Journal of Hydrology

Article	Citations
Short-term runoff prediction with GRU and LSTM networks without requiring time step optimization during sample generation	336
Ensemble machine learning paradigms in hydrology: A review	249
A review of remote sensing applications in agriculture for food security: Crop growth and yield, irrigation, and crop losses	243
Evaluation of the ERA5 reanalysis precipitation dataset over Chinese Mainland	211
Spatial prediction of groundwater potential mapping based on convolutional neural network (CNN) and support vector regression (SVR)	209
Cotransport of heavy metals and SiO2 particles at different temperatures by seepage	203
Least square support vector machine and multivariate adaptive regression splines for streamflow prediction in mountainous basin using hydro-meteorological data as inputs	166
Flood susceptibility mapping with machine learning, multi-criteria decision analysis and ensemble using Dempster Shafer Theory	162
Acid mine drainage from coal mining in the United States – An overview	158
Long lead-time daily and monthly streamflow forecasting using machine learning methods	149
XGBoost-based method for flash flood risk assessment	149
Research on particle swarm optimization in LSTM neural networks for rainfall-runoff simulation	142
A deep convolutional neural network model for rapid prediction of fluvial flood inundation	142
Estimating daily reference evapotranspiration based on limited meteorological data using deep learning and classical machine learning methods	140
Predicting flood susceptibility using LSTM neural networks	128
Wavelet based hybrid ANN-ARIMA models for meteorological drought forecasting	126
A hybrid runoff generation modelling framework based on spatial combination of three runoff generation schemes for semi-humid and semi-arid watersheds	123
Real-time probabilistic forecasting of river water quality under data missing situation: Deep learning plus post-processing techniques	120
Streamflow forecasting using extreme gradient boosting model coupled with Gaussian mixture model	120
Groundwater system and climate change: Present status and future considerations	116
Global data assessment and analysis of drought characteristics based on CMIP6	111
Coupling a hybrid CNN-LSTM deep learning model with a Boundary Corrected Maximal Overlap Discrete Wavelet Transform for multiscale Lake water level forecasting	110
Causes and implications of groundwater depletion in India: A review	109
Climate change impact on short-duration extreme precipitation and intensity–duration–frequency curves over Europe	108
Flood risk assessment using hybrid artificial intelligence models integrated with multi-criteria decision analysis in Quang Nam Province, Vietnam	108

A physical process and machine learning combined hydrological model for daily streamflow simulations of large watersheds with limited observation data	106
Root-induced changes of soil hydraulic properties – A review	105
Improving streamflow prediction in the WRF-Hydro model with LSTM networks	105
Root zone soil moisture estimation with Random Forest	105
Convolutional neural network approach for spatial prediction of flood hazard at national scale of Iran	104
CatBoost: A new approach for estimating daily reference crop evapotranspiration in arid and semi-arid regions of Northern China	102
Rainfall-runoff modelling using improved machine learning methods: Harris hawks optimizer vs. particle swarm optimization	101
Novel hybrid intelligence models for flood-susceptibility prediction: Meta optimization of the GMDH and SVR models with the genetic algorithm and harmony search	101
Coupling analysis of the heat-water dynamics and frozen depth in a seasonally frozen zone	100
Flash flood susceptibility modelling using functional tree and hybrid ensemble techniques	97
A novel attention-based LSTM cell post-processor coupled with bayesian optimization for streamflow prediction	97
A comparative analysis of statistical and machine learning techniques for mapping the spatial distribution of groundwater salinity in a coastal aquifer	97
Evolutionary computational intelligence algorithm coupled with self-tuning predictive model for water quality index determination	95
Do ERA5 and ERA5-land precipitation estimates outperform satellite-based precipitation products? A comprehensive comparison between state-of-the-art model-based and satellite-based precipitation produ	95
Flood hazard mapping methods: A review	94
Water quality prediction using SWAT-ANN coupled approach	94
Evaluating the performance of random forest for large-scale flood discharge simulation	94
Climate change impacts on water resources in the Upper Blue Nile (Abay) River Basin, Ethiopia	92
Intensification of extreme precipitation in arid Central Asia	90
The key drivers for the changes in global water scarcity: Water withdrawal versus water availability	89
