A habitat suitability model for Chinese sturgeon determined using the generalized additive method

Summary The Chinese sturgeon is a type of large anadromous fish that migrates between the ocean and rivers. Because of the construction of dams, this sturgeon’s migration path has been cut off, and this species currently is on the verge of extinction. Simulating suitable environmental conditions for spawning followed by repairing or rebuilding its spawning grounds are effective ways to protect this species. Various habitat suitability models based on expert knowledge have been used to evaluate the suitability of spawning habitat. In this study, a two-dimensional hydraulic simulation is used to inform a habitat suitability model based on the generalized additive method (GAM). The GAM is based on real data. The values of water depth and velocity are calculated first via the hydrodynamic model and later applied in the GAM. The final habitat suitability model is validated using the catch per unit effort (CPUE d ) data of 1999 and 2003. The model results show that a velocity of 1.06–1.56 m/s and a depth of 13.33–20.33 m are highly suitable ranges for the Chinese sturgeon to spawn. The hydraulic habitat suitability indexes (HHSI) for seven discharges (4000; 9000; 12,000; 16,000; 20,000; 30,000; and 40,000 m 3 /s) are calculated to evaluate integrated habitat suitability. The results show that the integrated habitat suitability reaches its highest value at a discharge of 16,000 m 3 /s. This study is the first to apply a GAM to evaluate the suitability of spawning grounds for the Chinese sturgeon. The study provides a reference for the identification of potential spawning grounds in the entire basin.

[1]  G. Pasternack,et al.  Backwater control on riffle pool hydraulics, fish habitat quality, and sediment transport regime in gravel-bed rivers , 2008 .

[2]  Brian G. Wolff,et al.  Forecasting Agriculturally Driven Global Environmental Change , 2001, Science.

[3]  Gregory P Asner,et al.  Mapping habitat suitability for at-risk plant species and its implications for restoration and reintroduction. , 2014, Ecological applications : a publication of the Ecological Society of America.

[4]  Yujun Yi,et al.  Impact of the Gezhouba and Three Gorges Dams on habitat suitability of carps in the Yangtze River , 2010 .

[5]  Q. Wei,et al.  Spatial structure and bottom characteristics of the only remaining spawning area of Chinese sturgeon in the Yangtze River , 2011 .

[6]  C. Reinsch Smoothing by spline functions , 1967 .

[7]  B. Baets,et al.  Fuzzy rule-based macroinvertebrate habitat suitability models for running waters , 2006 .

[8]  G. Pierce,et al.  Modelling intra-annual variation in abundance of squid Loligo forbesi in Scottish waters using generalised additive models , 2001 .

[9]  Rafael Muñoz-Mas,et al.  HABITAT SUITABILITY MODELLING AT MESOHABITAT SCALE AND EFFECTS OF DAM OPERATION ON THE ENDANGERED JúCAR NASE, PARACHONDROSTOMA ARRIGONIS (RIVER CABRIEL, SPAIN) , 2012 .

[10]  Fengqing Li,et al.  Construction of habitat suitability models (HSMs) for benthic macroinvertebrate and their applications to instream environmental flows: A case study in Xiangxi River of Three Gorges Reservior region, China , 2009 .

[11]  Panayiotis Diplas,et al.  Using two-dimensional hydrodynamic models at scales of ecological importance , 2000 .

[12]  Bernard Bobée,et al.  A review of statistical methods for the evaluation of aquatic habitat suitability for instream flow assessment , 2006 .

[13]  Paolo Vezza,et al.  Habitat modeling in high-gradient streams: the mesoscale approach and application. , 2014, Ecological applications : a publication of the Ecological Society of America.

[14]  D. Lindenmayer,et al.  Landscape modification and habitat fragmentation: a synthesis , 2007 .

[15]  Simon N. Wood,et al.  A simple test for random effects in regression models , 2013 .

[16]  R. Gozlan,et al.  Initial impact of the Gabčíkovo hydroelectric scheme on the species richness and composition of 0+ fish assemblages in the Slovak flood plain, River Danube , 2003 .

[17]  Yujun Yi,et al.  Comparison of habitat suitability models using different habitat suitability evaluation methods , 2014 .

[18]  Emmanuel Barillot,et al.  Regulatory network reconstruction using an integral additive model with flexible kernel functions , 2008, BMC Systems Biology.

[19]  Andrew J. H. Davey,et al.  A Comparison of Composite Habitat Suitability Indices and Generalized Additive Models of Invertebrate Abundance and Fish Presence–Habitat Availability , 2007 .

[20]  Ben Lehner,et al.  A simple principle concerning the robustness of protein complex activity to changes in gene expression , 2008 .

[21]  H. Preisler,et al.  Is it possible to predict habitat use by spawning salmonids? A test using California golden trout (Oncorhynchus mykiss aguabonita) , 1999 .

[22]  R. Tibshirani,et al.  Generalized additive models for medical research , 1986, Statistical methods in medical research.

[23]  Lee FitzGerald,et al.  Habitat suitability models for desert amphibians , 2006 .

[24]  Q. Wei,et al.  Using drift nets to capture early life stages and monitor spawning of the Yangtze River Chinese sturgeon (Acipenser sinensis) , 2009 .

[25]  Mike Acreman,et al.  Defining environmental river flow requirements ? a review , 2004 .

[26]  J. Barlow,et al.  Understanding the biodiversity consequences of habitat change: the value of secondary and plantation forests for neotropical dung beetles , 2007 .

[27]  Zhifeng Yang,et al.  Influence of Manwan Reservoir on fish habitat in the middle reach of the Lancang River , 2014 .

[28]  A. Lehmann GIS modeling of submerged macrophyte distribution using Generalized Additive Models , 1998, Plant Ecology.

[29]  S. Wood Generalized Additive Models: An Introduction with R , 2006 .

[30]  Josef Pennerstorfer,et al.  Modelling habitat suitability for alpine rock ptarmigan (Lagopus muta helvetica) combining object-based classification of IKONOS imagery and Habitat Suitability Index modelling , 2013 .

[31]  C. Winkelmann,et al.  Towards environmental assessment of river ecosystems by analyzing energy reserves of aquatic invertebrates , 2008 .

[32]  Yujun Yi,et al.  Two-dimensional habitat modeling of Chinese sturgeon spawning sites , 2010 .