiple ANNs for meteorological drought forecasts	22
Projection of Hot and Cold Extremes in the Amu River Basin of Central Asia using GCMs CMIP6	21
Identification of anthropogenic contribution to wetland degradation: Insights from the environmetric techniques	21
A hybrid interval displacement forecasting model for reservoir colluvial landslides with step-like deformation characteristics considering dynamic switching of deformation states	21
Projected changes in thermal bioclimatic indicators over the Middle East and North Africa under Paris climate agreement	20
Data-driven approaches for runoff prediction using distributed data	20
Changes in climatic patterns and tourism and their concomitant effect on drinking water transfers into the region of South Aegean, Greece	20
Prediction of heat waves over Pakistan using support vector machine algorithm in the context of climate change	19
Artificial neural network and multi-criteria decision-making models for flood simulation in GIS: Mazandaran Province, Iran	19
Global and local diagnostic analytics for a geostatistical model based on a new approach to quantile regression	19
Application and comparison of different ensemble learning machines combining with a novel sampling strategy for shallow landslide susceptibility mapping	19
River flow rate prediction in the Des Moines watershed (Iowa, USA): a machine learning approach	19
Peaks-over-threshold model in flood frequency analysis: a scoping review	19
Influence factor analysis of soil heavy metal Cd based on the GeoDetector	19
A hybrid framework for forecasting monthly reservoir inflow based on machine learning techniques with dynamic climate forecasts, satellite-based data, and climate phenomenon information	18
Have any effect of COVID-19 lockdown on environmental sustainability? A study from most polluted metropolitan area of India	18
Artificial intelligence application in drought assessment, monitoring and forecasting: a review	18
Spatial modeling of susceptibility to subsidence using machine learning techniques	18
Concentration, distribution and probabilistic health risk assessment of exposure to fluoride in drinking water of Hormozgan province, Iran	18
Algal community and pollution indicators for the assessment of water quality of Ismailia canal, Egypt	17
A clustering-based approach for prioritizing health, safety and environment risks integrating fuzzy C-means and hybrid decision-making methods	17
A novel model for regional susceptibility mapping of rainfall-reservoir induced landslides in Jurassic slide-prone strata of western Hubei Province, Three Gorges Reservoir area	17
A GIS-based comparative study of hybrid fuzzy-gene expression programming and hybrid fuzzy-artificial neural network for land subsidence susceptibility modeling	17

Machine learning and automatic ARIMA/Prophet models-based forecasting of COVID-19: methodology, evaluation, and case study in SAARC countries	17
The influence of meteorological variables and lockdowns on COVID-19 cases in urban agglomerations of Indian cities	17
Modelling and attributing evapotranspiration changes on China’s Loess Plateau with Budyko framework considering vegetation dynamics and climate seasonality	17
Evaluation and obstacle factors of coordination development of regional water-energy-food-ecology system under green development: a case study of Yangtze River Economic Belt, China	17
Western North Pacific tropical cyclone track forecasts by a machine learning model	17
Bayesian inference in multivariate spatio-temporal areal models using INLA: analysis of gender-based violence in small areas	17
Predictive modeling of forest fire using geospatial tools and strategic allocation of resources: eForestFire	16
Application of deep learning to large scale riverine flow velocity estimation	16
Multiple-point geostatistical simulation based on conditional conduction probability	16
Probable streamflow changes and its associated risk to the water resources of Abuan watershed, Philippines caused by climate change and land use changes	16
Improving the performance of random forest for estimating monthly reservoir inflow via complete ensemble empirical mode decomposition and wavelet analysis	16
Predicting daily reference evapotranspiration rates in a humid region, comparison of seven various data-based predictor models	15
A hundred years of Caposele spring discharge measurements: trends and statistics for understanding water resource availability under climate change	15
Quantifying increased fire risk in California in response to different levels of warming and drying	15
Parametrisation of change-permitting extreme value models and its impact on the description of change	15
Error covariance tuning in variational data assimilation: application to an operating hydrological model	15
