Articles | Volume 27, issue 2
https://doi.org/10.5194/hess-27-559-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/hess-27-559-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Estimating propagation probability from meteorological to ecological droughts using a hybrid machine learning copula method
Tianliang Jiang
College of Water Resources and Architectural Engineering, Northwest A & F University, Yangling, Shaanxi 712100, China
Key Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas, Northwest A & F University, Yangling, Shaanxi 712100, China
College of Water Resources and Architectural Engineering, Northwest A & F University, Yangling, Shaanxi 712100, China
Key Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas, Northwest A & F University, Yangling, Shaanxi 712100, China
Gengxi Zhang
College of Hydraulic Science and Engineering, Yangzhou University, Yangzhou 225009, China
Te Zhang
College of Water Resources and Architectural Engineering, Northwest A & F University, Yangling, Shaanxi 712100, China
Key Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas, Northwest A & F University, Yangling, Shaanxi 712100, China
Haijiang Wu
College of Water Resources and Architectural Engineering, Northwest A & F University, Yangling, Shaanxi 712100, China
Key Laboratory of Agricultural Soil and Water Engineering in Arid and Semiarid Areas, Northwest A & F University, Yangling, Shaanxi 712100, China
Viewed
Total article views: 4,898 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 01 Apr 2022)
HTML | XML | Total | BibTeX | EndNote | |
---|---|---|---|---|---|
3,668 | 1,149 | 81 | 4,898 | 53 | 71 |
- HTML: 3,668
- PDF: 1,149
- XML: 81
- Total: 4,898
- BibTeX: 53
- EndNote: 71
Total article views: 3,528 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 27 Jan 2023)
HTML | XML | Total | BibTeX | EndNote | |
---|---|---|---|---|---|
2,729 | 747 | 52 | 3,528 | 44 | 59 |
- HTML: 2,729
- PDF: 747
- XML: 52
- Total: 3,528
- BibTeX: 44
- EndNote: 59
Total article views: 1,370 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 01 Apr 2022)
HTML | XML | Total | Supplement | BibTeX | EndNote | |
---|---|---|---|---|---|---|
939 | 402 | 29 | 1,370 | 108 | 9 | 12 |
- HTML: 939
- PDF: 402
- XML: 29
- Total: 1,370
- Supplement: 108
- BibTeX: 9
- EndNote: 12
Viewed (geographical distribution)
Total article views: 4,898 (including HTML, PDF, and XML)
Thereof 4,634 with geography defined
and 264 with unknown origin.
Total article views: 3,528 (including HTML, PDF, and XML)
Thereof 3,371 with geography defined
and 157 with unknown origin.
Total article views: 1,370 (including HTML, PDF, and XML)
Thereof 1,263 with geography defined
and 107 with unknown origin.
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Country | # | Views | % |
---|
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Total: | 0 |
HTML: | 0 |
PDF: | 0 |
XML: | 0 |
- 1
1
Cited
53 citations as recorded by crossref.
