Robust Meteorological Drought Prediction Using Antecedent SST Fluctuations and Machine Learning

Annual Streamflow Time Series Prediction Using Extreme Learning Machine Based on Gravitational Search Algorithm and Variational Mode Decomposition

(2020) Wen-jing Niu et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Complete ensemble empirical mode decomposition hybridized with random forest and kernel ridge regression model for monthly rainfall forecasts

(2020) Mumtaz Ali et al.   JOURNAL OF HYDROLOGY

Toward Monitoring Short-Term Droughts Using a Novel Daily Scale, Standardized Antecedent Precipitation Evapotranspiration Index

(2020) Jun Li et al.   JOURNAL OF HYDROMETEOROLOGY

Large contribution from anthropogenic warming to an emerging North American megadrought

(2020) A. Park Williams et al.   SCIENCE

Prediction of Flash Droughts over the United States

(2020) Kingtse C. Mo et al.   JOURNAL OF HYDROMETEOROLOGY

Using large-scale climate drivers to forecast meteorological drought condition in growing season across the Australian wheatbelt

(2020) Puyu Feng et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Short-Term Spatio-Temporal Drought Forecasting Using Random Forests Model at New South Wales, Australia

(2020) Abhirup Dikshit et al.   Applied Sciences-Basel

Drought and flood characterization and connection to climate variability in Pearl River Basin, Southern China using long-term GRACE and reanalysis data

(2020) Zhiyong Huang et al.   JOURNAL OF CLIMATE

Insight from CMIP6 SSP-RCP scenarios for future drought characteristics in China

(2020) Buda Su et al.   ATMOSPHERIC RESEARCH

Multicomponent Satellite Assessment of Drought Severity in the Contiguous United States From 2002 to 2017 Using AMSR‐E and AMSR2

(2019) J. Du et al.   WATER RESOURCES RESEARCH

Potential of pan-European seasonal hydro-meteorological drought forecasts obtained from a Multi-Hazard Early Warning System

(2019) Samuel Jonson Sutanto et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Monthly Electricity Consumption Forecasting Method Based on X12 and STL Decomposition Model in an Integrated Energy System

(2019) Tianhe Sun et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Analysis of the atmospheric circulation pattern effects over SPEI drought index in Spain

(2019) Antonio Manzano et al.   ATMOSPHERIC RESEARCH

Evaluating skill and robustness of seasonal meteorological and hydrological drought forecasts at the catchment scale – Case Catalonia (Spain)

(2019) Theresa C. Van Hateren et al.   ENVIRONMENT INTERNATIONAL

Postprocessing Next-Day Ensemble Probabilistic Precipitation Forecasts Using Random Forests

(2019) Eric D. Loken et al.   WEATHER AND FORECASTING

Modeling urban coastal flood severity from crowd-sourced flood reports using Poisson regression and Random Forest

(2018) J.M. Sadler et al.   JOURNAL OF HYDROLOGY

A comparison of large-scale climate signals and the North American Multi-Model Ensemble (NMME) for drought prediction in China

(2018) Lei Xu et al.   JOURNAL OF HYDROLOGY

Seasonal Drought Prediction: Advances, Challenges, and Future Prospects

(2018) Zengchao Hao et al.   REVIEWS OF GEOPHYSICS

Prediction of Drought on Pentad Scale Using Remote Sensing Data and MJO Index through Random Forest over East Asia

(2018) Seonyoung Park et al.   Remote Sensing

Summer drought predictability over Europe: empirical versus dynamical forecasts

(2017) Marco Turco et al.   Environmental Research Letters

Timescale differences between SC-PDSI and SPEI for drought monitoring in China

(2017) Haiyan Zhao et al.   PHYSICS AND CHEMISTRY OF THE EARTH

Spatial prediction of flood susceptibility using random-forest and boosted-tree models in Seoul metropolitan city, Korea

