Long lead time drought forecasting using lagged climate variables and a stacked long short-term memory model

Flash droughts present a new challenge for subseasonal-to-seasonal prediction

(2020) Angeline G. Pendergrass et al.   Nature Climate Change

Prediction of droughts over Pakistan using machine learning algorithms

(2020) Najeebullah Khan et al.   ADVANCES IN WATER RESOURCES

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

Temporal Hydrological Drought Index Forecasting for New South Wales, Australia Using Machine Learning Approaches

(2020) Abhirup Dikshit et al.   Atmosphere

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

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

Pathways and challenges of the application of artificial intelligence to geohazards modelling

(2020) Abhirup Dikshit et al.   GONDWANA RESEARCH

Short-term runoff prediction with GRU and LSTM networks without requiring time step optimization during sample generation

(2020) Shuai Gao et al.   JOURNAL OF HYDROLOGY

Drought indices and indicators revisited

(2019) Yohannes Yihdego et al.   Arabian Journal of Geosciences

Improved prediction of daily pan evaporation using Deep-LSTM model

(2019) Babita Majhi et al.   NEURAL COMPUTING & APPLICATIONS

Deep learning and process understanding for data-driven Earth system science

(2019) Markus Reichstein et al.   NATURE

Machine learning-based integration of remotely-sensed drought factors can improve the estimation of agricultural drought in South-Eastern Australia

(2019) Puyu Feng et al.   AGRICULTURAL SYSTEMS

Drought prediction based on SPI and SPEI with varying timescales using LSTM recurrent neural network

(2019) S. Poornima et al.   SOFT COMPUTING

A review of environmental droughts: Increased risk under global warming?

(2019) Sergio M. Vicente-Serrano et al.   EARTH-SCIENCE REVIEWS

Deep learning for multi-year ENSO forecasts

(2019) Yoo-Geun Ham et al.   NATURE

Short and mid-term sea surface temperature prediction using time-series satellite data and LSTM-AdaBoost combination approach

(2019) Changjiang Xiao et al.   REMOTE SENSING OF ENVIRONMENT

A fusion-based methodology for meteorological drought estimation using remote sensing data

(2018) Mohammad Reza Alizadeh et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of renewable energy and built environment-related variables using neural networks – A review

(2018) Eugénio Rodrigues et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Seasonal Drought Prediction: Advances, Challenges, and Future Prospects

(2018) Zengchao Hao et al.   REVIEWS OF GEOPHYSICS

A Review of Global Precipitation Data Sets: Data Sources, Estimation, and Intercomparisons

(2018) Qiaohong Sun et al.   REVIEWS OF GEOPHYSICS

Radiation efficiency and nitrogen fertilizer impacts on sunflower crop in contrasting environments of Punjab, Pakistan

(2017) Wajid Nasim et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Humans have already increased the risk of major disruptions to Pacific rainfall

(2017) Scott B. Power et al.   Nature Communications

Improved sub-seasonal meteorological forecast skill using weighted multi-model ensemble simulations

(2016) Niko Wanders et al.   Environmental Research Letters

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

Application of the Artificial Neural Network model for prediction of monthly Standardized Precipitation and Evapotranspiration Index using hydrometeorological parameters and climate indices in eastern Australia

(2015) Ravinesh C. Deo et al.   ATMOSPHERIC RESEARCH

Seasonal rainfall forecasting by adaptive network-based fuzzy inference system (ANFIS) using large scale climate signals

(2015) F. Mekanik et al.   CLIMATE DYNAMICS

Remote sensing of drought: Progress, challenges and opportunities

(2015) A. AghaKouchak et al.   REVIEWS OF GEOPHYSICS

Association of climate drivers with rainfall in New South Wales, Australia, using Bayesian Model Averaging

(2015) Hiep Nguyen Duc et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Regional Frequency Analysis of Droughts in China: A Multivariate Perspective

(2015) Qiang Zhang et al.   WATER RESOURCES MANAGEMENT

Hydrological drought explained

(2015) Anne F. Van Loon   Wiley Interdisciplinary Reviews-Water

Did Climate Change–Induced Rainfall Trends Contribute to the Australian Millennium Drought?

(2014) Wenju Cai et al.   JOURNAL OF CLIMATE

Atmosphere and Ocean Origins of North American Droughts

(2014) Richard Seager et al.   JOURNAL OF CLIMATE

Input selection and optimisation for monthly rainfall forecasting in Queensland, Australia, using artificial neural networks

(2013) John Abbot et al.   ATMOSPHERIC RESEARCH

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

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

The impracticality of a universal drought definition

(2013) Benjamin Lloyd-Hughes   THEORETICAL AND APPLIED CLIMATOLOGY

Performance of Drought Indices for Ecological, Agricultural, and Hydrological Applications

(2012) Sergio M. Vicente-Serrano et al.   Earth Interactions

A review and comparison of strategies for multi-step ahead time series forecasting based on the NN5 forecasting competition

(2012) Souhaib Ben Taieb et al.   EXPERT SYSTEMS WITH APPLICATIONS

Merging Seasonal Rainfall Forecasts from Multiple Statistical Models through Bayesian Model Averaging

(2012) Q. J. Wang et al.   JOURNAL OF CLIMATE

Artificial Neural Network–Based Drought Forecasting Using a Nonlinear Aggregated Drought Index

(2012) S. Barua et al.   JOURNAL OF HYDROLOGIC ENGINEERING

Forecasting Drought Using the Agricultural Reference Index for Drought (ARID): A Case Study

(2012) Prem Woli et al.   WEATHER AND FORECASTING

On the long-term context of the 1997–2009 ‘Big Dry’ in South-Eastern Australia: insights from a 206-year multi-proxy rainfall reconstruction

(2011) Joëlle Gergis et al.   CLIMATIC CHANGE

A review of drought indices

(2011) Amin Zargar et al.   ENVIRONMENTAL REVIEWS

Drought modeling – A review

(2011) Ashok K. Mishra et al.   JOURNAL OF HYDROLOGY

Long Lead Time Drought Forecasting Using a Wavelet and Fuzzy Logic Combination Model: A Case Study in Texas

(2011) Mehmet Özger et al.   JOURNAL OF HYDROMETEOROLOGY

A review of drought concepts

(2010) Ashok K. Mishra et al.   JOURNAL OF HYDROLOGY

What causes southeast Australia's worst droughts?

(2009) Caroline C. Ummenhofer et al.   GEOPHYSICAL RESEARCH LETTERS

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

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

Drought forecasting based on the remote sensing data using ARIMA models

(2009) Ping Han et al.   MATHEMATICAL AND COMPUTER MODELLING

On the Remote Drivers of Rainfall Variability in Australia

(2009) James S. Risbey et al.   MONTHLY WEATHER REVIEW

Droughts

(2008) Giorgos Kallis   Annual Review of Environment and Resources