Ambient PM2.5 and O3 pollution and health impacts in Iranian megacity	15
Efficiency exploration of frequency ratio, entropy and weights of evidence-information value models in flood vulnerabilityassessment: a study of raiganj subdivision, Eastern India	15
Decoding trend of Indian summer monsoon rainfall using multimethod approach	15
Probabilistic multi-objective optimization for landslide reinforcement with stabilizing piles in Zigui Basin of Three Gorges Reservoir region, China	15
Air pollution in five Indian megacities during the Christmas and New Year celebration amidst COVID-19 pandemic	15
Daily scale evapotranspiration prediction over the coastal region of southwest Bangladesh: new development of artificial intelligence model	15
Vine copula and cloud model-based programming approach for agricultural water allocation under uncertainty	14
Influence of source uncertainty on stochastic ground motion simulation: a case study of the 2022 Mw 6.6 Luding, China, earthquake	14
Source apportionment and associated potential ecological risk assessment of heavy metals in coastal marine sediments samples in Ondo, Southwest, Nigeria	14
Spatial modeling of river bank shifting and associated LULC changes of the Kaljani River in Himalayan foothills	14
On the prediction of landslide occurrences and sizes via Hierarchical Neural Networks	14
Enhanced potential ecological risk induced by a large scale water diversion project	14
Flood vulnerability of a few areas in the foothills of the Western Ghats: a comparison of AHP and F-AHP models	14
Models for the difference of continuous covariance functions	14
Spatial distribution, pollution levels, and risk assessment of potentially toxic metals in road dust from major tourist city, Dehradun, Uttarakhand India	14
Groundwater quality evaluation using hybrid model of the multi-layer perceptron combined with neural-evolutionary regression techniques: case study of Shiraz plain	14
An assessment of snow-glacier melt runoff under climate change scenarios in the Himalayan basin	14
A comparison of ranking filter methods applied to the estimation of NO2 concentrations in the Bay of Algeciras (Spain)	13
A hierarchical spatio-temporal model to analyze relative risk variations of COVID-19: a focus on Spain, Italy and Germany	13
Examining the impact of lockdown (due to COVID-19) on ambient aerosols (PM2.5): A study on Indo-Gangetic Plain (IGP) Cities, India	13
Assessing erosion prone areas in a watershed using interval rough-analytical hierarchy process (IR-AHP) and fuzzy logic (FL)	13
Prediction of spatial landslide susceptibility applying the novel ensembles of CNN, GLM and random forest in the Indian Himalayan region	13
Spatio temporal hydrological extreme forecasting framework using LSTM deep learning model	13
A critical analysis of the shortcomings in spatial frequency analysis of rainfall extremes based on homogeneous regions and a comparison with a hierarchical boundaryless approach	13
Selection of the gridded temperature dataset for assessment of thermal bioclimatic environmental changes in Amu Darya River basin	13
Comparison of mapping approaches for estimating extreme precipitation of any return period at ungauged locations	13
From scenario-based seismic hazard to scenario-based landslide hazard: fast-forwarding to the future via statistical simulations	13
Risk assessment of hot and humid environments through an integrated fuzzy AHP-VIKOR method	13
Exploring spatial distributions of increments in soil heavy metals and their relationships with environmental factors using GWR	12
A quantitative analysis of research trends in flood hazard assessment	12
Application of complex networks for monthly rainfall dynamics over central Vietnam	12
Power-law behaviors of the duration size of unhealthy air pollution events	12
Impact of climate change on stormwater drainage in urban areas	12
A revised range of variability approach considering the morphological alteration of hydrological indicators	12
Use of fractal models to define the scaling behavior of the aquifers’ parameters at the mesoscale	12
Mechanistic models supporting uncertainty quantification of water quality predictions in heterogeneous mining waste rocks: a review	12
Deep learning-based assessment of flood severity using social media streams	12
Study of temporal streamflow dynamics with complex networks: network construction and clustering	12
The Bayesian Susceptible-Exposed-Infected-Recovered model for the outbreak of COVID-19 on the Diamond Princess Cruise Ship	12
New design of water-energy-food-environment nexus for sustainable agricultural management	12
Development of a quantitative risk assessment method for a biomass gasification unit by combining DEMATEL-ISM and CM-TOPSIS	11
