Stochastic Environmental Research and Risk Assessment

Article	Citations
Application of an enhanced BP neural network model with water cycle algorithm on landslide prediction	134
District based flood risk assessment in Istanbul using fuzzy analytical hierarchy process	77
Projections of precipitation over China based on CMIP6 models	74
Short term rainfall-runoff modelling using several machine learning methods and a conceptual event-based model	69
Comparison of gradient boosted decision trees and random forest for groundwater potential mapping in Dholpur (Rajasthan), India	66
Stream water quality prediction using boosted regression tree and random forest models	65
Review of landslide susceptibility assessment based on knowledge mapping	63
Renewable energy, economic freedom and economic policy uncertainty: New evidence from a dynamic panel threshold analysis for the G-7 and BRIC countries	57
Exposure and health: A progress update by evaluation and scientometric analysis	55
A comparative study of mutual information-based input variable selection strategies for the displacement prediction of seepage-driven landslides using optimized support vector regression	54
Sensitivity of normalized difference vegetation index (NDVI) to land surface temperature, soil moisture and precipitation over district Gautam Buddh Nagar, UP, India	52
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	49
Artificial Intelligence models for prediction of the tide level in Venice	49
Development of new machine learning model for streamflow prediction: case studies in Pakistan	47
A novel hybrid dragonfly optimization algorithm for agricultural drought prediction	46
Drought indicator analysis and forecasting using data driven models: case study in Jaisalmer, India	46
Occupational health, safety and environmental risk assessment in textile production industry through a Bayesian BWM-VIKOR approach	40
Modelling daily reference evapotranspiration based on stacking hybridization of ANN with meta-heuristic algorithms under diverse agro-climatic conditions	39
Stacking ensemble of deep learning methods for landslide susceptibility mapping in the Three Gorges Reservoir area, China	39
LSTM integrated with Boruta-random forest optimiser for soil moisture estimation under RCP4.5 and RCP8.5 global warming scenarios	39
Changes in monthly streamflow in the Hindukush–Karakoram–Himalaya Region of Pakistan using innovative polygon trend analysis	37
Developing hybrid time series and artificial intelligence models for estimating air temperatures	37
Landslide susceptibility mapping in Three Gorges Reservoir area based on GIS and boosting decision tree model	36
Hydrological drought forecasting using multi-scalar streamflow drought index, stochastic models and machine learning approaches, in northern Iran	36
A new soft computing model for daily streamflow forecasting	35

A new principal component analysis by particle swarm optimization with an environmental application for data science	35
A novel swarm intelligence: cuckoo optimization algorithm (COA) and SailFish optimizer (SFO) in landslide susceptibility assessment	33
Uncertainty quantification for hydrological models based on neural networks: the dropout ensemble	31
Markov chain Monte Carlo with neural network surrogates: application to contaminant source identification	31
Trivariate joint probability model of typhoon-induced wind, wave and their time lag based on the numerical simulation of historical typhoons	30
Flood susceptibility mapping in an arid region of Pakistan through ensemble machine learning model	30
Landslide displacement prediction based on Variational mode decomposition and MIC-GWO-LSTM model	30
Hybrid deep learning method for a week-ahead evapotranspiration forecasting	30
Data-driven approaches for runoff prediction using distributed data	29
Asymmetric impact of pandemics-related uncertainty on CO2 emissions: evidence from top-10 polluted countries	28
Impact of climate change on crop water and irrigation requirements over eastern Himalayan region	28
Machine learning and automatic ARIMA/Prophet models-based forecasting of COVID-19: methodology, evaluation, and case study in SAARC countries	28
Land subsidence prediction using recurrent neural networks	28
Environmental regulations, Chinese-style fiscal decentralization, and carbon emissions: from the perspective of moderating effect	27
Comprehensive evaluation of machine learning models for suspended sediment load inflow prediction in a reservoir	27