Investigating the impacts of climate change and human activities on hydrological drought using non-stationary approaches	89
Radial basis function artificial neural network (RBF ANN) as well as the hybrid method of RBF ANN and grey relational analysis able to well predict trihalomethanes levels in tap water	88
Impact of land uses, drought, flood, wildfire, and cascading events on water quality and microbial communities: A review and analysis	88
Merging multiple satellite-based precipitation products and gauge observations using a novel double machine learning approach	88
Regional hydrological frequency analysis at ungauged sites with random forest regression	86
Adequacy of Satellite-derived Precipitation Estimate for Hydrological Modeling in Vietnam Basins	85
Using machine learning models, remote sensing, and GIS to investigate the effects of changing climates and land uses on flood probability	85
Runoff changes in the major river basins of China and their responses to potential driving forces	84
Modelling of daily lake surface water temperature from air temperature: Extremely randomized trees (ERT) versus Air2Water, MARS, M5Tree, RF and MLPNN	83
Application of extreme gradient boosting and parallel random forest algorithms for assessing groundwater spring potential using DEM-derived factors	83
A review of the effects of tunnel excavation on the hydrology, ecology, and environment in karst areas: Current status, challenges, and perspectives	82
Long-term rainfall prediction using atmospheric synoptic patterns in semi-arid climates with statistical and machine learning methods	82
Evidence of shorter more extreme rainfalls and increased flood variability under climate change	81
Neurocomputing in surface water hydrology and hydraulics: A review of two decades retrospective, current status and future prospects	80
Understanding the effects of Digital Elevation Model resolution in urban fluvial flood modelling	79
Prediction of estuarine water quality using interpretable machine learning approach	79
Impacts of climate change and reservoir operation on streamflow and flood characteristics in the Lancang-Mekong River Basin	78
Sub-regional groundwater storage recovery in North China Plain after the South-to-North water diversion project	78
Modelling the impacts of climate and land use change on water security in a semi-arid forested watershed using InVEST	78
Can artificial intelligence and data-driven machine learning models match or even replace process-driven hydrologic models for streamflow simulation?: A case study of four watersheds with different hy	77
Extreme value analysis dilemma for climate change impact assessment on global flood and extreme precipitation	77
Reference evapotranspiration estimating based on optimal input combination and hybrid artificial intelligent model: Hybridization of artificial neural network with grey wolf optimizer algorithm	76
Improved daily SMAP satellite soil moisture prediction over China using deep learning model with transfer learning	76
A hybrid deep learning algorithm and its application to streamflow prediction	76
Spatial-temporal variations in blue and green water resources, water footprints and water scarcities in a large river basin: A case for the Yellow River basin	75
Urban flood modeling using deep-learning approaches in Seoul, South Korea	75
Potential of RT, bagging and RS ensemble learning algorithms for reference evapotranspiration prediction using climatic data-limited humid region in Bangladesh	75
Artificial intelligence modelling integrated with Singular Spectral analysis and Seasonal-Trend decomposition using Loess approaches for streamflow predictions	74
Blending multi-satellite, atmospheric reanalysis and gauge precipitation products to facilitate hydrological modelling	74
Urban flood susceptibility assessment based on convolutional neural networks	74

Crop evapotranspiration prediction by considering dynamic change of crop coefficient and the precipitation effect in back-propagation neural network model	73
Can deep learning algorithms outperform benchmark machine learning algorithms in flood susceptibility modeling?	72
A social-ecological coupling model for evaluating the human-water relationship in basins within the Budyko framework	70
Reconstruction of missing groundwater level data by using Long Short-Term Memory (LSTM) deep neural network	70
Exploring the utility of radar and satellite-sensed precipitation and their dynamic bias correction for integrated prediction of flood and landslide hazards	69
Prediction of surface water total dissolved solids using hybridized wavelet-multigene genetic programming: New approach	69
An integrated experimental design framework for optimizing solute transport monitoring locations in heterogeneous sedimentary media	69
Assessing spatiotemporal characteristics of drought and its effects on climate-induced yield of maize in Northeast China	69