- Deep learning model for drought prediction based on large-scale spatial causal network in the Yangtze River Basin H. Dai et al. 10.1016/j.jhydrol.2025.132808
- A new perspective for assessing hydro-meteorological drought relationships at large scale based on causality analysis Z. Zhou et al. 10.1088/1748-9326/acfe1e
- Three-dimensional perspective on the characterization of the spatiotemporal propagation from meteorological to agricultural drought K. Feng et al. 10.1016/j.agrformet.2024.110048
- Research on the Risk of a Multi-Source Hydrological Drought Encounter in the Yangtze River Basin Based on Spatial and Temporal Correlation J. Li & H. Wang 10.3390/w17131986
- Causality-based drought propagation analyses among meteorological drought, hydrologic drought, and water shortage J. Shiau 10.1016/j.scitotenv.2023.164216
- Development of a random-forest-copula-factorial analysis (RFCFA) method for predicting propagation between meteorological and hydrological drought H. Wang et al. 10.1360/nso/20230022
- Derivation of optimal scheduling strategies for large-scale inter-basin water transfer projects considering streamflow wet-dry encounter uncertainty of multiple reservoirs H. Zhong et al. 10.1016/j.jhydrol.2025.133784
- Vegetation greening accelerated the propagation from meteorological to soil droughts in the Loess Plateau from a three-dimensional perspective H. Yang et al. 10.1016/j.jhydrol.2024.132522
- Ecosystems resilience assessment of forest and grassland subjected to ecological drought Y. Han et al. 10.1016/j.ecolind.2025.113437
- Evaluating Ecological Drought Vulnerability from Ecosystem Service Value Perspectives in North China T. Jiang et al. 10.3390/rs16193733
- The Propagation Characteristics of Meteorological Drought to Vegetation Drought Based on Three-Dimensional Clustering Algorithm in China S. Gao et al. 10.3390/agronomy14092067
- Optimizing Crop Spatial Structure to Improve Water Use Efficiency and Ecological Sustainability in Inland River Basin Z. Wu et al. 10.3390/agronomy14081645
- Deciphering the influence of climate change and human activities on the drought propagation W. Zhao et al. 10.1016/j.ejrh.2024.101654
- Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives S. Materia et al. 10.1002/wcc.914
- Temporal and spatial characteristics of ecological drought in the Inland River Basin and its driving factors Z. Zhang et al. 10.1038/s41598-024-76988-5
- Impact of driving factors on drought propagation: perspectives on rainfall deficit and excessive evaporation S. Zhu et al. 10.1007/s00382-025-07618-7
- Spatiotemporal response of agricultural drought to meteorological drought in the upper Hanjiang River Basin from three-dimensional perspective S. Liu et al. 10.1016/j.agrformet.2025.110531
- The patterns, magnitude, and drivers of unprecedented 2022 mega-drought in the Yangtze River Basin, China Y. Liu et al. 10.1088/1748-9326/acfe21
- Investigating multitype drought propagation thresholds across the different climate regions of China Y. Ding et al. 10.1016/j.atmosres.2025.107950
- Characteristics and Lag Time of Meteorological Drought Propagation to Hydrological Drought in the Haihe River Basin K. Liu et al. 10.3390/su17115134
- Diverse vegetation response to meteorological drought from propagation perspective using event matching method Q. Zhao et al. 10.1016/j.jhydrol.2025.132776
- Recent development on drought propagation: A comprehensive review Z. Zhou et al. 10.1016/j.jhydrol.2024.132196
- Meteorological drought migration characteristics based on an improved spatiotemporal structure approach in the Loess Plateau of China M. Nie et al. 10.1016/j.scitotenv.2023.168813
- Probability links between meteorological drought and hydrological drought from a 3D perspective X. Luo et al. 10.1016/j.ejrh.2024.102001
- Spatiotemporal desynchronization in the propagation from meteorological to soil moisture drought in the Loess Plateau, China M. Nie et al. 10.1016/j.ejrh.2024.102025
- A new perspective on socioeconomic drought: a distributed and standardized index F. Meng et al. 10.1088/1748-9326/adba00
- Assessing the dynamics and trigger factors of drought propagation in the China-Pakistan economic corridor: A three-dimensional perspective L. Xie et al. 10.1016/j.jenvman.2024.121730