A method to increase the number of positive samples for machine learning-based urban waterlogging susceptibility assessments	11
Inflow forecasting using regularized extreme learning machine: Haditha reservoir chosen as case study	11
Developing reservoir evaporation predictive model for successful dam management	11
Modelling background seismicity components identified by nearest neighbour and stochastic declustering approaches: the case of Northeastern Italy	11
Implementation of free and open-source semi-automatic feature engineering tool in landslide susceptibility mapping using the machine-learning algorithms RF, SVM, and XGBoost	11
Stream gauge network grouping analysis using community detection	11
A hierarchical cosimulation algorithm integrated with an acceptance–rejection method for the geostatistical modeling of variables with inequality constraints	11
A framework for projecting future streamflow of the Yalong River basin to climate change	11
Using data-driven algorithms for semi-automated geomorphological mapping	11
Addressing the relevance of COVID–19 pandemic in nature and human socio-economic fate	11
Risk assessment of the step-by-step return-to-work policy in Beijing following the COVID-19 epidemic peak	11
Spatio-temporal estimation of wind speed and wind power using extreme learning machines: predictions, uncertainty and technical potential	11
Deep learning algorithms to develop Flood susceptibility map in Data-Scarce and Ungauged River Basin in India	11
Snow avalanche susceptibility mapping using novel tree-based machine learning algorithms (XGBoost, NGBoost, and LightGBM) with eXplainable Artificial Intelligence (XAI) approach	11
Multi-model streamflow prediction using conditional bias-penalized multiple linear regression	11
Landslide hazard, susceptibility and risk assessment (HSRA) based on remote sensing and GIS data models: a case study of Muzaffarabad Pakistan	11
Application of information fusion techniques and satellite products in the optimal redesign of rain gauge networks	10
Deep learning-based uncertainty quantification of groundwater level predictions	10
Investigating the spatio-temporal variations of the impact of urbanization on haze pollution using multiple indicators	10
Meteorological and agricultural drought monitoring in Southwest of Iran using a remote sensing-based combined drought index	10
Comparison of general kernel, multiple kernel, infinite ensemble and semi-supervised support vector machines for landslide susceptibility prediction	10
Spatio-temporal analysis of fire occurrence in Australia	10
Challenging problems of quality assurance and quality control (QA/QC) of meteorological time series data	10

Application of novel ensemble models and k-fold CV approaches for Land subsidence susceptibility modelling	10
Two-stage deep learning hybrid framework based on multi-factor multi-scale and intelligent optimization for air pollutant prediction and early warning	10
Projections on climate internal variability and climatological mean at fine scales over South Korea	10
A hybrid Daily PM2.5 concentration prediction model based on secondary decomposition algorithm, mode recombination technique and deep learning	10
Regional spatio-temporal forecasting of particulate matter using autoencoder based generative adversarial network	10
Assessment of spatiotemporal variability of precipitation using entropy indexes: a case study of Beijing, China	10
Predicting long-term hydrological change caused by climate shifting in the 21st century in the headwater area of the Yellow River Basin	10
Investigating variation characteristics and driving forces of lake water level complexity in a complex river–lake system	10
Spatio-temporal variation of hydro-climatic variables and extreme indices over Iran based on reanalysis data	10
A multi-state Markov chain model to assess drought risks in rainfed agriculture: a case study in the Nineveh Plains of Northern Iraq	10
Multiscale investigation of precipitation extremes over Ethiopia and teleconnections to large-scale climate anomalies	10
Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji	10
Unified landslide hazard assessment using hurdle models: a case study in the Island of Dominica	10
Research on stage-divided water level prediction technology of rivers-connected lake based on machine learning: a case study of Hongze Lake, China	10
Constructed wetland management in urban catchments for mitigating floods	10
Comparative analysis of two drought indices in the calculation of drought recovery time and implications on drought assessment: East Africa's Lake Victoria Basin	10
Contamination and health risk assessment of potentially harmful elements associated with roadside dust in Dhanbad India	10