Effects of vegetation restoration on groundwater drought in the Loess Plateau, China	69
Characterization of agricultural drought propagation over China based on bivariate probabilistic quantification	69
A transfer Learning-Based LSTM strategy for imputing Large-Scale consecutive missing data and its application in a water quality prediction system	68
A new artificial intelligence strategy for predicting the groundwater level over the Rafsanjan aquifer in Iran	68
Efficient irrigation water allocation and its impact on agricultural sustainability and water scarcity under uncertainty	67
Estimation of total dissolved solids (TDS) using new hybrid machine learning models	67
Daily runoff forecasting by deep recursive neural network	66
Rainfall-runoff modeling using LSTM-based multi-state-vector sequence-to-sequence model	66
A comprehensive evaluation of GPM-IMERG V06 and MRMS with hourly ground-based precipitation observations across Canada	66
Modeling projected impacts of climate and land use/land cover changes on hydrological responses in the Lake Tana Basin, upper Blue Nile River Basin, Ethiopia	66
Investigation about the correlation and propagation among meteorological, agricultural and groundwater droughts over humid and arid/semi-arid basins in China	65
A novel water quality module of the SWMM model for assessing low impact development (LID) in urban watersheds	65
Global rainfall erosivity projections for 2050 and 2070	65
Assessment of soil erosion, sediment yield and basin specific controlling factors using RUSLE-SDR and PLSR approach in Konar river basin, India	65
Recent global performance of the Climate Hazards group Infrared Precipitation (CHIRP) with Stations (CHIRPS)	63
Identification of sensitivity indicators of urban rainstorm flood disasters: A case study in China	63
Stacked machine learning algorithms and bidirectional long short-term memory networks for multi-step ahead streamflow forecasting: A comparative study	62
The importance of short lag-time in the runoff forecasting model based on long short-term memory	62
A critical review of real-time modelling of flood forecasting in urban drainage systems	62
Drought propagation in Northern China Plain: A comparative analysis of GLDAS and MERRA-2 datasets	62
Improving daily spatial precipitation estimates by merging gauge observation with multiple satellite-based precipitation products based on the geographically weighted ridge regression method	61
Past, present, and future of global seawater intrusion research: A bibliometric analysis	61
Water infiltration in a cracked soil considering effect of drying-wetting cycles	61
Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity	60
Assessment of precipitation extremes in India during the 21st century under SSP1-1.9 mitigation scenarios of CMIP6 GCMs	60
Modeling arid/semi-arid irrigated agricultural watersheds with SWAT: Applications, challenges, and solution strategies	59
Impacts of cascade reservoirs on Yangtze River water temperature: Assessment and ecological implications	59
Impacts of land-use conversions on the water cycle in a typical watershed in the southern Chinese Loess Plateau	58
River water temperature forecasting using a deep learning method	58
A novel hybrid model for water quality prediction based on synchrosqueezed wavelet transform technique and improved long short-term memory	58
Physics-guided deep learning for rainfall-runoff modeling by considering extreme events and monotonic relationships	58
Simulating runoff under changing climatic conditions: A comparison of the long short-term memory network with two conceptual hydrologic models	58
Four decades of wetland changes in Dongting Lake using Landsat observations during 1978–2018	58
Impacts of a large river-to-lake water diversion project on lacustrine phytoplankton communities	58
Future hydropower generation prediction of large-scale reservoirs in the upper Yangtze River basin under climate change	58
Spatial and temporal patterns of propagation from meteorological to hydrological droughts in Brazil	57
A rational performance criterion for hydrological model	57
U-FLOOD – Topographic deep learning for predicting urban pluvial flood water depth	57
A global perspective on the probability of propagation of drought: From meteorological to soil moisture	57
Fusing stacked autoencoder and long short-term memory for regional multistep-ahead flood inundation forecasts	56
Goodness-of-fit criteria for hydrological models: Model calibration and performance assessment	56
Assessment of meteorological drought change in the 21st century based on CMIP6 multi-model ensemble projections over mainland China	56
Evaluating the contributions of climate change and human activities to runoff in typical semi-arid area, China	55
Continuous hydrologic modelling for design simulation in small and ungauged basins: A step forward and some tests for its practical use	55
