Rainfall is one of the most influential climatic factors on regional development and environment, and changes in rainfall intensity are of specific concern. In the Huaihe River Valley (HRV), heavy rainfall is a primary trigger of floods. However, the difference in the origin of moisture contributed to heavy rainfall and light rainfall is rarely studied and not entirely understood. This study analyzes the rainfall moisture sources in association with different categories of rainfall intensity over the HRV during 1980–2018 using the Water Accounting Model with ERA-Interim reanalysis and precipitation observations from China Meteorological Administration. The results show that the moisture for the HRV summer rainfall is mainly from terrestrial subregion (40%), the Indian Ocean (27%), the Pacific Ocean (25%), and the local HRV (8%). In addition, moisture sources differ substantially between light and heavy rainfall. Specifically, the local HRV contributes more moisture to light rainfall (12%) compared to heavy rainfall (4%), whereas the Indian Ocean contributes more to heavy rainfall (33%) than to light rainfall (20%). The grids located in the southern source region make higher contribution ratio in heavy rainfall than in light rainfall. These results suggest that moisture from distant oceanic areas, especially the Indian Ocean, plays a crucial role in intense summer rainfall, whereas moisture from the land sources covering local grids plays a dominant role in light rainfall in the HRV.
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Bosilovich MG (2002) On the vertical distribution of local and remote sources of water for precipitation. Meteorol Atmos Phys 80:31–41. https://doi.org/10.1007/s007030200012
Burde GI (2010) Bulk recycling models with incomplete vertical mixing. Part I: conceptual framework and models. J Clim 19:1461–1472. https://doi.org/10.1175/jcli3687.1
Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda MA, Balsamo G, Bauer P et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137:553–597. https://doi.org/10.1002/qj.828
Ding Y, Chan JCL (2005) The East Asian summer monsoon: an overview. Meteorol Atmos Phys 89:117–142. https://doi.org/10.1007/s00703-005-0125-z
Dong X (2016) Influences of the Pacific Decadal Oscillation on the East Asian Summer Monsoon in non-ENSO years. Atmos Sci Lett 17:115–120. https://doi.org/10.1002/asl.634
Drumond A, Nieto R, Gimeno L (2011) Sources of moisture for China and their variations during drier and wetter conditions in 2000–2004: a Lagrangian approach. Clim Res 50:215–225
Findell KL, Keys PW, Ent RJVD, Lintner BR, Berg A, Krasting JP (2019) Rising temperatures increase importance of oceanic evaporation as a source for continental precipitation. J Clim 32:7713–7726. https://doi.org/10.1175/jcli-d-19-0145.1
Fremme A, Sodemann H (2019) The role of land and ocean evaporation on the variability of precipitation in the Yangtze River valley. Hydrol Earth Syst Sci 23:2525–2540. https://doi.org/10.5194/hess-23-2525-2019
Gao G, Chen D, Xu Y (2008) Impact of climate change on runoff in the Huaihe River Basins. J Appl Meteorol Sci 19:741–748. https://doi.org/10.3724/SP.J.1011.2008.00323
Gimeno L, Nieto R, Drumond A, Castillo R, Trigo R (2013) Influence of the intensification of the major oceanic moisture sources on continental precipitation. Geophys Res Lett 40:1443–1450. https://doi.org/10.1002/grl.50338
Gimeno L, Dominguez F, Nieto R, Trigo R, Drumond A, Reason CJC, Taschetto AS, Ramos AM, Kumar R, Marengo J (2016) Major mechanisms of atmospheric moisture transport and their role in extreme precipitation events. Annu Rev Environ Resour. https://doi.org/10.1146/annurev-environ-110615-085558
Gimeno L, Nieto R, Sorí R (2020a) The growing importance of oceanic moisture sources for continental precipitation. Clim Atmos Sci 3:27. https://doi.org/10.1038/s41612-020-00133-y
Gimeno L, Vázquez M, Eiras-Barca J, Sorí R, Stojanovic M, Algarra I, Nieto R, Ramos AM, Durán-Quesada AM, Dominguez F (2020b) Recent progress on the sources of continental precipitation as revealed by moisture transport analysis. Earth Sci Rev 201:103070. https://doi.org/10.1016/j.earscirev.2019.103070