- Understanding drought propagation through coupling spatiotemporal features using vine copulas: A compound drought perspective G. Yang et al. 10.1016/j.scitotenv.2024.171080
- Compound droughts under climate change in Switzerland C. von Matt et al. 10.5194/nhess-24-1975-2024
- Artificial intelligence-based solutions for climate change: a review L. Chen et al. 10.1007/s10311-023-01617-y
- A framework for identifying propagation from meteorological to ecological drought events Y. Wang et al. 10.1016/j.jhydrol.2023.130142
- Triggering thresholds and influential factors in the propagation of meteorological drought to hydrological drought N. Zhen et al. 10.1016/j.ejrh.2025.102184
- A new multivariate agricultural drought composite index based on random forest algorithm and remote sensing data developed for Sahelian agrosystems I. Hanadé Houmma et al. 10.1080/19475705.2023.2223384
- Bayesian analysis of variance for quantifying multi-factor effects on drought propagation Q. Zhang et al. 10.1016/j.jhydrol.2024.130911
- Multi-reservoirs joint flood control scheduling using a two-layer hedging robust optimization method under uncertain inflows X. Yu et al. 10.1016/j.ejrh.2025.102244
- Determining the response of ecological drought to meteorological and groundwater droughts in Northwest China using a spatio-temporal matching method T. Jiang et al. 10.1016/j.jhydrol.2024.130753
- Identification of dynamic drought propagation from a nonstationary perspective and its application to drought warnings T. Zhang et al. 10.1016/j.jhydrol.2023.130372
- A novel framework for assessing the joint and relative impacts of precipitation and groundwater on ecological drought processes in Northwest China T. Jiang et al. 10.1002/hyp.15289
- Assessment of ecological drought vulnerability of the Qinghai-Tibet Plateau from 2003 to 2022 based on multi-source data J. Lei et al. 10.1016/j.catena.2024.108512
- Drought cascades across multiple systems in Central Asia identified based on the dynamic space–time motion approach L. Tian et al. 10.5194/hess-27-4115-2023
- Quantifying multidimensional drought propagation risks under climate change: A vine-copula Bayesian factorial analysis method H. Wang et al. 10.1016/j.jhydrol.2024.131396
- Influence of large-scale climate indices and regional meteorological elements on drought characteristics in the Luanhe River Basin M. Li et al. 10.1016/j.atmosres.2024.107219
- Spatiotemporal Variability of Precipitation Concentration and Its Rate of Contribution to Meteorological Drought in Mainland China P. Xu et al. 10.1061/JHYEFF.HEENG-6495
- Review article: Towards improved drought prediction in the Mediterranean region – modeling approaches and future directions B. Zellou et al. 10.5194/nhess-23-3543-2023
- Vegetation drought condition index for probabilistic monitoring and forecasting of vegetation drought J. Won et al. 10.1016/j.wace.2025.100786
- The spatiotemporal evolution and propagation characteristics of multiple drought types from a three-dimensional perspective D. Li et al. 10.1016/j.jhydrol.2025.132702
- Comprehensive propagation characteristics between paired meteorological and hydrological drought events: Insights from various underlying surfaces J. Chen et al. 10.1016/j.atmosres.2023.107193
- Attributing spatiotemporal evolution and driving factors of meteorological drought across Yangtze River Basin, China X. Zeng et al. 10.1016/j.atmosres.2025.108155
- Temporal and spatial propagation characteristics of meteorological drought to hydrological drought and influencing factors Z. Wang et al. 10.1016/j.atmosres.2023.107212
- The evaluation of the suitability of potential evapotranspiration models for drought monitoring based on observed pan evaporation and potential evapotranspiration from eddy covariance W. Liu et al. 10.1016/j.jhydrol.2025.133434
- Spatiotemporal propagation of compound drought events in China: an approach combining 3D clustering and daily-scale Extended Convergent Cross Mapping S. Ning et al. 10.1016/j.jhydrol.2025.133837
- Temporal and spatial characteristics of ecological drought in the Inland River Basin and its driving factors Z. Zhang et al. 10.1038/s41598-024-76988-5
- A hybrid ensemble learning merging approach for enhancing the super drought computation over Lake Victoria Basin P. Das et al. 10.1038/s41598-024-61520-6
51 citations as recorded by crossref.