Quantitative evaluation of fracture geometry influence on nonlinear flow in a single rock fracture	55
Quantification and division of unfrozen water content during the freezing process and the influence of soil properties by low-field nuclear magnetic resonance	55
Drought modeling using classic time series and hybrid wavelet-gene expression programming models	54
A comprehensive assessment of water storage dynamics and hydroclimatic extremes in the Chao Phraya River Basin during 2002–2020	54
Assessment and comparison of five satellite precipitation products in Australia	54
Sensitivity of urban flood simulations to stormwater infrastructure and soil infiltration	54
Daily flow duration curve model for ungauged intermittent subbasins of gauged rivers	54
Performance assessment of sponge city infrastructure on stormwater outflows using isochrone and SWMM models	53
Comparison of physical-based, data-driven and hybrid modeling approaches for evapotranspiration estimation	53
Using ensembles of adaptive neuro-fuzzy inference system and optimization algorithms to predict reference evapotranspiration in subtropical climatic zones	53
Simulation of quasi-static drainage displacement in porous media on pore-scale: Coupling lattice Boltzmann method and pore network model	53
Impact assessment of climate change and human activities on streamflow signatures in the Yellow River Basin using the Budyko hypothesis and derived differential equation	53
Identification of hydrogeochemical processes and transport paths of a multi-aquifer system in closed mining regions	52
Quantifying the impact of vegetation changes on global terrestrial runoff using the Budyko framework	52
Assessment of the vulnerability of road networks to urban waterlogging based on a coupled hydrodynamic model	52
Agent-based modelling and flood risk management: A compendious literature review	52
Evolutionary artificial intelligence model via cooperation search algorithm and extreme learning machine for multiple scales nonstationary hydrological time series prediction	52
Artificial neural network based hybrid modeling approach for flood inundation modeling	52
Soil water erosion susceptibility assessment using deep learning algorithms	52
Predicting mine water inrush accidents based on water level anomalies of borehole groups using long short-term memory and isolation forest	51
Unraveling influences of nitrogen cycling on arsenic enrichment in groundwater from the Hetao Basin using geochemical and multi-isotopic approaches	51
Flash-flood hazard using deep learning based on H2O R package and fuzzy-multicriteria decision-making analysis	51
The performance of the IMERG satellite-based product in identifying sub-daily rainfall events and their properties	51
Hydrogeochemical characteristics and processes of groundwater in an over 2260 year irrigation district: A comparison between irrigated and nonirrigated areas	51
Integrated variable weight model and improved DRASTIC model for groundwater vulnerability assessment in a shallow porous aquifer	50
Don’t blame the rain: Social power and the 2015–2017 drought in Cape Town	50
Drought monitoring using high spatial resolution soil moisture data over Australia in 2015–2019	50
Long short-term memory neural network (LSTM-NN) for aquifer level time series forecasting using in-situ piezometric observations	50

Detecting and mapping irrigated areas in a Mediterranean environment by using remote sensing soil moisture and a land surface model	50
Time-lag effects of climatic change and drought on vegetation dynamics in an alpine river basin of the Tibet Plateau, China	50
Short-term rainfall forecasting using machine learning-based approaches of PSO-SVR, LSTM and CNN	50
Improving GALDIT-based groundwater vulnerability predictive mapping using coupled resampling algorithms and machine learning models	50
Identifying drought propagation by simultaneously considering linear and nonlinear dependence in the Wei River basin of the Loess Plateau, China	49
Variation of the stable isotopes of water in the soil-plant-atmosphere continuum of a Cinnamomum camphora woodland in the East Asian monsoon region	49
Water scarcity-risk assessment in data-scarce river basins under decadal climate change using a hydrological modelling approach	49
Employing extreme value theory to establish nutrient criteria in bay waters: A case study of Xiangshan Bay	49
An integrated simulation-optimization framework to optimize the reservoir operation adapted to climate change scenarios	49
An upscaling approach to predict mine water inflow from roof sandstone aquifers	49
Estimating annual runoff in response to forest change: A statistical method based on random forest	49
Long-term changes in evapotranspiration over China and attribution to climatic drivers during 1980–2010	48
Limitation of soil moisture on the response of transpiration to vapor pressure deficit in a subtropical coniferous plantation subjected to seasonal drought	48
