Afsari, R., Nazari-Sharabian, M., Hosseini, A., & Karakouzian, M. (2024). Projected climate change impacts on the number of dry and very heavy precipitation days by century’s end: a case study of iran’s metropolises. Water, 16(16), 2226. https://doi.org/10.3390/w16162226
Anderson, S., & Chartrand, S. (2025). On the mean precipitation characteristics of North American heatwaves. Environmental Research: Water, 1(3), 035001.https://doi.org/10.1088/3033-4942/adf6cf
André, J., Chiabrando, N., Muller, C., Drobinski, P., & D'andrea, F. (2025). Occurrence and intensity: the future of precipitation in Europe and the Mediterranean. https://doi.org/10.5194/egusphere-2025-xxxxx
Benetó, P., & Khodayar, S. (2023). On the need for improved knowledge on the regional-to-local precipitation variability in eastern Spain under climate change. Atmospheric Research, 290, 106795. https://doi.org/10.1016/j.atmosres.2023.106795
Chaparinia, F., Hadei, M., Yaghmaeian, K., Hadi, M., & Naddafi, K. (2025). Evaluation of climate indices related to water resources in Iran over the past 3 decades. Scientific Reports, 15(1), 11846. https://doi.org/10.1038/s41598-025-95370-7
Dixit, A., Goswami, A., Jain, S., & Das, P. (2024). Assessing snow cover patterns in the Indus-Ganga-Brahmaputra River Basins of the Hindu Kush Himalayas using snow persistence and snow line as metrics. Environmental Challenges, 14, 100834. https://doi.org/10.1016/j.envc.2023.100834
Ellwanger, J. H., Ziliotto, M., Kulmann-Leal, B., & Chies, J. A. B. (2025). Environmental challenges in Southern Brazil: Impacts of pollution and extreme weather events on biodiversity and human health. International Journal of Environmental Research and Public Health, 22(2), 305. https://doi.org/10.3390/ijerph22020305
Esmaeili Mahmoudabadi, A., Shamsipour, A., & Mohammadi, H. (2025). Determining the temporal and spatial trend and the change point of precipitation and maximum temperature in Tehran. Physical Geography Research, 57(4), 1-22. [In Persian] https://doi.org/10.22059/jphgr.2025.399196.1007896
Fattahi, E., Kamali, S., Asadi Oskouei, E., & Habibi, M. (2025). Investigating the spatiotemporal variation in extreme precipitation indices in Iran from 1990 to 2020. Water, 17(8), 1227. https://doi.org/10.3390/w17081227
Frotan, M., & Salahi, B. (2021). Synoptic analysis of heavy rainfall on March 19, 2017 in Minoodasht city. Journal of Geography and Environmental Hazards, 9(4), 163-180. [In Persian] https://doi.org/10.22067/geoeh.2021.67780.1003
Gadedjisso-Tossou, A., Patra, S., & Kablan, A. K. M. (2025). Innovative trend analysis (ITA) for the identification of hidden rainfall trends in Togo (1961–2018). Theoretical and Applied Climatology, 156(10), 503. https://doi.org/10.1007/s00704-025-xxxxx
Guo, C., Guo, H., Meng, X., Cao, Y., Wang, W., & Maeyer, P. D. (2025). Spatiotemporal Characteristics of Extreme Precipitation Events in Central Asia: Insights from an Event-Based Analysis. Hydrology, 12(10), 247. https://doi.org/10.3390/hydrology12100247
Hagras, A. (2025). Physical Characteristics of the Southeast Sinai, Egypt. In: Hydrological Modelling and Assessment in Arid Region Using Remote Sensing and GIS: A Case Study in Southeast Sinai, Egypt. Springer Hydrogeology. Springer, Cham. https://doi.org/10.1007/978-3-032-04235-4_2
Hariadi, M. H. (2025). A high resolution modelling perspective on food security and streamflow over Southeast Asia (Doctoral dissertation). Wageningen University and Research. https://doi.org/10.18174/681034
Hosseini, S. M., & Nabiuni, S. (2022). Frequency Analysis of Dangerous Extreme Rainy Days in IRAN. Journal of Geography and Environmental Hazards, 11(1), 141-162. [In Persian] https://doi.org/10.22067/geoeh.2021.71591.1091
Jamali, M., Gohari, A., Motamedi, A., & Haghighi, A. T. (2022). Spatiotemporal changes in air temperature and precipitation extremes over Iran. Water, 14(21), 3465. https://doi.org/10.3390/w14213465
Jiang, X., Shen, J., Fu, X., Zhong, Q., Luo, F., Guo, L., & Wang, H. (2025). Comparative analysis of runoff simulations using multiple hydrological models in the Ganjiang River Basin. Hydrology Research, 56(9), 854-877. https://doi.org/10.2166/hr.2025.XXX
Johnson, E. (2025). Assessing Changes of Historical Extreme Precipitation in the Eastern United States From 1951-2023. (Master's thesis). Indiana University.