River flow rate prediction in the Des Moines watershed (Iowa, USA): a machine learning approach	27
Peaks-over-threshold model in flood frequency analysis: a scoping review	27
Artificial intelligence application in drought assessment, monitoring and forecasting: a review	27
Identification of anthropogenic contribution to wetland degradation: Insights from the environmetric techniques	27
Flood vulnerability of a few areas in the foothills of the Western Ghats: a comparison of AHP and F-AHP models	26
Prediction of heat waves over Pakistan using support vector machine algorithm in the context of climate change	25
Application and comparison of different ensemble learning machines combining with a novel sampling strategy for shallow landslide susceptibility mapping	25
Rainfall forecasting in upper Indus basin using various artificial intelligence techniques	24
A hybrid interval displacement forecasting model for reservoir colluvial landslides with step-like deformation characteristics considering dynamic switching of deformation states	24
Snow avalanche susceptibility mapping using novel tree-based machine learning algorithms (XGBoost, NGBoost, and LightGBM) with eXplainable Artificial Intelligence (XAI) approach	23
Changes in climatic patterns and tourism and their concomitant effect on drinking water transfers into the region of South Aegean, Greece	23
Efficiency exploration of frequency ratio, entropy and weights of evidence-information value models in flood vulnerabilityassessment: a study of raiganj subdivision, Eastern India	23
A hybrid framework for forecasting monthly reservoir inflow based on machine learning techniques with dynamic climate forecasts, satellite-based data, and climate phenomenon information	23
Exploring Bayesian model averaging with multiple ANNs for meteorological drought forecasts	23
Projected changes in thermal bioclimatic indicators over the Middle East and North Africa under Paris climate agreement	22
Artificial neural network and multi-criteria decision-making models for flood simulation in GIS: Mazandaran Province, Iran	21
Have any effect of COVID-19 lockdown on environmental sustainability? A study from most polluted metropolitan area of India	21
Projection of Hot and Cold Extremes in the Amu River Basin of Central Asia using GCMs CMIP6	21
Improving the performance of random forest for estimating monthly reservoir inflow via complete ensemble empirical mode decomposition and wavelet analysis	21
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	20
Groundwater quality evaluation using hybrid model of the multi-layer perceptron combined with neural-evolutionary regression techniques: case study of Shiraz plain	20
A clustering-based approach for prioritizing health, safety and environment risks integrating fuzzy C-means and hybrid decision-making methods	20
Implementation of free and open-source semi-automatic feature engineering tool in landslide susceptibility mapping using the machine-learning algorithms RF, SVM, and XGBoost	20
Decoding trend of Indian summer monsoon rainfall using multimethod approach	20
Spatial distribution, pollution levels, and risk assessment of potentially toxic metals in road dust from major tourist city, Dehradun, Uttarakhand India	19
Ambient PM2.5 and O3 pollution and health impacts in Iranian megacity	19
Prediction of spatial landslide susceptibility applying the novel ensembles of CNN, GLM and random forest in the Indian Himalayan region	19
Spatial modeling of susceptibility to subsidence using machine learning techniques	19
Assessing erosion prone areas in a watershed using interval rough-analytical hierarchy process (IR-AHP) and fuzzy logic (FL)	18
Error covariance tuning in variational data assimilation: application to an operating hydrological model	18
Parametrisation of change-permitting extreme value models and its impact on the description of change	18
Multiple-point geostatistical simulation based on conditional conduction probability	18
Impact of climate change on stormwater drainage in urban areas	18
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	18
Probable streamflow changes and its associated risk to the water resources of Abuan watershed, Philippines caused by climate change and land use changes	18

New design of water-energy-food-environment nexus for sustainable agricultural management	18
The influence of meteorological variables and lockdowns on COVID-19 cases in urban agglomerations of Indian cities	18
Concentration, distribution and probabilistic health risk assessment of exposure to fluoride in drinking water of Hormozgan province, Iran	18