Responses of carbon and water use efficiencies to climate and land use changes in China's karst areas	48
How reliable are the evapotranspiration estimates by Soil and Water Assessment Tool (SWAT) and Variable Infiltration Capacity (VIC) models for catchment-scale drought assessment and irrigation plannin	48
Increasing risk of meteorological drought in the Lake Urmia basin under climate change: Introducing the precipitation–temperature deciles index	48
A short-term flood prediction based on spatial deep learning network: A case study for Xi County, China	48
A hybrid of Random Forest and Deep Auto-Encoder with support vector regression methods for accuracy improvement and uncertainty reduction of long-term streamflow prediction	47
Development of a comprehensive framework for assessing the impacts of climate change and dam construction on flow regimes	47
Drought propagation modification after the construction of the Three Gorges Dam in the Yangtze River Basin	47
Sustainable stormwater management under the impact of climate change and urban densification	47
What if the rains do not come?	47
Enhancing robustness of monthly streamflow forecasting model using gated recurrent unit based on improved grey wolf optimizer	47
Social, economic and environmental assessment of urban sub-catchment flood risks using a multi-criteria approach: A case study in Mumbai City, India	47
Insights of variable permeability full-section wall for enhanced control of seawater intrusion and nitrate contamination in unconfined aquifers	47
Budyko framework; towards non-steady state conditions	46
Spatiotemporal variability of Indian rainfall using multiscale entropy	46
Drought-flood abrupt alternation dynamics and their potential driving forces in a changing environment	46
The relative contribution of vegetation greening to the hydrological cycle in the Three-North region of China: A modelling analysis	46
Comparison of eight filter-based feature selection methods for monthly streamflow forecasting – Three case studies on CAMELS data sets	46
Critical review of measures and decision support tools for groundwater nitrate management: A surface-to-groundwater profile perspective	46
Short-term flood probability density forecasting using a conceptual hydrological model with machine learning techniques	45
Short-term rainfall forecasting using cumulative precipitation fields from station data: a probabilistic machine learning approach	45
Understanding the relationship between rainfall and flood probabilities through combined intensity-duration-frequency analysis	45
Temporal and spatial variations in the terrestrial water storage across Central Asia based on multiple satellite datasets and global hydrological models	45
Analyzing farmers' drought risk management behavior: Evidence from Iran	45
Data-driven models for accurate groundwater level prediction and their practical significance in groundwater management	45
Water and sediment yield response to extreme rainfall events in a complex large river basin: A case study of the Yellow River Basin, China	45
Classification and trends in intermittent river flow regimes in Australia, northwestern Europe and USA: A global perspective	45
Simulation of karst spring discharge using a combination of time–frequency analysis methods and long short-term memory neural networks	45
Dissolved oxygen concentration predictions for running waters with different land use land cover using a quantile regression forest machine learning technique	45
Hydrological evaluation of merged satellite precipitation datasets for streamflow simulation using SWAT: A case study of Potohar Plateau, Pakistan	44
A systematic bibliometric review of optimization and resilience within low impact development stormwater management practices	44
Hydrochemical and isotopic interpretation of interactions between surface water and groundwater in Delingha, Northwest China	44
Climate change and its impact on the projected values of groundwater recharge: A review	44
A novel water body extraction neural network (WBE-NN) for optical high-resolution multispectral imagery	44
Dynamic variations in soil moisture in an epikarst fissure in the karst rocky desertification area	44
Future projection of seasonal drought characteristics using CMIP6 in the Lancang-Mekong River Basin	44
Comprehensive evaluation of precipitation datasets over Iran	44
Soil water retention in alpine meadows under different degradation stages on the northeastern Qinghai-Tibet Plateau	44
Multi-objective optimization for stormwater management by green-roofs and infiltration trenches to reduce urban flooding in central Delhi	44
A robust deep learning workflow to predict multiphase flow behavior during geological C<	44
Flow resistance of floodplain vegetation mixtures for modelling river flows	44
A novel deep neural network architecture for real-time water demand forecasting	44
