An integrated simulation-optimization modeling approach for coupled risk management of blue water and green water under changing environmental conditions
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作者:
Li, Yutong
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Guangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaGuangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
Li, Yutong
[1
]
Tan, Qian
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机构:
Guangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaGuangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
Tan, Qian
[1
]
Wang, Xuan
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h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R ChinaGuangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
Wang, Xuan
[2
]
Li, Chunhui
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机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R ChinaGuangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
Li, Chunhui
[2
]
Fu, Qiang
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h-index: 0
机构:
Northeast Agr Univ, Sch Water Conservancy & Civil Engn, Harbin 150030, Peoples R ChinaGuangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
Fu, Qiang
[3
]
机构:
[1] Guangdong Univ Technol, Guangdong Basic Res Ctr Excellence Ecol Secur & Gr, Sch Ecol Environm & Resources, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R China
[2] Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
[3] Northeast Agr Univ, Sch Water Conservancy & Civil Engn, Harbin 150030, Peoples R China
Due to the impact of global climate change and land use changes, the spatiotemporal distribution and water cycle processes of watershed water resources are affected. In order to sustainably manage watershed water resources, it is necessary to accurately assess the available water volume to meet the coordinated management of the watershed's socio-economic subsystem and eco-environment subsystem. The amount of Bluewater resources (BW) is closely related to the amount of Greenwater resources (GW). BW is directly related to human consumption in the socio-economic subsystem, while GW is used to maintain the health of the ecosystem. A method called the integrated simulation-optimization modeling system (ISOMS) was developed to evaluate adaptive strategies for dealing with the combined effects of climate change and land-use changes. ISOMS not only predicts future hydrological trends under varying environmental conditions but also generates comprehensive risk management plans that incorporate different types of uncertainties, including random and fuzzy factors. The Copula function is introduced to handle the interaction between available BW and available GW. The results showed that: (i) uncertainties in the hydrologic system could result in alterations to the distribution of water resources; (ii) system benefits are, to some extent, affected by land use change and climate change; (iii) the shortage of BW is affected by the level of risk, and the joint risk increases, resulting in an increase in water scarcity; (iv) the planned annual agricultural water consumption is the highest, followed by domestic water consumption, and industrial water consumption is the lowest. Through the results of the model operation, the joint risk assessment and adaptive management of BW and GW in the East River Basin (ERB) under changing environments, as well as the BW allocation plan, are obtained to provide support for scientific and reasonable resource collaborative decision-making and promote the synchronized advancement of the socio-economic subsystem and ecoenvironment subsystem in the ERB.
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Yangyang
Cui, Quan
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机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cui, Quan
Li, Chunhui
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Chunhui
Wang, Xuan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing Engn Res Ctr Watershed Environm Restorat, Beijing, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Wang, Xuan
Cai, Yanpeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing Engn Res Ctr Watershed Environm Restorat, Beijing, Peoples R China
Univ Regina, Inst Energy Environm & Sustainable Commun, Regina, SK, CanadaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cai, Yanpeng
Cui, Guannan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cui, Guannan
Yang, Zhifeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Yutong
Cai, Yanpeng
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Univ Technol, Inst Environm & Ecol Engn, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cai, Yanpeng
Chen, Xiaohong
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Civil Engn, Guangzhou 510275, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Chen, Xiaohong
Xu, Zhihao
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Univ Technol, Inst Environm & Ecol Engn, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Xu, Zhihao
Fu, Qiang
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Agr Univ, Sch Water Conservancy & Civil Engn, Harbin 150030, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
机构:
Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USAMichigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Liu, Jianguo
Dietz, Thomas
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Dietz, Thomas
Carpenter, Stephen R.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Carpenter, Stephen R.
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机构:
Alberti, Marina
Folke, Carl
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Folke, Carl
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Moran, Emilio
Pell, Alice N.
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Pell, Alice N.
Deadman, Peter
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Deadman, Peter
Kratz, Timothy
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Kratz, Timothy
Lubchenco, Jane
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Lubchenco, Jane
Ostrom, Elinor
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Ostrom, Elinor
Ouyang, Zhiyun
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Ouyang, Zhiyun
Provencher, William
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h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Provencher, William
Redman, Charles L.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Redman, Charles L.
Schneider, Stephen H.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Schneider, Stephen H.
Taylor, William W.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Yangyang
Cui, Quan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cui, Quan
Li, Chunhui
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Chunhui
Wang, Xuan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing Engn Res Ctr Watershed Environm Restorat, Beijing, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Wang, Xuan
Cai, Yanpeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Sch Environm, Beijing Engn Res Ctr Watershed Environm Restorat, Beijing, Peoples R China
Univ Regina, Inst Energy Environm & Sustainable Commun, Regina, SK, CanadaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cai, Yanpeng
Cui, Guannan
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cui, Guannan
Yang, Zhifeng
论文数: 0引用数: 0
h-index: 0
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Beijing Normal Univ, Minist Educ, Key Lab Water & Sediment Sci, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
机构:
Beijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Li, Yutong
Cai, Yanpeng
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Univ Technol, Inst Environm & Ecol Engn, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Cai, Yanpeng
Chen, Xiaohong
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Civil Engn, Guangzhou 510275, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Chen, Xiaohong
Xu, Zhihao
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Univ Technol, Inst Environm & Ecol Engn, Guangdong Prov Key Lab Water Qual Improvement & Ec, Guangzhou 510006, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
Xu, Zhihao
Fu, Qiang
论文数: 0引用数: 0
h-index: 0
机构:
Northeast Agr Univ, Sch Water Conservancy & Civil Engn, Harbin 150030, Peoples R ChinaBeijing Normal Univ, State Key Lab Water Environm Simulat, Beijing 100875, Peoples R China
机构:
Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USAMichigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Liu, Jianguo
Dietz, Thomas
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Dietz, Thomas
Carpenter, Stephen R.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Carpenter, Stephen R.
论文数: 引用数:
h-index:
机构:
Alberti, Marina
Folke, Carl
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Folke, Carl
论文数: 引用数:
h-index:
机构:
Moran, Emilio
Pell, Alice N.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Pell, Alice N.
Deadman, Peter
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Deadman, Peter
Kratz, Timothy
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Kratz, Timothy
Lubchenco, Jane
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Lubchenco, Jane
Ostrom, Elinor
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Ostrom, Elinor
Ouyang, Zhiyun
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Ouyang, Zhiyun
Provencher, William
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Provencher, William
Redman, Charles L.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Redman, Charles L.
Schneider, Stephen H.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA
Schneider, Stephen H.
Taylor, William W.
论文数: 0引用数: 0
h-index: 0
机构:Michigan State Univ, Dept Fisheries & Wildlife, Ctr Syst Integrat & Sustainabil, E Lansing, MI 48824 USA