Research graph
References from Machine learning-enhanced game theory composite drought index for reliable drought monitoring and forecasting in cold Mediterranean mountain climates. Local targets link to admitted publications; unresolved targets remain external evidence.
Monitoring annual meteorological drought in arid and semi-arid watersheds by SPI12 drought index and spatial autocorrelation pattern analysis: a case study of the Khuzestan province, Southwest Iran
10.1007/s40899-024-01142-y · 2024 · External reference
Toward impact-based monitoring of drought and its cascading hazards
10.1038/s43017-023-00457-2 · 2023 · External reference
Correcting Thornthwaite potential evapotranspiration using a global grid of local coefficients to support temperature-based estimations of reference evapotranspiration and aridity indices
10.5194/essd-14-163-2022 · 2022 · External reference
A game-theoretic model of water theft during a drought
10.1016/j.agwat.2021.107044 · 2021 · External reference
Estimating drought risk across Europe from reported drought impacts, drought indices, and vulnerability factors
10.5194/hess-20-2779-2016 · 2016 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Xgboost: a scalable tree boosting system
2016 · External reference
Drought forecasting in eastern Australia using multivariate adaptive regression spline, least square support vector machine and M5Tree model
10.1016/j.atmosres.2016.10.004 · 2017 · External reference
Do extreme climate events impact oak decline phenomenon in the Zagros region, Western Iran?
2026 · External reference
Multivariate standardized drought index: a parametric multi-index model
10.1016/j.advwatres.2013.03.009 · 2013 · External reference
Spatio-temporal characteristics of drought structure across China using an integrated drought index
10.1016/j.agwat.2019.03.053 · 2019 · External reference
Bringing facilitated industrial symbiosis and game theory together to strengthen waste exchange in industrial parks
10.1016/j.scitotenv.2021.145400 · 2021 · External reference
Unresolved reference
1975 · External reference
Examining the effects of meteorological drought variability on rainfed cultivation yields in Iran
10.1007/s00704-024-05013-6 · 2024 · External reference
A multi-objective risk-based game theoretic approach to reservoir operation policy in potential future drought condition
10.1007/s11269-019-02223-w · 2019 · External reference
Minimum, maximum, and mean annual temperatures, relative humidity, and precipitation trends in arid and semi-arid regions of Iran
10.1007/s12517-009-0113-6 · 2011 · External reference
Trend detection of drought in arid and semi-arid regions of Iran based on implementation of reconnaissance drought index (RDI) and application of non-parametrical statistical method
10.1007/s11269-014-0558-6 · 2014 · External reference
Comparison of SPI and SPEI applicability for drought impact assessment on crop production in the Danubian Lowland and the East Slovakian Lowland
10.1007/s00704-016-1870-2 · 2017 · External reference
A fuzzy comprehensive evaluation model for flood risk based on the combination weight of game theory
10.1007/s11069-015-1645-6 · 2015 · External reference
Robust meteorological drought prediction using antecedent SST fluctuations and machine learning
10.1029/2020wr029413 · 2021 · External reference
Spatiotemporal variations of drought and their teleconnections with large-scale climate indices over the Poyang Lake Basin, China
2020 · External reference
On the mechanisms of two composite methods for construction of multivariate drought indices
10.1016/j.scitotenv.2018.07.273 · 2019 · External reference
Analysis of precipitation and drought trends by a modified Mann–Kendall method: a case study of Lorestan province, Iran
10.2166/ws.2023.068 · 2023 · External reference
Drought monitoring and prediction using SPI, SPEI, and random forest model in various climates of Iran
10.2166/wcc.2021.287 · 2022 · External reference
Unresolved reference
1967 · External reference
Nonparametric tests against trend
10.2307/1907187 · 1945 · External reference
Global drought extremes in 2025: climate chronicles
2026 · External reference
Drought modeling — a review
10.1016/j.jhydrol.2011.03.049 · 2011 · External reference
Rainfall trends analysis of Iran in the last half of the twentieth century
10.1029/2008jd010707 · 2009 · External reference
Comparison of seven meteorological indices for drought monitoring in Iran
10.1002/joc.1264 · 2007 · External reference
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region
10.1016/j.atmosres.2018.05.012 · 2018 · External reference
ERA5-Land: a state-of-the-art global reanalysis dataset for land applications
10.5194/essd-13-4349-2021 · 2021 · External reference
Drought propagation in semi-arid river basins in Latin America: lessons from Mexico to the Southern Cone
10.3390/w10111564 · 2018 · External reference
Prediction of severe drought area based on random forest using meteorological and environmental data
2019 · External reference
Identification of homogeneous areas for drought frequency analysis
2017 · External reference
Spatial patterns and temporal variability of drought in western Iran
10.1007/s11269-008-9282-4 · 2009 · External reference
Spatial patterns and temporal trends of precipitation in Iran
10.1007/s00704-013-0919-8 · 2014 · External reference
Silhouettes: a graphical aid to the interpretation and validation of cluster analysis