A stochastic epidemic model coupled with seasonal air pollution: analysis and data fitting	10
Complex network analysis of PM2.5 transport in the Yangtze River Delta Region, China	9
Effects of estimation techniques on generalised extreme value distribution (GEVD) parameters and their spatio-temporal variations	9
Stochastic investigation of daily air temperature extremes from a global ground station network	9
The impact of modelling choices on modelling outcomes: a spatio-temporal study of the association between COVID-19 spread and environmental conditions in Catalonia (Spain)	9
Spatial modeling of Dengue prevalence and kriging prediction of Dengue outbreak in Khyber Pakhtunkhwa (Pakistan) using presence only data	9
Hydroclimatic aggregate drought index (HADI): a new approach for identification and categorization of drought in cold climate regions	9
Hybrids of machine learning techniques and wavelet regression for estimation of daily solar radiation	9
Improved prediction of daily pan evaporation using Bayesian Model Averaging and optimized Kernel Extreme Machine models in different climates	9
New insights on the surface hydrological connectivity of water depth thresholds in a flood-pulse-influenced floodplain system (Poyang Lake, China)	9
Probabilistic long-term reservoir operation employing copulas and implicit stochastic optimization	9
A new framework for rainfall downscaling based on EEMD and an improved fractal interpolation algorithm	9
Estimation of short-lived climate forced sulfur dioxide in Tehran, Iran, using machine learning analysis	9
Heuristic search strategy based on probabilistic and geostatistical simulation approach for simultaneous identification of groundwater contaminant source and simulation model parameters	9
Influence of AOD remotely sensed products, meteorological parameters, and AOD–PM2.5 models on the PM2.5 estimation	9
Evolution and drought hazard mapping of future meteorological and hydrological droughts using CMIP6 model	9
Outflow sediment concentration forecasting by integrating machine learning approaches and time series analysis in reservoir desilting operation	9
A nuanced quantile random forest approach for fast prediction of a stochastic marine flooding simulator applied to a macrotidal coastal site	9
Multiple scenarios-based on a hybrid economy–environment–ecology model for land-use structural and spatial optimization under uncertainty: a case study in Wuhan, China	9
Modeling moisture redistribution of drip irrigation systems by soil and system parameters: regression-based approaches	9
Improving geostatistical predictions of two environmental variables using Bayesian maximum entropy in the Sungun mining site	9
Spatio-temporal analysis of heating and cooling degree-days over Iran	9
Integrating hybrid runoff generation mechanism into variable infiltration capacity model to facilitate hydrological simulations	9
Street dust in the largest urban agglomeration: pollution characteristics, source apportionment and health risk assessment of potentially toxic trace elements	8
Prediction of PM2.5 concentrations using soft computing techniques for the megacity Delhi, India	8
Landslide susceptibility mapping using deep learning models in Ardabil province, Iran	8
Risk analysis of natural water resources scarcity based on a stochastic simulation model in the hilly area of southwest China	8
Prediction of heat waves using meteorological variables in diverse regions of Iran with advanced machine learning models	8
Application of the fractional entropy for one-dimensional velocity distribution with dip-phenomenon in open-channel turbulent flows	8
Adaptive neuro fuzzy inference system (ANFIS) machine learning algorithm for assessing environmental and socio-economic vulnerability to drought: a study in Godavari middle sub-basin, India	8
Distribution and release mechanism of heavy metals in sediments of Yelang Lake by DGT	8
A data assimilation approach for groundwater parameter estimation under Bayesian maximum entropy framework	8
Functional ANOVA approaches for detecting changes in air pollution during the COVID-19 pandemic	8
The stochastic modified Lundqvist-Korf diffusion process: statistical and computational aspects and application to modeling of the $$\hbox {CO}_2$$ emission in Morocco	8
Optimization algorithms as training approach with hybrid deep learning methods to develop an ultraviolet index forecasting model	8
Investigating seasonal drought severity-area-frequency (SAF) curve over Indian region: incorporating GCM and scenario uncertainties	8
Catchment classification using community structure concept: application to two large regions	8
Polluted waters of the reclaimed islands of Indian Sundarban promote more greenhouse gas emissions from mangrove ecosystem	8