Directed graph deep neural network for multi-step daily streamflow forecasting	43
Assessment of groundwater quality in a Brazilian semiarid basin using an integration of GIS, water quality index and multivariate statistical techniques	43
Mechanisms of nitrate accumulation in highly urbanized rivers: Evidence from multi-isotopes in the Pearl River Delta, China	43
Analysis of the impact of the South-to-North water diversion project on water balance and land subsidence in Beijing, China between 2007 and 2020	43
Soil infiltration properties affected by typical plant communities on steep gully slopes on the Loess Plateau of China	43
Using t-distributed Stochastic Neighbor Embedding (t-SNE) for cluster analysis and spatial zone delineation of groundwater geochemistry data	43
Combining two-stage decomposition based machine learning methods for annual runoff forecasting	43
Seamless downscaling of the ESA CCI soil moisture data at the daily scale with MODIS land products	42
Using a linear discriminant analysis (LDA)-based nomenclature system and self-organizing maps (SOM) for spatiotemporal assessment of groundwater quality in a coastal aquifer	42
Effects of the morphological characteristics of plants on rainfall interception and kinetic energy	42
The development of groundwater research in the past 40 years: A burgeoning trend in groundwater depletion and sustainable management	42
Application of a modern multi-level ensemble approach for the estimation of critical shear stress in cohesive sediment mixture	42
Soil erosion in future scenario using CMIP5 models and earth observation datasets	42
Development and testing of a modified SWAT model based on slope condition and precipitation intensity	42
Coupling random forest and inverse distance weighting to generate climate surfaces of precipitation and temperature with Multiple-Covariates	42
Variations of groundwater storage in different basins of China over recent decades	42
Embedding machine learning techniques into a conceptual model to improve monthly runoff simulation: A nested hybrid rainfall-runoff modeling	42
Evaluation of nine sub-daily soil moisture model products over China using high-resolution in situ observations	42
Short-term runoff prediction using deep learning multi-dimensional ensemble method	42
Satellite observed spatiotemporal variability of snow cover and snow phenology over high mountain Asia from 2002 to 2021	41
Multi-station runoff-sediment modeling using seasonal LSTM models	41
Flood vulnerability and resilience assessment in China based on super-efficiency DEA and SBM-DEA methods	41
Separating the effects of climate change and human activities on drought propagation via a natural and human-impacted catchment comparison method	41
Bayesian convolutional neural networks for predicting the terrestrial water storage anomalies during GRACE and GRACE-FO gap	41
Hydraulic modelling of inland urban flooding: Recent advances	41
Climate change impact assessment on pluvial flooding using a distribution-based bias correction of regional climate model simulations	41
Forty-year water body changes in Poyang Lake and the ecological impacts based on Landsat and HJ-1 A/B observations	41
Identification of the long-term variations of groundwater and their governing factors based on hydrochemical and isotopic data in a river basin	41
Is HEC-RAS 2D accurate enough for storm-event hazard assessment? Lessons learnt from a benchmarking study based on rain-on-grid modelling	41
Process-oriented SWMM real-time correction and urban flood dynamic simulation	41
A framework for ‘Inclusive Multiple Modelling’ with critical views on modelling practices – Applications to modelling water levels of Caspian Sea and Lakes Urmia and Van	41
The influence of connected heterogeneity on groundwater flow and salinity distributions in coastal volcanic aquifers	40
A large-scale comparison of Artificial Intelligence and Data Mining (AI&DM) techniques in simulating reservoir releases over the Upper Colorado Region	40
Deep learning emulators for groundwater contaminant transport modelling	40
The interactions between hydrological drought evolution and precipitation-streamflow relationship	40
Emerging organic contaminants in karst groundwater: A global level assessment	40
Automatic gap-filling of daily streamflow time series in data-scarce regions using a machine learning algorithm	39
Estimating seasonal water budgets in global lakes by using multi-source remote sensing measurements	39
Estimation of spatio-temporal groundwater storage variations in the Lower Transboundary Indus Basin using GRACE satellite	39
Activation soil moisture accounting (ASMA) for runoff estimation using soil conservation service curve number (SCS-CN) method	39
Short-term generation scheduling of cascade hydropower plants with strong hydraulic coupling and head-dependent prohibited operating zones	39