机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Bai, Yaohui
[1
]
Lin, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Lin, Hui
[1
,2
]
Wang, Chenchen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Tianjin Chengjian Univ, Sch Environm & Municipal Engn, Tianjin 300384, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Wang, Chenchen
[1
,3
]
Wang, Qiaojuan
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Wang, Qiaojuan
[1
,2
]
Qu, Jiuhui
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Tsinghua Univ, Ctr Water & Ecol, Beijing 100084, Peoples R ChinaChinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
Qu, Jiuhui
[1
,4
]
机构:
[1] Chinese Acad Sci, Res Ctr Ecoenvironm Sci, Key Lab Drinking Water Sci & Technol, Beijing 100085, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Tianjin Chengjian Univ, Sch Environm & Municipal Engn, Tianjin 300384, Peoples R China
[4] Tsinghua Univ, Ctr Water & Ecol, Beijing 100084, Peoples R China
来源:
JOURNAL OF ENVIRONMENTAL SCIENCES
|
2024年
/
137卷
基金:
中国国家自然科学基金;
关键词:
Digitalizing;
River ecosystem health;
Emerging pollutants;
High throughput sequencing;
Machine leaming;
MACHINE LEARNING APPLICATIONS;
WASTE-WATER;
INDEX;
DNA;
D O I:
10.1016/j.jes.2023.03.012
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Traditional river health assessment relies on limited water quality indices and representative organism activity, but does not comprehensively obtain biotic and abiotic information of the ecosystem. Here, we propose a new approach to evaluate the ecological and health risks of river aquatic ecosystems. First, detailed physicochemical and biological characterization of a river ecosystem can be obtained through pollutant determination (especially emerging pollutants) and DNA/RNA sequencing. Second, supervised machine leaming can be applied to perform classification analysis of characterization data and ascertain river ecosystem ecology and health. Our proposed methodology transforms river ecosystem health assessment and can be applied in river management.(c) 2023 The Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences. Published by Elsevier B.V.
机构:
Florida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USAFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Kellerman, Anne M.
Guillemette, Francois
论文数: 0引用数: 0
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机构:
Florida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USA
Univ Quebec Trois Rivieres, Res Ctr Watershed Aquat Ecosyst Interact RIVE, Trois Rivieres, PQ, CanadaFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Guillemette, Francois
Podgorski, David C.
论文数: 0引用数: 0
h-index: 0
机构:
Florida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USA
Univ New Orleans, Dept Chem, Pontchartrain Inst Environm Sci, New Orleans, LA 70148 USAFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Podgorski, David C.
Aiken, George R.
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机构:
US Geol Survey, 3215 Marine St, Boulder, CO 80303 USAFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Aiken, George R.
Butler, Kenna D.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, 3215 Marine St, Boulder, CO 80303 USAFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Butler, Kenna D.
Spencer, Robert G. M.
论文数: 0引用数: 0
h-index: 0
机构:
Florida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
Florida State Univ, Dept Earth Ocean & Atmospher Sci, Tallahassee, FL 32306 USAFlorida State Univ, Natl High Magnet Field Lab Geochem Grp, Tallahassee, FL 32306 USA
机构:
Univ Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Univ Western Australia, UWA Inst Agr, Perth, WA 6009, Australia
Hlth Environm & Lives HEAL Natl Res Network, Canberra, AustraliaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Bolan, Shiv
Sharma, Shailja
论文数: 0引用数: 0
h-index: 0
机构:
Shoolini Univ Biotechnol & Management Sci, Sch Biol & Environm Sci, Solan 173229, India
Shoolini Univ Biotechnol & Management Sci, Sch Agr, Solan 173229, IndiaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Sharma, Shailja
Mukherjee, Santanu
论文数: 0引用数: 0
h-index: 0
机构:
Shoolini Univ Biotechnol & Management Sci, Sch Biol & Environm Sci, Solan 173229, India
Shoolini Univ Biotechnol & Management Sci, Sch Agr, Solan 173229, IndiaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Mukherjee, Santanu
Zhou, Pingfan
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Sch Environm, Beijing 100084, Peoples R ChinaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Zhou, Pingfan
Mandal, Jajati
论文数: 0引用数: 0
h-index: 0
机构:
Univ Salford, Sch Sci Engn & Environm, Manchester M5 4WT, EnglandUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Mandal, Jajati
Srivastava, Prashant
论文数: 0引用数: 0
h-index: 0
机构:
Commonwealth Sci & Ind Res Org CSIRO Environm, Urrbrae, SA, AustraliaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Srivastava, Prashant
Hou, Deyi
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Sch Environm, Beijing 100084, Peoples R ChinaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Hou, Deyi
Edussuriya, Randima
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sri Jayewardenepura, Fac Appl Sci, Ecosphere Resilience Res Ctr, Nugegoda 10250, Sri LankaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Edussuriya, Randima
Vithanage, Meththika
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sri Jayewardenepura, Fac Appl Sci, Ecosphere Resilience Res Ctr, Nugegoda 10250, Sri LankaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Vithanage, Meththika
论文数: 引用数:
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机构:
Truong, Vi Khanh
论文数: 引用数:
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机构:
Chapman, James
Xu, Qing
论文数: 0引用数: 0
h-index: 0
机构:
China Agr Univ, Coll Resources & Environm Sci, Beijing Key Lab FOland Soil Pollut Prevent & Remed, Key Lab Plant Soil Interact Minist Educ, Beijing 100193, Peoples R ChinaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Xu, Qing
Zhang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
China Agr Univ, Coll Resources & Environm Sci, Beijing Key Lab FOland Soil Pollut Prevent & Remed, Key Lab Plant Soil Interact Minist Educ, Beijing 100193, Peoples R ChinaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Zhang, Tao
Bandara, Pramod
论文数: 0引用数: 0
h-index: 0
机构:
Sabaragamuwa Univ Sri Lanka, Fac Appl Sci, Dept Food Sci & Technol, Belihuloya 70140, Sri LankaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Bandara, Pramod
Wijesekara, Hasintha
论文数: 0引用数: 0
h-index: 0
机构:
Sabaragamuwa Univ Sri Lanka, Fac Appl Sci, Dept Nat Resources, Belihuloya 70140, Sri LankaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Wijesekara, Hasintha
Rinklebe, Jorg
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wuppertal, Inst Fdn Engn Water & Waste Management, Sch Architecture & Civil Engn, Lab Soil & Groundwater Management, Pauluskirchstr 7, D-42285 Wuppertal, GermanyUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Rinklebe, Jorg
Wang, Hailong
论文数: 0引用数: 0
h-index: 0
机构:
Foshan Univ, Biochar Engn Technol Res Ctr Guangdong Prov, Sch Environm & Chem Engn, Foshan 528000, Guangdong, Peoples R ChinaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Wang, Hailong
Siddique, Kadambot H. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Univ Western Australia, UWA Inst Agr, Perth, WA 6009, AustraliaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Siddique, Kadambot H. M.
Kirkham, M. B.
论文数: 0引用数: 0
h-index: 0
机构:
Kansas State Univ, Throckmorton Plant Sci Ctr, Dept Agron, Manhattan, KS USAUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Kirkham, M. B.
Bolan, Nanthi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia
Univ Western Australia, UWA Inst Agr, Perth, WA 6009, Australia
Hlth Environm & Lives HEAL Natl Res Network, Canberra, AustraliaUniv Western Australia, UWA Sch Agr & Environm, Perth, WA 6009, Australia