题名 | Degradation of river ecological quality in Tibet plateau with overgrazing: A quantitative assessment using biotic integrity index improved by random forest |
作者 | |
通讯作者 | Li,Yi; Wang,Chao |
发表日期 | 2021
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DOI | |
发表期刊 | |
ISSN | 1470-160X
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EISSN | 1872-7034
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卷号 | 120 |
摘要 | The river ecosystem in fragile regions is especially vulnerable to environmental or anthropogenic stressors. The ecological quality and stability of rivers in fragile regions urgently need to be evaluated before the reasonable protection and restoration. In this study, a random-forest-modified bacterial index of biological integrity (RF-BaIBI) was developed for ecological assessment of fragile rivers in the sources of Yangtze River and Yellow River (abbreviated as SYY) in Tibet Plateau, China. Three key bacterial metrics including Enterobacteriale, Fluviicola, and Oxalobacteraceae, were selected for the development of RF-BaIBI using range, responsiveness, redundancy tests, as well as random forest. The weight coefficients of metrics were calculated based on their relative importance to RF-BaIBI: Enterobacteriale (0.41), Fluviicola (0.34) and Oxalobacteraceae (0.25). The feasibility of RF-BaIBI was confirmed by its significant correlation with comprehensive environmental index (R = 0.71). Among 45 river sections, those with high or good status accounted for 26%, with moderate 51% and poor 13%. Redundancy and path analysis revealed that livestock grazing density was the most dominant factor influencing ecological conditions of the SYY. Under the pressure of grazing, rivers in the source of Yangtze River displayed higher stability than that of Yellow River via the resistance and co-occurrence network analyses. Compared to that of Yellow River, bacterial communities from the source of Yangtze River exhibited stronger competitive interaction which is very beneficial to the stability of the ecosystem. This study highlighted the great effect of overgrazing on the degradation of river ecological health status in Tibet Plateau based on the quantitative assessment of biotic integrity index, which provides a theoretical basis for the management of grazing in fragile plateau regions. |
关键词 | |
相关链接 | [Scopus记录] |
收录类别 | |
语种 | 英语
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学校署名 | 通讯
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资助项目 | National Natural Science Foundation of China[51779076][51709080]
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WOS研究方向 | Biodiversity & Conservation
; Environmental Sciences & Ecology
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WOS类目 | Biodiversity Conservation
; Environmental Sciences
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WOS记录号 | WOS:000591903100005
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出版者 | |
EI入藏号 | 20203909239160
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EI主题词 | Quality control
; Regression analysis
; Redundancy
; Stability
; Agriculture
; Decision trees
; Ecosystems
; Random forests
|
EI分类号 | Ecology and Ecosystems:454.3
; Machine Learning:723.4.2
; Agricultural Equipment and Methods; Vegetation and Pest Control:821
; Quality Assurance and Control:913.3
; Combinatorial Mathematics, Includes Graph Theory, Set Theory:921.4
; Mathematical Statistics:922.2
; Systems Science:961
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ESI学科分类 | ENVIRONMENT/ECOLOGY
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Scopus记录号 | 2-s2.0-85091340707
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来源库 | Scopus
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引用统计 |
被引频次[WOS]:35
|
成果类型 | 期刊论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/185797 |
专题 | 工学院_环境科学与工程学院 |
作者单位 | 1.Key Laboratory of Integrated Regulation and Resource Development on Shallow Lakes,Ministry of Education,College of Environment,Hohai University,Nanjing,210098,China 2.School of Environmental Science and Engineering,Southern University of Science and Technology,Shenzhen,518055,China |
通讯作者单位 | 环境科学与工程学院 |
推荐引用方式 GB/T 7714 |
Niu,Lihua,Guo,Yuntong,Li,Yi,et al. Degradation of river ecological quality in Tibet plateau with overgrazing: A quantitative assessment using biotic integrity index improved by random forest[J]. ECOLOGICAL INDICATORS,2021,120.
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APA |
Niu,Lihua.,Guo,Yuntong.,Li,Yi.,Wang,Chao.,Hu,Qing.,...&Yang,Nan.(2021).Degradation of river ecological quality in Tibet plateau with overgrazing: A quantitative assessment using biotic integrity index improved by random forest.ECOLOGICAL INDICATORS,120.
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MLA |
Niu,Lihua,et al."Degradation of river ecological quality in Tibet plateau with overgrazing: A quantitative assessment using biotic integrity index improved by random forest".ECOLOGICAL INDICATORS 120(2021).
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条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | 操作 | |
Degradation of river(3372KB) | -- | -- | 限制开放 | -- |
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