Western North Pacific tropical cyclone track forecasts by a machine learning model	18
Air pollution in five Indian megacities during the Christmas and New Year celebration amidst COVID-19 pandemic	17
Spatial modeling of river bank shifting and associated LULC changes of the Kaljani River in Himalayan foothills	17
Developing reservoir evaporation predictive model for successful dam management	17
Deep learning algorithms to develop Flood susceptibility map in Data-Scarce and Ungauged River Basin in India	17
Daily scale evapotranspiration prediction over the coastal region of southwest Bangladesh: new development of artificial intelligence model	17
Application of deep learning to large scale riverine flow velocity estimation	16
A revised range of variability approach considering the morphological alteration of hydrological indicators	16
Comparison of general kernel, multiple kernel, infinite ensemble and semi-supervised support vector machines for landslide susceptibility prediction	16
A hierarchical spatio-temporal model to analyze relative risk variations of COVID-19: a focus on Spain, Italy and Germany	16
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	16
Predicting daily reference evapotranspiration rates in a humid region, comparison of seven various data-based predictor models	16
From scenario-based seismic hazard to scenario-based landslide hazard: fast-forwarding to the future via statistical simulations	16
Deep learning-based uncertainty quantification of groundwater level predictions	16
Influence of source uncertainty on stochastic ground motion simulation: a case study of the 2022 Mw 6.6 Luding, China, earthquake	16
On the prediction of landslide occurrences and sizes via Hierarchical Neural Networks	16
Exploring spatial distributions of increments in soil heavy metals and their relationships with environmental factors using GWR	15
Mechanistic models supporting uncertainty quantification of water quality predictions in heterogeneous mining waste rocks: a review	15
Landslide hazard, susceptibility and risk assessment (HSRA) based on remote sensing and GIS data models: a case study of Muzaffarabad Pakistan	15
Selection of the gridded temperature dataset for assessment of thermal bioclimatic environmental changes in Amu Darya River basin	15
A quantitative analysis of research trends in flood hazard assessment	15
Spatio temporal hydrological extreme forecasting framework using LSTM deep learning model	15
Deep learning-based assessment of flood severity using social media streams	15
Spatio-temporal analysis of fire occurrence in Australia	15
An assessment of snow-glacier melt runoff under climate change scenarios in the Himalayan basin	15
Models for the difference of continuous covariance functions	14
Constructed wetland management in urban catchments for mitigating floods	14
A hundred years of Caposele spring discharge measurements: trends and statistics for understanding water resource availability under climate change	14
Spatio-temporal estimation of wind speed and wind power using extreme learning machines: predictions, uncertainty and technical potential	14
Spatio-temporal analysis of heating and cooling degree-days over Iran	14
Power-law behaviors of the duration size of unhealthy air pollution events	14
Street dust in the largest urban agglomeration: pollution characteristics, source apportionment and health risk assessment of potentially toxic trace elements	14
Meteorological and agricultural drought monitoring in Southwest of Iran using a remote sensing-based combined drought index	14
Do geopolitical risk and economic policy uncertainty cause CO2 emissions in BRICS? The role of institutional quality and energy productivity	14
Examining the impact of lockdown (due to COVID-19) on ambient aerosols (PM2.5): A study on Indo-Gangetic Plain (IGP) Cities, India	14
A comparison of ranking filter methods applied to the estimation of NO2 concentrations in the Bay of Algeciras (Spain)	13
Vine copula and cloud model-based programming approach for agricultural water allocation under uncertainty	13
Use of fractal models to define the scaling behavior of the aquifers’ parameters at the mesoscale	13
Investigating variation characteristics and driving forces of lake water level complexity in a complex river–lake system	13
Addressing the relevance of COVID–19 pandemic in nature and human socio-economic fate	13
Risk assessment of hot and humid environments through an integrated fuzzy AHP-VIKOR method	13
