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An Explainable Deep Learning Framework for Sub-Seasonal to Seasonal Agricultural Drought Prediction Over India

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Combined use of meteorological drought indices at multi-time scales for improving hydrological drought detection
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Flash droughts present a new challenge for subseasonal-to-seasonal prediction
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Drought self-propagation in drylands due to land–atmosphere feedbacks
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Agricultural drought over water-scarce Central Asia aggravated by internal climate variability
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Unsupervised Pre-training of a Deep LSTM-based Stacked Autoencoder for Multivariate Time Series Forecasting Problems
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Multifractal characterization of meteorological to agricultural drought propagation over India
inferredcites →https://doi.org/10.1038/s41612-022-00281-3openalex-snapshot
Predictability of South-Asian monsoon rainfall beyond the legacy of Tropical Ocean Global Atmosphere program (TOGA)
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TerraClimate, a high-resolution global dataset of monthly climate and climatic water balance from 1958–2015
inferredcites →https://doi.org/10.1073/pnas.1119150109openalex-snapshot
A prominent pattern of year-to-year variability in Indian Summer Monsoon Rainfall
inferredcites →https://doi.org/10.1073/pnas.1904955116openalex-snapshot
Land–atmosphere feedbacks exacerbate concurrent soil drought and atmospheric aridity
inferredcites →https://doi.org/10.1088/2515-7620/acde3aopenalex-snapshot
Dynamical influence of MJO phases on the onset of Indian monsoon
inferredcites →https://doi.org/10.1111/nph.16485openalex-snapshot
Plant responses to rising vapor pressure deficit
inferredcites →https://doi.org/10.1111/nyas.13912openalex-snapshot
Land–atmospheric feedbacks during droughts and heatwaves: state of the science and current challenges
inferredcites →https://doi.org/10.1126/science.aay6043openalex-snapshot
Indian monsoon derailed by a North Atlantic wavetrain
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1175/2011jcli3733.1openalex-snapshot
Soil Moisture Drought in China, 1950–2006
inferredcites →https://doi.org/10.1175/bams-d-18-0270.1openalex-snapshot
The Subseasonal Experiment (SubX): A Multimodel Subseasonal Prediction Experiment
inferredcites →https://doi.org/10.1175/jhm-d-23-0171.1openalex-snapshot
Unraveling Subseasonal Drought Dynamics in India: Insights from NCMRWF Extended Range Prediction System
inferredcites →https://doi.org/10.1175/jhm450.1openalex-snapshot
Twentieth-Century Drought in the Conterminous United States
inferredcites →https://doi.org/10.3390/agriculture13050971openalex-snapshot
Interpreting Conv-LSTM for Spatio-Temporal Soil Moisture Prediction in China
inferredcites →https://doi.org/10.3390/rs13112059openalex-snapshot
Remote Sensing Indices for Spatial Monitoring of Agricultural Drought in South Asian Countries
inferredcites →https://doi.org/10.3390/w15030592openalex-snapshot
Rainfall Forecast and Drought Analysis for Recent and Forthcoming Years in India
inferredcites →https://doi.org/10.3390/w15112032openalex-snapshot
Multi-Scale Analysis of Agricultural Drought Propagation on the Iberian Peninsula Using Non-Parametric Indices
inferredcites →https://doi.org/10.5194/essd-15-5449-2023openalex-snapshot
Global high-resolution drought indices for 1981–2022
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Global land-surface evaporation estimated from satellite-based observations
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Short to sub-seasonal hydrologic forecast to manage water and agricultural resources in India
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Combined impacts of ENSO and MJO on the 2015 growing season drought on the Canadian Prairies
inferredcites →https://doi.org/10.5194/hess-25-17-2021openalex-snapshot
Evaluation of 18 satellite- and model-based soil moisture products using in situ measurements from 826 sensors
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Seasonal forecasting of local-scale soil moisture droughts with Global BROOK90: a case study of the European drought of 2018
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Pacific Decadal Oscillation-driven interdecadal variability of snowfall over the Karakoram and the Western Himalayas
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