Projected precipitation and streamflow under SRES and RCP emission scenarios in the Songhuajiang River basin, China

被引:16
|
作者
Su, Buda [1 ,2 ]
Zeng, Xiaofan [3 ,4 ]
Zhai, Jianqing [1 ,2 ]
Wang, Yanjun [2 ,5 ]
Li, Xiucang [1 ,2 ]
机构
[1] China Meteorol Adm, Natl Climate Ctr, Beijing 100081, Peoples R China
[2] Nanjing Univ Informat Sci & Technol, Collaborat Innovat Ctr Forecast & Evaluat Meteoro, Nanjing 210044, Jiangsu, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Hydropower & Informat Engn, Wuhan 430074, Peoples R China
[4] Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
[5] Nanjing Univ Informat Sci & Technol, Sch Remote Sensing, Nanjing 210044, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Projection; Precipitation; Streamflow; Multi-layer Perceptron Networks; Songhuajiang River basin; ARTIFICIAL NEURAL-NETWORK; CLIMATE-CHANGE; RUNOFF; UNCERTAINTIES; MODEL; SENSITIVITY; PREDICTION; IMPACTS; CMIP3; TREND;
D O I
10.1016/j.quaint.2014.03.049
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Projections of future water resources in large river basins are of the utmost importance. However, it is difficult to predict hydrological processes by applying physically based hydrological models. To solve this problem, artificial neural networks were used to project streamflow in the Songhuajiang River basin, which is one of the more important agricultural areas in China. Multi-layer Perceptron Networks were applied to construct relationships between climate factors and hydrological variables in this study. Possible changes of precipitation and streamflow in 2011-2050 in the Songhuajiang River basin were obtained by considering the climate conditions of the ECHAM5/MPI-OM under three SRES scenarios and the ensemble mean of the CMIP5 models under three RCP scenarios. The results indicate that inter-annual and inter-decadal changes of precipitation and streamflow (at the Jiamusi hydrological station) did not show obvious trends in 2011-2050. However, seasonal precipitation and streamflow showed various tendencies under different emission scenarios, and their inner annual distribution patterns tended to change as well. Furthermore, precipitation and streamflow had more obvious increasing tendencies under the RCP scenarios than the SRES scenarios. (C) 2014 Elsevier Ltd and INQUA. All rights reserved.
引用
收藏
页码:95 / 105
页数:11
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