Kendall, M. G., & Gibbons, J. D. (1962). Rank correlation methods.
Kumar, P., & Rao, A. (2024). Trends in daily extreme precipitation events across the Indian subcontinent. Climate Dynamics.
Liu, S., Xie, Y., Fang, H., Du, H., & Xu, P. (2022). Trend test for hydrological and climatic time series considering the interaction of trend and autocorrelations. Water, 14(19), 3006. https://doi.org/10.3390/w14193006
Lotfi, S., Akbari Azirani, T., Shakiba, A., Rabbani, F., & Dashtbozorgi, A. (2024). Synoptic Analysis of the Impact of Cut-Off Lows in Heavy Rains in Iran. Journal of Geography and Environmental Hazards, 12(4), 205-232. [In Persian]. https://doi.org/10.22067/geoeh.2023.79894.1314
Mann, H. B. (1945). Nonparametric tests against trend. Econometrica: Journal of the Econometric Society, 245-259. https://doi.org/10.2307/1907187
Nana, H. N., Tanessong, R. S., Gudoshava, M., & Vondou, D. A. (2025). Assessing the ability of the ECMWF seasonal prediction model to forecast extreme September-to-November rainfall events over Equatorial Africa. EGUsphere, 2025, 1-33. https://doi.org/10.5194/egusphere-2025-xxxx
Omay, P. O., & Salih, A. A. (2025). Climate data for understanding rainfall extremes in developing countries. In Climate Change and Rainfall Extremes in Africa (pp. 51-70). Elsevier. https://doi.org/10.1016/B978-0-443-28867-8.00003-4
Partal, T., & Kahya, E. (2005). Trend analysis in Turkish precipitation data using Mann–Kendall and Sen’s slope. Hydrological Processes, 19, 403–417. https://doi.org/10.1002/hyp.2064
Razi Ghalavand, M., Farajzadeh, M., & Ghavidel Rahimi, Y. (2025). Modeling Return Levels of Non-Stationary Rainfall Extremes Due to Climate Change. Atmosphere, 16(2), 136. https://doi.org/10.3390/atmos16020136
Rezaei, M., & Ahmadi, A. (2023). Changes in contribution of extreme precipitation events to annual rainfall over Iran. Theoretical and Applied Climatology.
Rozante, J. R., Rozante, G., & Cavalcanti, I. F. D. A. (2025). Long-Term Temperature and Precipitation Trends Across South America, Urban Centers, and Brazilian Biomes. Atmosphere, 16(12), 1332. https://doi.org/10.3390/atmos16121332
Salehi, S., Dehghani, M., Mortazavi, S. M., & Singh, V. P. (2020). Trend analysis and change point detection of seasonal and annual precipitation in Iran. International Journal of Climatology, 40(1), 308-323. https://doi.org/10.1002/joc.6250
Sen, P. K. (1968). Estimates of the Regression Coefficient Based on Kendall’s Tau. Journal of the American Statistical Association, 63(324), 1379–1389. https://doi.org/10.1080/01621459.1968.10480934
Uber, M., Beckers, L. M., Terweh, S., Helmke, P., & Hoffmann, T. (2025). Dynamics of rainfall, discharge, suspended sediment and micropollutant transport in the Moselle River, Central Europe. Environmental Sciences Europe, 37(1), 204. https://doi.org/10.1186/s12302-025-xxxx-x
Vincent, W. F. (2020). Arctic Climate Change: Local Impacts, Global Consequences, and Policy Implications. In: Coates, K.S., Holroyd, C. (eds) The Palgrave Handbook of Arctic Policy and Politics. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-030-20557-7_31
Votrubová, L. (2025). The role of invertebrates in supraglacial trophic dynamics.
World Meteorological Organization (WMO). (2024). State of the Climate in Africa 2024. WMO Report.
Yildiz, F., & Demir, G. (2023). Variations in precipitation extremes across Turkey under recent climate change. International Journal of Climatology. https://doi.org/10.1002/joc.XXXX
Yosefi, P., Naji, M., Karimi Ahmadabad, M., Shamsipour, A., & Azizi, G . (2025). Spatiotemporal Analysis of Annual Rainfall Indices Trends in Southern Zagros. Climate Change Research, 6(24), 41-56. [In Persian] https://doi.org/10.30488/ccr.2025.534109.1292
Zeleke, T. T., Alemayehu, S., Lule, D., Gelaw, A. M., Dejene, S. W., Tesfaye, L., ... & Girvetz, E. (2025). Advancing Spatiotemporal Analysis of Climate Variability: Current Trends, Future Projections, Causes, and Impacts on Maize Production in Southern Ethiopia. Earth Systems and Environment, 1-24. https://doi.org/10.1007/s41748-025-xxxx-x
Zilli, M. T., Hart, N. C., Halladay, K., & Kahana, R. (2025). Threefold increase in most intense South Atlantic convergence zone events by 2100 in convection-permitting simulation. Environmental Research Letters, 20(7), 074045. https://doi.org/10.1088/1748-9326/acexxx