Study of temporal streamflow dynamics with complex networks: network construction and clustering	13
Inflow forecasting using regularized extreme learning machine: Haditha reservoir chosen as case study	13
Spatio-temporal variation of hydro-climatic variables and extreme indices over Iran based on reanalysis data	13
Using data-driven algorithms for semi-automated geomorphological mapping	13
Risk assessment of the step-by-step return-to-work policy in Beijing following the COVID-19 epidemic peak	13
Development of Flood Monitoring Index for daily flood risk evaluation: case studies in Fiji	13
Landslide susceptibility mapping using deep learning models in Ardabil province, Iran	13
Environmental, ecological and health risks of boron in agricultural soils of Amik Plain under Mediterranean conditions	13
Multi-model streamflow prediction using conditional bias-penalized multiple linear regression	13
Predict water quality using an improved deep learning method based on spatiotemporal feature correlated: a case study of the Tanghe Reservoir in China	12
Application of novel ensemble models and k-fold CV approaches for Land subsidence susceptibility modelling	12
Spatio-temporal analysis of drought in Southern Italy: a combined clustering-forecasting approach based on SPEI index and artificial intelligence algorithms	12
Evolution and drought hazard mapping of future meteorological and hydrological droughts using CMIP6 model	12
Research on stage-divided water level prediction technology of rivers-connected lake based on machine learning: a case study of Hongze Lake, China	12
The Bayesian Susceptible-Exposed-Infected-Recovered model for the outbreak of COVID-19 on the Diamond Princess Cruise Ship	12
Comparative analysis of two drought indices in the calculation of drought recovery time and implications on drought assessment: East Africa's Lake Victoria Basin	12
Using Harris hawk optimization towards support vector regression to ozone prediction	12
Investigating the spatio-temporal variations of the impact of urbanization on haze pollution using multiple indicators	12
Effects of estimation techniques on generalised extreme value distribution (GEVD) parameters and their spatio-temporal variations	12
Estimation of short-lived climate forced sulfur dioxide in Tehran, Iran, using machine learning analysis	12
A framework for projecting future streamflow of the Yalong River basin to climate change	12
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	12
Multiscale investigation of precipitation extremes over Ethiopia and teleconnections to large-scale climate anomalies	12
Development of a quantitative risk assessment method for a biomass gasification unit by combining DEMATEL-ISM and CM-TOPSIS	12
Wildfire susceptibility mapping using two empowered machine learning algorithms	12
Application of complex networks for monthly rainfall dynamics over central Vietnam	12
Stream gauge network grouping analysis using community detection	11
New insights on the surface hydrological connectivity of water depth thresholds in a flood-pulse-influenced floodplain system (Poyang Lake, China)	11
Functional ANOVA approaches for detecting changes in air pollution during the COVID-19 pandemic	11
Stochastic investigation of daily air temperature extremes from a global ground station network	11
Contamination and health risk assessment of potentially harmful elements associated with roadside dust in Dhanbad India	11
Recognizing groundwater DNAPL contaminant source and aquifer parameters using parallel heuristic search strategy based on Bayesian approach	11
Regional spatio-temporal forecasting of particulate matter using autoencoder based generative adversarial network	11
Exploring the efficacy of machine learning models for predicting soil radon exhalation rates	11
Space-time variations of hydrological drought severities and trends in the semi-arid Euphrates Basin, Turkey	11
Multi-GCM ensemble model for reduction of uncertainty in runoff projections	11

A multi-state Markov chain model to assess drought risks in rainfed agriculture: a case study in the Nineveh Plains of Northern Iraq	11
Identifying atmospheric pollutant sources using a machine learning dispersion model and Markov chain Monte Carlo methods	11
A method to increase the number of positive samples for machine learning-based urban waterlogging susceptibility assessments	11
Assessment of spatiotemporal variability of precipitation using entropy indexes: a case study of Beijing, China	11