10.1016/0377-0427(87)90125-7 · 1987 · External reference
Predictive drivers and transferability of multi-scale machine learning based crop yield prediction under drought across European and Asian climates
10.1016/j.agwat.2026.110254 · 2026 · External reference
Spatial and temporal variability of droughts in Portugal
10.1029/2009wr008071 · 2010 · External reference
A framework for early-season crop yield prediction using machine learning and drought conditions in the southeastern United States
10.1016/j.farsys.2026.100224 · 2026 · External reference
Temporal variability of precipitation over Iran: 1966–2005
10.1016/j.jhydrol.2010.11.034 · 2011 · External reference
Temporal trends and spatial characteristics of drought and rainfall in arid and semiarid regions of Iran
10.1002/hyp.8460 · 2012 · External reference
Quantitative analysis of input data uncertainty for SPI and SPEI in peninsular Malaysia based on the bootstrap method
10.1080/02626667.2023.2232348 · 2023 · External reference
An approach toward a rational classification of climate
10.2307/210739 · 1948 · External reference
Drought monitoring and analysis: standardised precipitation evapotranspiration index (SPEI) and standardised precipitation index (SPI)
10.1016/j.pce.2018.07.001 · 2018 · External reference
How climate seasonality modifies drought duration and deficit
10.1002/2013jd020383 · 2014 · External reference
A multiscalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index
10.1175/2009jcli2909.1 · 2010 · External reference
Copula-based joint drought index using precipitation, NDVI, and runoff and its application in the Yangtze River Basin, China
10.3390/rs15184484 · 2023 · External reference
Copula-based Joint Drought Index using SPI and EDDI and its application to climate change
10.1016/j.scitotenv.2020.140701 · 2020 · External reference
Applicability of a CEEMD–ARIMA combined model for drought forecasting: a case study in the Ningxia Hui Autonomous Region
10.3390/atmos13071109 · 2022 · External reference
Unsupervised clustering of forest response to drought stress in Zululand region, South Africa
10.3390/f10070531 · 2019 · External reference
Spatial and temporal characteristics of drought and its correlation with climate indices in Northeast China
10.1371/journal.pone.0259774 · 2021 · External reference
Droughts across China: drought factors, prediction and impacts
10.1016/j.scitotenv.2021.150018 · 2022 · External reference
Drought propagation under global warming: characteristics, approaches, processes, and controlling factors
2022 · External reference
Assessment of drought evolution characteristics based on a nonparametric and trivariate integrated drought index
10.1016/j.jhydrol.2019.124230 · 2019 · External reference
GTDI: a game-theory-based integrated drought index implying hazard-causing and hazard-bearing impact change
10.5194/nhess-24-3479-2024 · 2024 · External reference
Establishment of agricultural drought loss models: a comparison of statistical methods
10.1016/j.ecolind.2020.106084 · 2020 · External reference
How climate seasonality modifies drought duration and deficit
10.1002/2013jd020383 · ExternalCitation · doi-reference
Temporal trends and spatial characteristics of drought and rainfall in arid and semiarid regions of Iran
10.1002/hyp.8460 · ExternalCitation · doi-reference
Comparison of seven meteorological indices for drought monitoring in Iran
10.1002/joc.1264 · ExternalCitation · doi-reference
Spatial patterns and temporal trends of precipitation in Iran
10.1007/s00704-013-0919-8 · ExternalCitation · doi-reference
Comparison of SPI and SPEI applicability for drought impact assessment on crop production in the Danubian Lowland and the East Slovakian Lowland
10.1007/s00704-016-1870-2 · ExternalCitation · doi-reference
Examining the effects of meteorological drought variability on rainfed cultivation yields in Iran
10.1007/s00704-024-05013-6 · ExternalCitation · doi-reference
A fuzzy comprehensive evaluation model for flood risk based on the combination weight of game theory
10.1007/s11069-015-1645-6 · ExternalCitation · doi-reference
Spatial patterns and temporal variability of drought in western Iran
10.1007/s11269-008-9282-4 · ExternalCitation · doi-reference
Trend detection of drought in arid and semi-arid regions of Iran based on implementation of reconnaissance drought index (RDI) and application of non-parametrical statistical method
10.1007/s11269-014-0558-6 · ExternalCitation · doi-reference
A multi-objective risk-based game theoretic approach to reservoir operation policy in potential future drought condition
10.1007/s11269-019-02223-w · ExternalCitation · doi-reference
Minimum, maximum, and mean annual temperatures, relative humidity, and precipitation trends in arid and semi-arid regions of Iran
10.1007/s12517-009-0113-6 · ExternalCitation · doi-reference
Monitoring annual meteorological drought in arid and semi-arid watersheds by SPI12 drought index and spatial autocorrelation pattern analysis: a case study of the Khuzestan province, Southwest Iran
10.1007/s40899-024-01142-y · ExternalCitation · doi-reference
Silhouettes: a graphical aid to the interpretation and validation of cluster analysis
10.1016/0377-0427(87)90125-7 · ExternalCitation · doi-reference
Multivariate standardized drought index: a parametric multi-index model
10.1016/j.advwatres.2013.03.009 · ExternalCitation · doi-reference
