Prediction of runoff in the upper Yangtze River Based on CEEMDAN-NAR model
被引:10
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作者:
Zhang, Xianqi
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机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R China
Technol Res Ctr Water Conservancy & Marine Traff, Zhengzhou, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R China
Zhang, Xianqi
[1
,2
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Zheng, Zhiwen
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机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R China
Zheng, Zhiwen
[1
]
Wang, Kai
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机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R China
Wang, Kai
[1
]
机构:
[1] North China Univ Water Resources & Elect Power, Zhengzhou 450046, Peoples R China
[2] Technol Res Ctr Water Conservancy & Marine Traff, Zhengzhou, Peoples R China
Scientific and accurate prediction of river runoff is important for river flood control and sustainable use of water resources. This study evaluates the ability of Nonlinear Auto Regressive model (NAR) in predicting runoff volume. Using the Cuntan hydrological station in the upper reaches of the Yangtze River as the research object, the model was established based on the runoff characteristics from 1951 to 2020 and tested by NAR. To improve the prediction efficiency, complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) preprocessing technique is used to decompose the data. The results show that the coupled CEEMDAN-NAR model has better predictive ability than the single model, with a coupled model deterministic coefficient (DC) of 0.93 and a prediction accuracy of Class A.
机构:
Tsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
Liu, Shangwu
Wang, Dayu
论文数: 0引用数: 0
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机构:
China Inst Water Resources & Hydropower Res, Beijing 100048, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
Wang, Dayu
Miao, Wei
论文数: 0引用数: 0
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机构:
North China Elect Power Univ, Sch Water Resources & Hydropower Engn, Beijing 102206, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
Miao, Wei
Wang, Zhili
论文数: 0引用数: 0
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机构:
Tsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
Wang, Zhili
Zhang, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Jiaotong Univ, Natl Engn Res Ctr Inland Waterway Regulat, Chongqing 400074, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
Zhang, Peng
Li, Danxun
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R ChinaTsinghua Univ, State Key Lab Hydrosci & Engn, Beijing 100084, Peoples R China
机构:
North China Univ Water Resources & Elect Power, Sch Management & Econ, Zhengzhou 450046, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Management & Econ, Zhengzhou 450046, Peoples R China
Wei, Huaibin
Wang, Yao
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Sch Water Conservancy, Zhengzhou 450046, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Management & Econ, Zhengzhou 450046, Peoples R China
Wang, Yao
Liu, Jing
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Coll Water Resources, Zhengzhou 450046, Peoples R China
Univ Birmingham, Sch Geog Earth & Environm Sci, Birmingham B15 2TT, W Midlands, EnglandNorth China Univ Water Resources & Elect Power, Sch Management & Econ, Zhengzhou 450046, Peoples R China
Liu, Jing
Cao, Yongxiao
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Sch Water Conservancy, Zhengzhou 450046, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Management & Econ, Zhengzhou 450046, Peoples R China
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
Liu, Junlong
Chen, Jin
论文数: 0引用数: 0
h-index: 0
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
Chen, Jin
Xu, Jijun
论文数: 0引用数: 0
h-index: 0
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
Xu, Jijun
Lin, Yuru
论文数: 0引用数: 0
h-index: 0
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
Lin, Yuru
Yuan, Zhe
论文数: 0引用数: 0
h-index: 0
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
Yuan, Zhe
Zhou, Mingyuan
论文数: 0引用数: 0
h-index: 0
机构:
Changjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R ChinaChangjiang Sci Res Inst Changjiang Water Resource, Wuhan 430010, Hubei, Peoples R China
机构:
Department of Water Resources, China Institute of Water Resources and Hydropower ResearchDepartment of Water Resources, China Institute of Water Resources and Hydropower Research
WANG Xingbo
ZHANG Shuanghu
论文数: 0引用数: 0
h-index: 0
机构:
Department of Water Resources, China Institute of Water Resources and Hydropower ResearchDepartment of Water Resources, China Institute of Water Resources and Hydropower Research
ZHANG Shuanghu
TIAN Yiman
论文数: 0引用数: 0
h-index: 0
机构:
Department of Water Resources, China Institute of Water Resources and Hydropower Research
College of Hydrology and Water Resources, Hohai UniversityDepartment of Water Resources, China Institute of Water Resources and Hydropower Research
机构:
China Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R ChinaChina Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R China
Wang, Xingbo
Zhang, Shuanghu
论文数: 0引用数: 0
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机构:
China Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R ChinaChina Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R China
Zhang, Shuanghu
Tian, Yiman
论文数: 0引用数: 0
h-index: 0
机构:
China Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R China
Hohai Univ, Coll Hydrol & Water Resources, Nanjing 210098, Peoples R ChinaChina Inst Water Resources & Hydropower Res, Dept Water Resources, Beijing 100038, Peoples R China
机构:
Chongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R ChinaChongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R China
Wang, Pingyi
Zhang, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R ChinaChongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R China
Zhang, Jie
Wang, Meili
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Jiaotong Univ, Sch Architecture & Urban Planning, Chongqing, Peoples R ChinaChongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R China
Wang, Meili
Liang, Yuchun
论文数: 0引用数: 0
h-index: 0
机构:
China Met Construct Engn Grp Co Ltd, Chongqing, Peoples R ChinaChongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R China
Liang, Yuchun
Li, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Chongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R ChinaChongqing Jiaotong Univ, Natl Inland Waterway Regulat Ctr, Chongqing, Peoples R China
机构:
China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R ChinaPeoples Friendship Univ Russia, Inst Ecol, Moscow 115093, Russia
机构:
Academy of Science and Technology, China Three Gorges Corporation, Beijing
Department of Hydraulic Engineering, Tsinghua University, Beijing
State Key Laboratory of Hydroscience and Engineering, Tsinghua University, BeijingAcademy of Science and Technology, China Three Gorges Corporation, Beijing
Shen J.
Yang H.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Hydraulic Engineering, Tsinghua University, Beijing
State Key Laboratory of Hydroscience and Engineering, Tsinghua University, BeijingAcademy of Science and Technology, China Three Gorges Corporation, Beijing
Yang H.
Liu Z.
论文数: 0引用数: 0
h-index: 0
机构:
Academy of Science and Technology, China Three Gorges Corporation, BeijingAcademy of Science and Technology, China Three Gorges Corporation, Beijing
Liu Z.
Yang D.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Hydraulic Engineering, Tsinghua University, Beijing
State Key Laboratory of Hydroscience and Engineering, Tsinghua University, BeijingAcademy of Science and Technology, China Three Gorges Corporation, Beijing