| Modelling fish communities in relation to water quality in the impounded lakes of China's South-to-North Water Diversion Project | |
| Guo, Chuanbo1; Chen, Yushun1,2; Liu, Han1,2; Lu, Yin1,2; Qu, Xiao1,2; Yuan, Hui3; Lek, Sovan1,4; Xie, Songguang1,2 | |
| Corresponding Author | Chen, Yushun(yushunchen@ihb.ac.cn) |
| 2019-04-01 | |
| Source Publication | ECOLOGICAL MODELLING
 |
| ISSN | 0304-3800 |
| Volume | 397Pages:25-35 |
| Abstract | Large scale inter-basin water diversion projects would have a set of ecological and environmental impacts on aquatic ecosystems. However, knowledge regarding water transfer induced water quality changes in determining fish communities in the impounding ecosystems remain largely unknown. In the current study, we filled this research gap by using a set of machine learning algorithms to ensemble modelling fish community indices with water quality indicators in the impounded lakes along the eastern route of China's South-to-North Water Diversion Project (SNWDP). Overall, our results realed that water quality changes can be good predictors for the variation of fish community structures in these lakes. Although different model techniques highlighted different variable importance of water quality in determining fish communities, there is generally a consensus that the hydrological related water quality indicators like: water clarity (e.g., total suspended solids) and nutrient loading (e.g., phosphate) contributed the most to the changes of fish communities. Our results also indicated that water diversions could bring knock-on effects on fish communities. Thus, more attention should be paid to long-term ecological effects from future water diversions. |
| Keyword | Ensemble modelling Fish communities Ecological impacts Machine learning South-to-North Water Diversion Project Water quality changes |
| DOI | 10.1016/j.ecolmodel.2019.01.014 |
| Funding Organization | National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) |
| Indexed By | SCI ; SCI |
| Language | 英语 |
| Funding Project | National Natural Science Foundation of China[31602158] ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences)[QYZDB-SSW-SMC041] ; Chinese Academy of Sciences (Feature Institute Program)[Y55Z06] ; Chinese Academy of Sciences (Hundred Talent Program)[Y62302] ; Chinese Academy of Sciences (Institute Talent Program)[Y45Z04] |
| WOS Research Area | Environmental Sciences & Ecology |
| WOS Subject | Ecology |
| WOS ID | WOS:000461402100003 |
| WOS Keyword | SPECIES DISTRIBUTIONS ; CLIMATE-CHANGE ; SHALLOW LAKES ; ASSEMBLAGES ; RIVER ; PATTERNS ; UNCERTAINTY ; RICHNESS ; IMPACTS ; MACROPHYTES |
| Publisher | ELSEVIER SCIENCE BV |
| Funding Organization | National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; National Natural Science Foundation of China ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Key Research Program of Frontier Sciences) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Feature Institute Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Hundred Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) ; Chinese Academy of Sciences (Institute Talent Program) |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.ihb.ac.cn/handle/342005/31649 |
| Collection | 淡水生态学研究中心_期刊论文 |
| Corresponding Author | Chen, Yushun |
| Affiliation | 1.Chinese Acad Sci, Inst Hydrobiol, State Key Lab Freshwater Ecol & Biotechnol, Wuhan 430072, Hubei, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Fisheries Management Commiss Gao Bao Shaobo Lakes, Yangzhou 225009, Jiangsu, Peoples R China 4.Univ Paul Sabatier, CNRS, UMR EDB 5174, F-31062 Toulouse, France |
| Recommended Citation GB/T 7714 | Guo, Chuanbo,Chen, Yushun,Liu, Han,et al. Modelling fish communities in relation to water quality in the impounded lakes of China's South-to-North Water Diversion Project[J]. ECOLOGICAL MODELLING,2019,397:25-35. |
| APA | Guo, Chuanbo.,Chen, Yushun.,Liu, Han.,Lu, Yin.,Qu, Xiao.,...&Xie, Songguang.(2019).Modelling fish communities in relation to water quality in the impounded lakes of China's South-to-North Water Diversion Project.ECOLOGICAL MODELLING,397,25-35. |
| MLA | Guo, Chuanbo,et al."Modelling fish communities in relation to water quality in the impounded lakes of China's South-to-North Water Diversion Project".ECOLOGICAL MODELLING 397(2019):25-35. |
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