Spatio-temporal characteristics of drought structure across China using an integrated drought index
10.1016/j.agwat.2019.03.053 · ExternalCitation · doi-reference
A game-theoretic model of water theft during a drought
10.1016/j.agwat.2021.107044 · ExternalCitation · doi-reference
Predictive drivers and transferability of multi-scale machine learning based crop yield prediction under drought across European and Asian climates
10.1016/j.agwat.2026.110254 · ExternalCitation · doi-reference
Drought forecasting in eastern Australia using multivariate adaptive regression spline, least square support vector machine and M5Tree model
10.1016/j.atmosres.2016.10.004 · ExternalCitation · doi-reference
Input selection and data-driven model performance optimization to predict the Standardized Precipitation and Evaporation Index in a drought-prone region
10.1016/j.atmosres.2018.05.012 · ExternalCitation · doi-reference
Establishment of agricultural drought loss models: a comparison of statistical methods
10.1016/j.ecolind.2020.106084 · ExternalCitation · doi-reference
A framework for early-season crop yield prediction using machine learning and drought conditions in the southeastern United States
10.1016/j.farsys.2026.100224 · ExternalCitation · doi-reference
Temporal variability of precipitation over Iran: 1966–2005
10.1016/j.jhydrol.2010.11.034 · ExternalCitation · doi-reference
Drought modeling — a review
10.1016/j.jhydrol.2011.03.049 · ExternalCitation · doi-reference
Assessment of drought evolution characteristics based on a nonparametric and trivariate integrated drought index
10.1016/j.jhydrol.2019.124230 · ExternalCitation · doi-reference
Drought monitoring and analysis: standardised precipitation evapotranspiration index (SPEI) and standardised precipitation index (SPI)
10.1016/j.pce.2018.07.001 · ExternalCitation · doi-reference
On the mechanisms of two composite methods for construction of multivariate drought indices
10.1016/j.scitotenv.2018.07.273 · ExternalCitation · doi-reference
Copula-based Joint Drought Index using SPI and EDDI and its application to climate change
10.1016/j.scitotenv.2020.140701 · ExternalCitation · doi-reference
Bringing facilitated industrial symbiosis and game theory together to strengthen waste exchange in industrial parks
10.1016/j.scitotenv.2021.145400 · ExternalCitation · doi-reference
Droughts across China: drought factors, prediction and impacts
10.1016/j.scitotenv.2021.150018 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
Rainfall trends analysis of Iran in the last half of the twentieth century
10.1029/2008jd010707 · ExternalCitation · doi-reference
Spatial and temporal variability of droughts in Portugal
10.1029/2009wr008071 · ExternalCitation · doi-reference
Robust meteorological drought prediction using antecedent SST fluctuations and machine learning
10.1029/2020wr029413 · ExternalCitation · doi-reference
Toward impact-based monitoring of drought and its cascading hazards
10.1038/s43017-023-00457-2 · ExternalCitation · doi-reference
Quantitative analysis of input data uncertainty for SPI and SPEI in peninsular Malaysia based on the bootstrap method
10.1080/02626667.2023.2232348 · ExternalCitation · doi-reference
A multiscalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index
10.1175/2009jcli2909.1 · ExternalCitation · doi-reference
Spatial and temporal characteristics of drought and its correlation with climate indices in Northeast China
10.1371/journal.pone.0259774 · ExternalCitation · doi-reference
Drought monitoring and prediction using SPI, SPEI, and random forest model in various climates of Iran
10.2166/wcc.2021.287 · ExternalCitation · doi-reference
Analysis of precipitation and drought trends by a modified Mann–Kendall method: a case study of Lorestan province, Iran
10.2166/ws.2023.068 · ExternalCitation · doi-reference
Nonparametric tests against trend
10.2307/1907187 · ExternalCitation · doi-reference
An approach toward a rational classification of climate
10.2307/210739 · ExternalCitation · doi-reference
Applicability of a CEEMD–ARIMA combined model for drought forecasting: a case study in the Ningxia Hui Autonomous Region
10.3390/atmos13071109 · ExternalCitation · doi-reference
Unsupervised clustering of forest response to drought stress in Zululand region, South Africa
10.3390/f10070531 · ExternalCitation · doi-reference
Copula-based joint drought index using precipitation, NDVI, and runoff and its application in the Yangtze River Basin, China
10.3390/rs15184484 · ExternalCitation · doi-reference
Drought propagation in semi-arid river basins in Latin America: lessons from Mexico to the Southern Cone
10.3390/w10111564 · ExternalCitation · doi-reference
ERA5-Land: a state-of-the-art global reanalysis dataset for land applications
10.5194/essd-13-4349-2021 · ExternalCitation · doi-reference
Correcting Thornthwaite potential evapotranspiration using a global grid of local coefficients to support temperature-based estimations of reference evapotranspiration and aridity indices
10.5194/essd-14-163-2022 · ExternalCitation · doi-reference
Estimating drought risk across Europe from reported drought impacts, drought indices, and vulnerability factors
10.5194/hess-20-2779-2016 · ExternalCitation · doi-reference
GTDI: a game-theory-based integrated drought index implying hazard-causing and hazard-bearing impact change
10.5194/nhess-24-3479-2024 · ExternalCitation · doi-reference