(2017) Sunmin Lee et al.   Geomatics Natural Hazards & Risk

Moisture Transport Anomalies over the Danube River Basin during Two Drought Events: A Lagrangian Analysis

(2017) Milica Stojanovic et al.   Atmosphere

Living with drought in South Africa: lessons learnt from the recent El Niño drought period

(2017) Marie-Ange Baudoin et al.   International Journal of Disaster Risk Reduction

Global Meteorological Drought: A Synthesis of Current Understanding with a Focus on SST Drivers of Precipitation Deficits

(2016) Siegfried D. Schubert et al.   JOURNAL OF CLIMATE

Forecasting daily streamflow using online sequential extreme learning machines

(2016) Aranildo R. Lima et al.   JOURNAL OF HYDROLOGY

Review of dependence modeling in hydrology and water resources

(2016) Zengchao Hao et al.   PROGRESS IN PHYSICAL GEOGRAPHY

A hybrid statistical-dynamical framework for meteorological drought prediction: Application to the southwestern United States

(2016) Shahrbanou Madadgar et al.   WATER RESOURCES RESEARCH

Drought Forecasting with Vegetation Temperature Condition Index Using ARIMA Models in the Guanzhong Plain

(2016) Miao Tian et al.   Remote Sensing

Nonlinear regression in environmental sciences using extreme learning machines: A comparative evaluation

(2015) Aranildo R. Lima et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Probabilistic forecasting of drought class transitions in Sicily (Italy) using Standardized Precipitation Index and North Atlantic Oscillation Index

(2015) Brunella Bonaccorso et al.   JOURNAL OF HYDROLOGY

Monthly discharge forecasting using wavelet neural networks with extreme learning machine

(2014) BaoJian Li et al.   Science China-Technological Sciences

The Role of Large-Scale Climate Modes in Regional Streamflow Variability and Implications for Water Supply Forecasting: A Case Study of the Canadian Columbia River Basin

(2013) Adam K. Gobena et al.   ATMOSPHERE-OCEAN

Hydro-climatic forecasting using sea surface temperatures: methodology and application for the southeast US

(2013) Chia-Jeng Chen et al.   CLIMATE DYNAMICS

Standardized precipitation evapotranspiration index (SPEI) revisited: parameter fitting, evapotranspiration models, tools, datasets and drought monitoring

(2013) Santiago Beguería et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset

(2013) I. Harris et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Long-term SPI drought forecasting in the Awash River Basin in Ethiopia using wavelet neural network and wavelet support vector regression models

(2013) A. Belayneh et al.   JOURNAL OF HYDROLOGY

Simulating Hydrological Drought Properties at Different Spatial Units in the United States Based on Wavelet–Bayesian Regression Approach

(2012) Ashok K. Mishra et al.   Earth Interactions

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Daily streamflow forecasting by machine learning methods with weather and climate inputs

(2011) Kabir Rasouli et al.   JOURNAL OF HYDROLOGY

Deriving meteorological variables from numerical weather prediction model output: A nearest neighbor approach

(2011) Getnet Y. Muluye   WATER RESOURCES RESEARCH

Teleconnections between Ethiopian summer rainfall and sea surface temperature: part II. Seasonal forecasting

(2010) G. T. Diro et al.   CLIMATE DYNAMICS

Teleconnections between Ethiopian summer rainfall and sea surface temperature: part I—observation and modelling

(2010) G. T. Diro et al.   CLIMATE DYNAMICS

Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions

(2010) Holger R. Maier et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Drought under global warming: a review

(2010) Aiguo Dai   Wiley Interdisciplinary Reviews-Climate Change

A Multiscalar Drought Index Sensitive to Global Warming: The Standardized Precipitation Evapotranspiration Index

(2009) Sergio M. Vicente-Serrano et al.   JOURNAL OF CLIMATE

Detecting trend and seasonal changes in satellite image time series

(2009) Jan Verbesselt et al.   REMOTE SENSING OF ENVIRONMENT