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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
DOI
发表期刊
ISSN
1470-160X
EISSN
1872-7034
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
SCI ; EI
语种
英语
学校署名
通讯
资助项目
National Natural Science Foundation of China[51779076][51709080]
WOS研究方向
Biodiversity & Conservation ; Environmental Sciences & Ecology
WOS类目
Biodiversity Conservation ; Environmental Sciences
WOS记录号
WOS:000591903100005
出版者
EI入藏号
20203909239160
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
ESI学科分类
ENVIRONMENT/ECOLOGY
Scopus记录号
2-s2.0-85091340707
来源库
Scopus
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.
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.
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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