Global autocorrelation test based on the Monte Carlo method and impacts of eliminating nonstationary components on the global autocorrelation test	8
Exploring the physical interpretation of long-term memory in hydrology	8
A hybrid intelligent model for spatial analysis of groundwater potential around Urmia Lake, Iran	8
Space-time variations of hydrological drought severities and trends in the semi-arid Euphrates Basin, Turkey	8
Multi-GCM ensemble model for reduction of uncertainty in runoff projections	8
Choosing between Gaussian and MPS simulation: the role of data information content—a case study using uncertain interpretation data points	8
Contamination and risk assessment of heavy metals in coastal sediments from the Mid-Black Sea, Turkey	7
Conditional simulation of categorical spatial variables using Gibbs sampling of a truncated multivariate normal distribution subject to linear inequality constraints	7
Contamination, risk assessment and source apportionment of the heavy metals in the soils of apple orchard in Qixia City, Shandong Province, China	7
Using Harris hawk optimization towards support vector regression to ozone prediction	7
From scenario-based seismic hazard to scenario-based landslide hazard: rewinding to the past via statistical simulations	7
Twenty-two families of multivariate covariance kernels on spheres, with their spectral representations and sufficient validity conditions	7
Temporal downscaling of precipitation from climate model projections using machine learning	7
Proposing an ensemble machine learning based drought vulnerability index using M5P, dagging, random sub-space and rotation forest models	7
Undersampling in action and at scale: application to the COVID-19 pandemic	7
Risk analysis of reservoir floodwater utilization coupling meteorological and hydrological uncertainties	7
Feature importance measures to dissect the role of sub-basins in shaping the catchment hydrological response: a proof of concept	7
Projected wave climate temporal variability due to climate change	7
Bootstrapped ensemble and reliability ensemble averaging approaches for integrated uncertainty analysis of streamflow projections	7
A Bayesian machine learning approach for spatio-temporal prediction of COVID-19 cases	7
An iterative updating heuristic search strategy for groundwater contamination source identification based on an ACPSO–ELM surrogate system	7
Stochastic assessment of the effect of land-use change on nonpoint source-driven groundwater quality using an efficient scaling approach	7
Spatio-temporal analysis of drought in Southern Italy: a combined clustering-forecasting approach based on SPEI index and artificial intelligence algorithms	7
Enrichment of trace elements by blue carbon habitats in Maoyan Island of Yueqing Bay, China	7
Sampling behavioral model parameters for ensemble-based sensitivity analysis using Gaussian process emulation and active subspaces	7
Extreme sea levels along coastal China: uncertainties and implications	7
Wildfire susceptibility mapping using two empowered machine learning algorithms	7
Stochastic modeling of solar irradiance during hurricanes	7
ITSO: a novel inverse transform sampling-based optimization algorithm for stochastic search	7
A model integrating the system dynamic model with the risk based two-stage stochastic robust programming model for agricultural-ecological water resources management	7
Geostatistical based framework for spatial modeling of groundwater level during dry and wet seasons in an arid region: a case study at Hadat Ash-Sham experimental station, Saudi Arabia	7
Recognizing groundwater DNAPL contaminant source and aquifer parameters using parallel heuristic search strategy based on Bayesian approach	7
Non-carcinogenic health risk assessment and predicting of pollution indexing of groundwater around Osisioma, Nigeria, using artificial neural networks and multi-linear modeling principles	7
Investigating the effects of climate change on future hydrological drought in mountainous basins using SWAT model based on CMIP5 model	7
Tackling random fields non-linearities with unsupervised clustering of polynomial chaos expansion in latent space: application to global sensitivity analysis of river flooding	7
A decision support system for the identification of critical zones in a watershed to implement land management practices	7
How does land use configuration influence on sediment heavy metal pollution? Comparison between riparian zone and sub-watersheds	7
Simultaneous determination and exposure assessment of six common pesticides in greenhouses through modified QuEChERS and gas chromatography–mass spectrometry	7
Deep Lagged-Wavelet for monthly rainfall forecasting in a tropical region	7