Goessling HF, Reick CH (2013) On the “well-mixed” assumption and numerical 2-D tracing of atmospheric moisture. Atmos Chem Phys 13:5567–5585. https://doi.org/10.5194/acp-13-5567-2013
Guo L, Klingaman NP, Demory M-E, Vidale PL, Turner AG, Stephan CC (2018) The contributions of local and remote atmospheric moisture fluxes to East Asian precipitation and its variability. Clim Dyn 51:4139–4156. https://doi.org/10.1007/s00382-017-4064-4
Gustafsson M, Rayner D, Chen DL (2010) Extreme rainfall events in southern Sweden: where does the moisture come from? Tellus Ser A Dyn Meteorol Oceanogr 62:605–616. https://doi.org/10.1111/j.1600-0870.2010.00456.x
Hao L, and Zhao L (2014) Analysis on the climate characteristics of rainstorm weather over Huai River Basin and its influence on agriculture production. J Anhui Agric Sci:8662–8664
Hu Z, Wu R, Kinter JL, Yang S (2010) Connection of summer rainfall variations in South and East Asia: role of El Nino-southern oscillation. Int J Climatol 25:1279–1289
Huang R, Huang G, Wei Z (2004) Climate variations of the summer monsoon over China. Clim Dyn. https://doi.org/10.1142/9789812701411_0006
Insua-Costa D, Miguez-Macho G (2018) A new moisture tagging capability in the Weather Research and Forecasting model: formulation, validation and application to the 2014 Great Lake-effect snowstorm. Earth Syst Dynam 9:167–185. https://doi.org/10.5194/esd-9-167-2018
Jiang Z, Ren W, Liu Z, Yang H (2013) Analysis of water vapor transport characteristics during the Meiyu over the Yangtze–Huaihe River valley using the Lagrangian method. Acta Meteor Sin 71:295–304
Jiang Z, Shuai J, Yi S, Liu Z, Wei L, Li L (2017) Impact of moisture source variation on decadal-scale changes of precipitation in North China from 1951 to 2010: moisture source variation. J Geophys Res 122:600–613. https://doi.org/10.1002/2016JD025795
Li M, Lv H, Ouyang F (2012) Analysis and prediction of climate change in Huaihe River Basin based on Delta method. Yangtze River 43:11-14+46. https://doi.org/10.16232/j.cnki.1001-4179.2012.07.001
Li L, Li W, Tang Q, Zhang P, Liu Y (2016) Warm season heavy rainfall events over the Huaihe River Valley and their linkage with wintertime thermal condition of the tropical oceans. Clim Dyn 46:71–82. https://doi.org/10.1007/s00382-015-2569-2
Liu X, Song XF, Xia J, Jing jie YU, and Zhang XC (2007) Characteristics of hydrogen and oxygen isotopes and preliminary analysis of vapor source for precipitation in chabagou catchment of the Loess Plateau. Resour Sci
Nieto R, Ciric D, Vázquez M, Liberato MLR, Gimeno L (2019) Contribution of the main moisture sources to precipitation during extreme peak precipitation months. Adv Water Resour. https://doi.org/10.1016/j.advwatres.2019.103385
Pathak A, Ghosh S, Martinez JA, Dominguez F, Kumar P (2016) Role of oceanic and land moisture sources and transport in the seasonal and inter-annual variability of summer monsoon in India. J Clim. https://doi.org/10.1175/JCLI-D-16-0156.1
Stohl A, James P (2004) A Lagrangian analysis of the atmospheric branch of the global water cycle. Part I: method description, validation, and demonstration for the August 2002 flooding in Central Europe. J Hydrometeorol 5:656
Stohl A, James P (2005) A Lagrangian analysis of the atmospheric branch of the global water cycle. Part II: moisture transports between earth’s ocean basins and river catchments. J Hydrometeorol 6:961–984
Tang Q (2020) Global change hydrology: terrestrial water cycle and global change. Sci China Earth Sci 63:459–462
Trenberth KE (1998) Atmospheric moisture residence times and cycling: implications for rainfall rates and climate change. Clim Change 39:667–694. https://doi.org/10.1023/A:1005319109110
Trenberth KE (1999) Atmospheric moisture recycling: role of advection and local evaporation. J Clim 12:1368–1381. https://doi.org/10.1175/1520-0442(1999)012%3c1368:AMRROA%3e2.0.CO;2
Trenberth KE, Dai A, Rasmussen RM, Parsons DB (2010) The changing character of precipitation. Bull Am Meteorol Soc 84:1205–1217. https://doi.org/10.1175/BAMS-84-9-1205
Trenberth KE, Fasullo JT, Mackaro J (2011) Atmospheric moisture transports from ocean to land and global energy flows in reanalyses. J Clim 24:4907–4924. https://doi.org/10.1175/2011JCLI4171.1
