Predicting impacts of south‐to‐north water transfer project on fish assemblages in Hongze Lake, China

The Chinese government implemented the ambitious south-north water transfer project (SNWTP), which aims to transport water from the Yangtze to the north of China where water shortages are severe. Although the ecological impacts of this project have been addressed publically, there remains a poor understanding of the effects of such large-scale water transfers on the populations of aquatic species. The potential ecological impacts of such water transfers on the Hongze Lake fish assemblages are assessed here using Self-Organizing Map (SOM) and Random Forest (RF) modeling. Using SOM, twenty-three fish species in 15 sampling sites were classified into two assemblages and four sub-assemblages corresponding to four distinct habitats (deep water macrophytes, deep water bare silt, shallow water bare silt, and shallow water macrophytes). The RF model further showed that water depth and transparency were the abiotic drivers underpinning fish assemblages in Hongze Lake. As the SNWTP is forecasted to modify the distribution of water depth and water clarity, major knock-on effects are expected on downstream lake fish assemblages.

[1]  T. Sommer,et al.  Factors Affecting Fish Entrainment into Massive Water Diversions in a Tidal Freshwater Estuary: Can Fish Losses be Managed? , 2009 .

[2]  S. Lek,et al.  Eutrophication as a driver of r-selection traits in a freshwater fish. , 2014, Journal of fish biology.

[3]  E. H. Lloyd,et al.  Probability theory of reservoirs with seasonal input , 1964 .

[4]  I. Dimopoulos,et al.  Application of neural networks to modelling nonlinear relationships in ecology , 1996 .

[5]  T. Kohonen Self-organized formation of topographically correct feature maps , 1982 .

[6]  Michael R. Miller,et al.  California's Central Valley Wintering Waterfowl: Concerns and Challenges , 1982 .

[7]  M. Appelberg Swedish standard methods for sampling freshwater fish with multi-mesh gillnets : stratified random sampling with Nordic multi-mesh gillnets provide reliable whole-lake estimates of the relative abundance and biomass of freshwater temperate lakes , 2000 .

[8]  Tae-Soo Chon,et al.  Self-Organizing Maps applied to ecological sciences , 2011, Ecol. Informatics.

[9]  R. M. Goldstein,et al.  Assessing Water Quality at Large Geographic Scales: Relations Among Land Use, Water Physicochemistry, Riparian Condition, and Fish Community Structure , 2003, Environmental management.

[10]  J. Finn,et al.  Streamflow regulation and fish community structure , 1988 .

[11]  S. Lek,et al.  Applications of artificial neural networks for patterning and predicting aquatic insect species richness in running waters , 2003 .

[12]  Abundance and spatial variability of invasive fishes related to environmental factors in a eutrophic Yunnan Plateau lake, Lake Dianchi, southwestern China , 2014, Environmental Biology of Fishes.

[13]  Robert W. Clarkson Effectiveness of electrical fish barriers associated with the Central Arizona Project , 2004 .

[14]  O. Rossier Spatial and temporal separation of littoral zone fishes of Lake Geneva (Switzerland-France) , 2004, Hydrobiologia.

[15]  Mao Yumei,et al.  The declining of hydrophyte of Dongping Lake and the influence of the south-to-north water transfer project on it. , 2005 .

[16]  L. Miller,et al.  Effects of river flow on abundance of young Chinook salmon, American shad, longfin smelt, and delta smelt in the Sacramento-San Joaquin River system , 1983 .

[17]  Donald A. Jackson,et al.  What controls who is where in freshwater fish communities the roles of biotic, abiotic, and spatial factors , 2001 .

[18]  Young-Seuk Park,et al.  Review of the Self-Organizing Map (SOM) approach in water resources: Commentary , 2009, Environ. Model. Softw..

[19]  A. Crowder,et al.  Submerged Macrophytes in Lake Ontario: Current Knowledge, Importance, Threats to Stability, and Needed Studies , 1991 .

[20]  Michael R. Meador Inter-basin Water Transfer: Ecological Concerns , 1992 .

[21]  L. Changming,et al.  Water transfer in China: The east route project , 1984 .

[22]  E. Donk,et al.  Impact of submerged macrophytes including charophytes on phyto- and zooplankton communities: allelopathy versus other mechanisms , 2002 .

[23]  S. Lek,et al.  Variations of fish composition and diversity related to environmental variables in shallow lakes in the Yangtze River basin , 2010 .

[24]  A. Luczak,et al.  Estimating neuronal variable importance with Random Forest , 2003, 2003 IEEE 29th Annual Proceedings of Bioengineering Conference.

[25]  J. Magnuson,et al.  Patterns in the Species Composition and Richness of Fish Assemblages in Northern Wisconsin Lakes , 1982 .

[26]  S. Lek,et al.  Fish spatial distribution in the littoral zone of Lake Pareloup (France) during summer , 2001 .

[27]  S. Lek,et al.  Fish assemblage patterns in the littoral zone of a European reservoir , 2007 .

[28]  Sovan Lek,et al.  Predicting fish assemblages and diversity in shallow lakes in the Yangtze River basin , 2012 .

[29]  B. R. Davies,et al.  Some implications of inter-basin water transfers for river ecosystem functioning and water resources management in southern Africa , 1998 .

[30]  Jing Ma,et al.  Virtual versus real water transfers within China , 2006, Philosophical Transactions of the Royal Society B: Biological Sciences.

[31]  Teuvo Kohonen,et al.  Self-organized formation of topologically correct feature maps , 2004, Biological Cybernetics.

[32]  Leo Breiman,et al.  Random Forests , 2001, Machine Learning.

[33]  Gavin C. Cawley,et al.  Efficient leave-one-out cross-validation of kernel fisher discriminant classifiers , 2003, Pattern Recognit..

[34]  S. Xie,et al.  Small fish communities in two regions of the Liangzi Lake, China, with or without submersed macrophytes , 2001 .

[35]  S. Lek,et al.  Ecological Applications of Unsupervised Artificial Neural Networks , 2003 .

[36]  Sovan Lek,et al.  A comparison of self-organizing map algorithm and some conventional statistical methods for ecological community ordination , 2001 .

[37]  P. Xie,et al.  Threats to biodiversity in Chinese inland waters , 1999 .

[38]  W. J. Matthews,et al.  Depth Distribution of Striped Bass and Other Fish in Lake Texoma (Oklahoma‐Texas) during Summer Stratification , 1985 .

[39]  Lin Ming,et al.  STATUS OF FISH RESOURCES, HISTORICAL VARIATION AND FISHERIES MANAGEMENT STRATEGIES IN HONGZE LAKE , 2013 .

[40]  J. Berkoff China: The South-North Water Transfer Project— is it justified? , 2003 .

[41]  Chen Weimin,et al.  Prediction of effects of first stage project of eastern route south-to-north water transfer from the Changjiang River on aquatic organism and ecological environment in Hongze Lake , 1994 .