GSTDTAP  > 气候变化
DOI10.1007/s00382-017-3775-x
A hybrid model to assess the impact of climate variability on streamflow for an ungauged mountainous basin
Wang, Chong1,2,3; Xu, Jianhua1,2,3; Chen, Yaning4; Bai, Ling5; Chen, Zhongsheng6
2018-04-01
发表期刊CLIMATE DYNAMICS
ISSN0930-7575
EISSN1432-0894
出版年2018
卷号50页码:2829-2844
文章类型Article
语种英语
国家Peoples R China
英文摘要

To quantitatively assess the impact of climate variability on streamflow in an ungauged mountainous basin is a difficult and challenging work. In this study, a hybrid model combing downscaling method based on earth data products, back propagation artificial neural networks (BPANN) and weights connection method was developed to explore an approach for solving this problem. To validate the applicability of the hybrid model, the Kumarik River and Toshkan River, two headwaters of the Aksu River, were employed to assess the impact of climate variability on streamflow by using this hybrid model. The conclusion is that the hybrid model presented a good performance, and the quantitative assessment results for the two headwaters are: (1) the precipitation respectively increased by 48.5 and 41.0 mm in the Kumarik catchment and Toshkan catchment, and the average annual temperature both increased by 0.1 A degrees C in the two catchments during each decade from 1980 to 2012; (2) with the warming and wetting climate, the streamflow respectively increased 1.5 x 10(8) and 3.3 x 10(8) m(3) per decade in the Kumarik River and the Toshkan River; and (3) the contribution of the temperature and precipitation to the streamflow, which were 64.01 +/- 7.34, 35.99 +/- 7.34 and 47.72 +/- 8.10, 52.26 +/- 8.10%, respectively in the Kumarik catchment and Toshkan catchment. Our study introduced a feasible hybrid model for the assessment of the impact of climate variability on streamflow, which can be used in the ungauged mountainous basin of Northwest China.


英文关键词Hybrid model Assessment Climate variability Streamflow Ungauged mountainous basin Northwest China
领域气候变化
收录类别SCI-E
WOS记录号WOS:000428600200030
WOS关键词TARIM RIVER-BASIN ; ARTIFICIAL NEURAL-NETWORKS ; NORTHWEST CHINA ; AIR-TEMPERATURE ; KAIDU RIVER ; ARID REGION ; PRECIPITATION ; XINJIANG ; GLACIER ; RUNOFF
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/35510
专题气候变化
作者单位1.East China Normal Univ, Minist Educ, Key Lab Geog Informat Sci, Shanghai 200241, Peoples R China;
2.East China Normal Univ, Res Ctr East West Cooperat China, Shanghai 200241, Peoples R China;
3.East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China;
4.Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, Urumqi 830011, Peoples R China;
5.Nanchang Univ, Sch Econ & Management, Nanchang 33003, Jiangxi, Peoples R China;
6.China West Normal Univ, Coll Land & Resources, Nanchong 637002, Peoples R China
推荐引用方式
GB/T 7714
Wang, Chong,Xu, Jianhua,Chen, Yaning,et al. A hybrid model to assess the impact of climate variability on streamflow for an ungauged mountainous basin[J]. CLIMATE DYNAMICS,2018,50:2829-2844.
APA Wang, Chong,Xu, Jianhua,Chen, Yaning,Bai, Ling,&Chen, Zhongsheng.(2018).A hybrid model to assess the impact of climate variability on streamflow for an ungauged mountainous basin.CLIMATE DYNAMICS,50,2829-2844.
MLA Wang, Chong,et al."A hybrid model to assess the impact of climate variability on streamflow for an ungauged mountainous basin".CLIMATE DYNAMICS 50(2018):2829-2844.
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