- Deep learning model for drought prediction based on large-scale spatial causal network in the Yangtze River Basin H. Dai et al. 10.1016/j.jhydrol.2025.132808
- A new perspective for assessing hydro-meteorological drought relationships at large scale based on causality analysis Z. Zhou et al. 10.1088/1748-9326/acfe1e
- Three-dimensional perspective on the characterization of the spatiotemporal propagation from meteorological to agricultural drought K. Feng et al. 10.1016/j.agrformet.2024.110048
- Research on the Risk of a Multi-Source Hydrological Drought Encounter in the Yangtze River Basin Based on Spatial and Temporal Correlation J. Li & H. Wang 10.3390/w17131986
- Causality-based drought propagation analyses among meteorological drought, hydrologic drought, and water shortage J. Shiau 10.1016/j.scitotenv.2023.164216
- Development of a random-forest-copula-factorial analysis (RFCFA) method for predicting propagation between meteorological and hydrological drought H. Wang et al. 10.1360/nso/20230022
- Derivation of optimal scheduling strategies for large-scale inter-basin water transfer projects considering streamflow wet-dry encounter uncertainty of multiple reservoirs H. Zhong et al. 10.1016/j.jhydrol.2025.133784
- Vegetation greening accelerated the propagation from meteorological to soil droughts in the Loess Plateau from a three-dimensional perspective H. Yang et al. 10.1016/j.jhydrol.2024.132522
- Ecosystems resilience assessment of forest and grassland subjected to ecological drought Y. Han et al. 10.1016/j.ecolind.2025.113437
- Evaluating Ecological Drought Vulnerability from Ecosystem Service Value Perspectives in North China T. Jiang et al. 10.3390/rs16193733
- The Propagation Characteristics of Meteorological Drought to Vegetation Drought Based on Three-Dimensional Clustering Algorithm in China S. Gao et al. 10.3390/agronomy14092067
- Optimizing Crop Spatial Structure to Improve Water Use Efficiency and Ecological Sustainability in Inland River Basin Z. Wu et al. 10.3390/agronomy14081645
- Deciphering the influence of climate change and human activities on the drought propagation W. Zhao et al. 10.1016/j.ejrh.2024.101654
- Artificial intelligence for climate prediction of extremes: State of the art, challenges, and future perspectives S. Materia et al. 10.1002/wcc.914
- Temporal and spatial characteristics of ecological drought in the Inland River Basin and its driving factors Z. Zhang et al. 10.1038/s41598-024-76988-5
- Impact of driving factors on drought propagation: perspectives on rainfall deficit and excessive evaporation S. Zhu et al. 10.1007/s00382-025-07618-7
- Spatiotemporal response of agricultural drought to meteorological drought in the upper Hanjiang River Basin from three-dimensional perspective S. Liu et al. 10.1016/j.agrformet.2025.110531
- The patterns, magnitude, and drivers of unprecedented 2022 mega-drought in the Yangtze River Basin, China Y. Liu et al. 10.1088/1748-9326/acfe21
- Investigating multitype drought propagation thresholds across the different climate regions of China Y. Ding et al. 10.1016/j.atmosres.2025.107950
- Characteristics and Lag Time of Meteorological Drought Propagation to Hydrological Drought in the Haihe River Basin K. Liu et al. 10.3390/su17115134
- Diverse vegetation response to meteorological drought from propagation perspective using event matching method Q. Zhao et al. 10.1016/j.jhydrol.2025.132776
- Recent development on drought propagation: A comprehensive review Z. Zhou et al. 10.1016/j.jhydrol.2024.132196
- Meteorological drought migration characteristics based on an improved spatiotemporal structure approach in the Loess Plateau of China M. Nie et al. 10.1016/j.scitotenv.2023.168813
- Probability links between meteorological drought and hydrological drought from a 3D perspective X. Luo et al. 10.1016/j.ejrh.2024.102001
- Spatiotemporal desynchronization in the propagation from meteorological to soil moisture drought in the Loess Plateau, China M. Nie et al. 10.1016/j.ejrh.2024.102025
- A new perspective on socioeconomic drought: a distributed and standardized index F. Meng et al. 10.1088/1748-9326/adba00
- Assessing the dynamics and trigger factors of drought propagation in the China-Pakistan economic corridor: A three-dimensional perspective L. Xie et al. 10.1016/j.jenvman.2024.121730
- Understanding drought propagation through coupling spatiotemporal features using vine copulas: A compound drought perspective G. Yang et al. 10.1016/j.scitotenv.2024.171080
- Compound droughts under climate change in Switzerland C. von Matt et al. 10.5194/nhess-24-1975-2024