Optimization algorithms as training approach with hybrid deep learning methods to develop an ultraviolet index forecasting model	11
Challenging problems of quality assurance and quality control (QA/QC) of meteorological time series data	11
Development of a new hybrid ensemble method for accurate characterization of future drought using multiple global climate models	10
Investigating the effects of climate change on future hydrological drought in mountainous basins using SWAT model based on CMIP5 model	10
Catchment classification using community structure concept: application to two large regions	10
Prediction of PM2.5 concentrations using soft computing techniques for the megacity Delhi, India	10
Exploring the physical interpretation of long-term memory in hydrology	10
Unified landslide hazard assessment using hurdle models: a case study in the Island of Dominica	10
Spatiotemporal variation of drought in Iraq for shared socioeconomic pathways	10
Prediction of heat waves using meteorological variables in diverse regions of Iran with advanced machine learning models	10
Polluted waters of the reclaimed islands of Indian Sundarban promote more greenhouse gas emissions from mangrove ecosystem	10
Geospatial analysis, source identification, contamination status, ecological and health risk assessment of heavy metals in agricultural soils from Qallin city, Egypt	10
A hybrid Daily PM2.5 concentration prediction model based on secondary decomposition algorithm, mode recombination technique and deep learning	10
Changes in NO2 and O3 levels due to the pandemic lockdown in the industrial cities of Tehran and Arak, Iran using Sentinel 5P images, Google Earth Engine (GEE) and statistical analysis	10
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)	10
Geospatial modelling of floods: a literature review	10
An iterative updating heuristic search strategy for groundwater contamination source identification based on an ACPSO–ELM surrogate system	10
Modeling moisture redistribution of drip irrigation systems by soil and system parameters: regression-based approaches	10
Application of information fusion techniques and satellite products in the optimal redesign of rain gauge networks	10
Two-stage deep learning hybrid framework based on multi-factor multi-scale and intelligent optimization for air pollutant prediction and early warning	10
Complex network analysis of PM2.5 transport in the Yangtze River Delta Region, China	10
Spatial variation and influence factor analysis of soil heavy metal As based on geoDetector	10
Improved prediction of daily pan evaporation using Bayesian Model Averaging and optimized Kernel Extreme Machine models in different climates	10
Evaluating the effect of the uncertainty of CMIP6 models on extreme flows of the Caspian Hyrcanian forest watersheds using the BMA method	10
Predicting long-term hydrological change caused by climate shifting in the 21st century in the headwater area of the Yellow River Basin	10
The Gauss hypergeometric covariance kernel for modeling second-order stationary random fields in Euclidean spaces: its compact support, properties and spectral representation	10
A stochastic Bayesian bootstrapping model for COVID-19 data	9
Influence of AOD remotely sensed products, meteorological parameters, and AOD–PM2.5 models on the PM2.5 estimation	9
Hybrids of machine learning techniques and wavelet regression for estimation of daily solar radiation	9
Quantitative soil erosion risk assessment due to rapid urbanization in the Cox’s Bazar district and Rohingya refugee camps in Bangladesh	9
LSTM-CM: a hybrid approach for natural drought prediction based on deep learning and climate models	9
Adaptive LASSO estimation for functional hidden dynamic geostatistical models	9
An optimal integration of multiple machine learning techniques to real-time reservoir inflow forecasting	9
Non-carcinogenic health risk assessment and predicting of pollution indexing of groundwater around Osisioma, Nigeria, using artificial neural networks and multi-linear modeling principles	9
Development and assessment of a novel hybrid machine learning-based landslide susceptibility mapping model in the Darjeeling Himalayas	9
Future land use land cover changes in El-Fayoum governorate: a simulation study using satellite data and CA-Markov model	9
Upscaling of Se(IV) sorption coefficients with hierarchical mineral characterization in multi-scale fractured granite	9
Bootstrapped ensemble and reliability ensemble averaging approaches for integrated uncertainty analysis of streamflow projections	9