van der Ent RJ, Savenije HHG (2011) Length and time scales of atmospheric moisture recycling. Atmos Chem Phys 11:1853–1863. https://doi.org/10.5194/acp-11-1853-2011
van der Ent RJ, Savenije HHG, Schaefli B, Steele-Dunne SC (2010) Origin and fate of atmospheric moisture over continents. Water Resour Res. https://doi.org/10.1029/2010WR009127
van der Ent RJ, Tuinenburg OA, Knoche HR, Kunstmann H, Savenije HHG (2013) Should we use a simple or complex model for moisture recycling and atmospheric moisture tracking? Hydrol Earth Syst Sci 17:4869–4884. https://doi.org/10.5194/hess-17-4869-2013
Wang Y, Zhang Q, Gu X, Kong D (2016) Summer precipitation in the Huaihe river basins and relevant climate indices. J Appl Meteorol Sci 27:67–74
Wu D, Yan D (2013) Projections of future climate change over Huaihe River basin by bultimodel ensembles under SRES scenarios. J Lake Sci 25:565–575. https://doi.org/10.18307/2013.0415
Wu P, Ding Y, Liu Y (2017) A new study of El Nino impacts on summertime water vapor transport and rainfall in China. Acta Meteorol Sin:371–383
Yang W, Xu M, Zhou S, Luo L (2017) Spatial-temporal variation of extreme precipitation events from June to July over Yangtze-Huaihe river basin and the circulation anomalies. Plateau Meteorol 36:718–735
Yoshimura K, Oki T, Ohte N, Kanae S (2004) Colored moisture analysis estimates of variations in 1998 Asian monsoon water sources. J Meteorol Soc Jpn 82:1315–1329. https://doi.org/10.2151/jmsj.2004.1315
Zhang C, Li Q (2014) Tracking the moisture sources of an extreme precipitation event in Shandong, China in July 2007: a computational analysis. J Meteorol Res 28:634–644. https://doi.org/10.1007/s13351-014-3084-9
Zhang YL, You WJ (2014) Social vulnerability to floods: a case study of Huaihe River Basin. Nat Hazards 71:2113–2125. https://doi.org/10.1007/s11069-013-0996-0
Zhang J, Zhu W, Li Z (2007) Relationship beteen winter North Pacific Oscillations and summer precipitation anomalies in the Huaihe River Basin. J Nanjing Inst Meteorol 030:546–550
Zhang C, Tang Q, Chen D (2017) Recent changes in the moisture source of precipitation over the Tibetan Plateau. J Clim 30:1807–1819. https://doi.org/10.1175/JCLI-D-15-0842.1
Zhang C, Tang Q, Chen D, van der Ent RJ, Liu X, Li W, Haile GG (2019) Moisture source changes contributed to different precipitation changes over the Northern and Southern Tibetan Plateau. J Hydrometeorol 20:217–229. https://doi.org/10.1175/jhm-d-18-0094.1
Zhao Y, Zhu J, Xu Y (2014) Establishment and assessment of the grid precipitation datasets in China for recent 50 years. J Meteorol Sci 34:414–420
Zhou T, Yu R (2005) Atmospheric water vapor transport associated with typical anomalous summer rainfall patterns in China. J Geophys Res Atmos 110:D08104
Zhou X, Sun J, Zhang L, Chen G, Cao J, Jie B (2020) Classification characteristics of continuous extreme rainfall events in North China. Acta Meteorol Sin
This work was supported by the National Natural Science Foundation of China (41790424, 41730645, 41701033), the Strategic Priority Research Program of Chinese Academy of Sciences (Grant no. XDA20060402), and the Second Tibetan Plateau Scientific Expedition and Research (Grant no. 2019QZKK0208). L. Li acknowledges the funding support from the National Science Foundation (ICER-1663138). Ruud van der Ent acknowledges funding from the Netherlands Organization for Scientific Research (NWO), project number 016.Veni.181.015.
This work has been supported by the National Natural Science Foundation of China (41790424, 41730645, 41701033), the Strategic Priority Research Program of Chinese Academy of Sciences (Grant no. XDA20060402), the Second Tibetan Plateau Scientific Expedition and Research (Grant no. 2019QZKK0208), the National Science Foundation (ICER-1663138) and the Netherlands Organization for Scientific Research (NWO), project number 016.Veni.181.015.
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Liu, Y., Zhang, C., Tang, Q. et al. Moisture source variations for summer rainfall in different intensity classes over Huaihe River Valley, China. Clim Dyn 57, 1121–1133 (2021). https://doi.org/10.1007/s00382-021-05762-4
- Heavy rainfall
- Water Accounting Model
- Moisture source
- Huaihe River
- Indian Ocean