- Artificial intelligence-based solutions for climate change: a review L. Chen et al. 10.1007/s10311-023-01617-y
- A framework for identifying propagation from meteorological to ecological drought events Y. Wang et al. 10.1016/j.jhydrol.2023.130142
- Triggering thresholds and influential factors in the propagation of meteorological drought to hydrological drought N. Zhen et al. 10.1016/j.ejrh.2025.102184
- A new multivariate agricultural drought composite index based on random forest algorithm and remote sensing data developed for Sahelian agrosystems I. Hanadé Houmma et al. 10.1080/19475705.2023.2223384
- Bayesian analysis of variance for quantifying multi-factor effects on drought propagation Q. Zhang et al. 10.1016/j.jhydrol.2024.130911
- Multi-reservoirs joint flood control scheduling using a two-layer hedging robust optimization method under uncertain inflows X. Yu et al. 10.1016/j.ejrh.2025.102244
- Determining the response of ecological drought to meteorological and groundwater droughts in Northwest China using a spatio-temporal matching method T. Jiang et al. 10.1016/j.jhydrol.2024.130753
- Identification of dynamic drought propagation from a nonstationary perspective and its application to drought warnings T. Zhang et al. 10.1016/j.jhydrol.2023.130372
- A novel framework for assessing the joint and relative impacts of precipitation and groundwater on ecological drought processes in Northwest China T. Jiang et al. 10.1002/hyp.15289
- Assessment of ecological drought vulnerability of the Qinghai-Tibet Plateau from 2003 to 2022 based on multi-source data J. Lei et al. 10.1016/j.catena.2024.108512
- Drought cascades across multiple systems in Central Asia identified based on the dynamic space–time motion approach L. Tian et al. 10.5194/hess-27-4115-2023
- Quantifying multidimensional drought propagation risks under climate change: A vine-copula Bayesian factorial analysis method H. Wang et al. 10.1016/j.jhydrol.2024.131396
- Influence of large-scale climate indices and regional meteorological elements on drought characteristics in the Luanhe River Basin M. Li et al. 10.1016/j.atmosres.2024.107219
- Spatiotemporal Variability of Precipitation Concentration and Its Rate of Contribution to Meteorological Drought in Mainland China P. Xu et al. 10.1061/JHYEFF.HEENG-6495
- Review article: Towards improved drought prediction in the Mediterranean region – modeling approaches and future directions B. Zellou et al. 10.5194/nhess-23-3543-2023
- Vegetation drought condition index for probabilistic monitoring and forecasting of vegetation drought J. Won et al. 10.1016/j.wace.2025.100786
- The spatiotemporal evolution and propagation characteristics of multiple drought types from a three-dimensional perspective D. Li et al. 10.1016/j.jhydrol.2025.132702
- Comprehensive propagation characteristics between paired meteorological and hydrological drought events: Insights from various underlying surfaces J. Chen et al. 10.1016/j.atmosres.2023.107193
- Attributing spatiotemporal evolution and driving factors of meteorological drought across Yangtze River Basin, China X. Zeng et al. 10.1016/j.atmosres.2025.108155
- Temporal and spatial propagation characteristics of meteorological drought to hydrological drought and influencing factors Z. Wang et al. 10.1016/j.atmosres.2023.107212
- The evaluation of the suitability of potential evapotranspiration models for drought monitoring based on observed pan evaporation and potential evapotranspiration from eddy covariance W. Liu et al. 10.1016/j.jhydrol.2025.133434
- Spatiotemporal propagation of compound drought events in China: an approach combining 3D clustering and daily-scale Extended Convergent Cross Mapping S. Ning et al. 10.1016/j.jhydrol.2025.133837
2 citations as recorded by crossref.
- Temporal and spatial characteristics of ecological drought in the Inland River Basin and its driving factors Z. Zhang et al. 10.1038/s41598-024-76988-5
- A hybrid ensemble learning merging approach for enhancing the super drought computation over Lake Victoria Basin P. Das et al. 10.1038/s41598-024-61520-6
Latest update: 06 Jul 2025
Short summary
A hybrid method is developed for calculating the propagation probability of meteorological to ecological drought at different levels. Drought events are identified from a three-dimensional perspective. A spatial and temporal overlap rule is developed for extracting propagated drought events.
A hybrid method is developed for calculating the propagation probability of meteorological to...