Choosing between Gaussian and MPS simulation: the role of data information content—a case study using uncertain interpretation data points	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
From scenario-based seismic hazard to scenario-based landslide hazard: rewinding to the past via statistical simulations	9
A review on the climate-induced depletion of Iran’s aquifers	9
A hybrid intelligent model for spatial analysis of groundwater potential around Urmia Lake, Iran	9
Contamination and risk assessment of heavy metals in coastal sediments from the Mid-Black Sea, Turkey	9
Application of the fractional entropy for one-dimensional velocity distribution with dip-phenomenon in open-channel turbulent flows	9
Assessment of drought and wet projections in the humid climatic regions for Pakistan	9
Investigating seasonal drought severity-area-frequency (SAF) curve over Indian region: incorporating GCM and scenario uncertainties	8
Dispersivity variations of solute transport in heterogeneous sediments: numerical and experimental study	8
Improving multi-month hydrological drought forecasting in a tropical region using hybridized extreme learning machine model with Beluga Whale Optimization algorithm	8
Flood-based critical sub-watershed mapping: comparative application of multi-criteria decision making methods and hydrological modeling approach	8
The application of multi-attribute decision making methods in integrated watershed management	8
Speciation characteristics and ecological risk assessment of heavy metals in sediments from Caohai Lake, Guizhou Province	8
Extreme sea levels along coastal China: uncertainties and implications	8
Influence of the spatial distribution pattern of buildings on the distribution of PM2.5 concentration	8
Risk analysis of natural water resources scarcity based on a stochastic simulation model in the hilly area of southwest China	8
Heavy metal contamination of surface water and bed-sediment quality for ecological risk assessment of Gomti River, India	8
Flood risk assessment of metro stations based on the SMAA-2-FFS-H method: a case study of the “7$$\cdot$$20” rainstorm in Zhengzhou, China	8
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	8
A decision-making framework for COVID-19 infodemic management strategies evaluation in spherical fuzzy environment	8
Improving reservoir inflow prediction via rolling window and deep learning-based multi-model approach: case study from Ermenek Dam, Turkey	8
Contamination, risk assessment and source apportionment of the heavy metals in the soils of apple orchard in Qixia City, Shandong Province, China	8
Atmospheric pollutants response to the emission reduction and meteorology during the COVID-19 lockdown in the north of Africa (Morocco)	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
Integrating resilience into an urban flood risk assessment framework: a case study of the Minzhi region, Shenzhen City	8
Deep Lagged-Wavelet for monthly rainfall forecasting in a tropical region	8
Real-time error correction for flood forecasting based on machine learning ensemble method and its uncertainty assessment	8
Mixed statistical and data mining analysis of river flow and catchment properties at regional scale	8
Prediction of flood routing results in the Central Anatolian region of Türkiye with various machine learning models	8
Monthly inflow forecasting utilizing advanced artificial intelligence methods: a case study of Haditha Dam in Iraq	8
The increasing risk of future simultaneous droughts over the Yangtze River basin based on CMIP6 models	8
Twenty-two families of multivariate covariance kernels on spheres, with their spectral representations and sufficient validity conditions	8
Proposing an ensemble machine learning based drought vulnerability index using M5P, dagging, random sub-space and rotation forest models	8
Tackling random fields non-linearities with unsupervised clustering of polynomial chaos expansion in latent space: application to global sensitivity analysis of river flooding	8
Construction of Greenspace Landscape Ecological Network Based on Resistance Analysis of GeoDetector in Jinan	8
Feature importance measures to dissect the role of sub-basins in shaping the catchment hydrological response: a proof of concept	8
Investigating the impact of input variable selection on daily solar radiation prediction accuracy using data-driven models: a case study in northern Iran	8
Optimal design of air quality monitoring networks: A systematic review	8
Water-energy-food nexus: challenges and opportunities	8