Assessing the probability of grass carp (Ctenopharyngodon idella) spawning in the Sandusky River using discharge and water temperature

IF 2.4 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES
Sabrina Jaffe , Song S. Qian , Christine M. Mayer , Patrick M. Kocovsky , Ana Gouveia
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引用次数: 0

Abstract

Grass carp (Ctenopharyngodon idella, Val.) is an invasive species in the Laurentian Great Lakes region with the potential for damaging the lake ecosystem and harming the region's economy. Grass carp spawning was documented in the Sandusky River, Ohio, in 2015 through targeted egg sampling. Continued egg sampling in the Sandusky River suggested that grass carp spawning is related to discharge and water temperature. We used egg sampling data from 2014 to 2021 to develop a Bayesian model to understand the likely conditions related to grass carp spawning in the Lake Erie watershed. The resulting model estimates the likelihood of spawning as a function of discharge and water temperature. The results suggest that spawning is most likely to occur when discharge is above 10 m3/s and water temperature is below 25 ℃. The model provides a tool for setting research and management priorities to develop management strategies to reduce the grass carp population in Lake Erie. Furthermore, the Bayesian nature of the model makes the model updatable when new data are available, whether from the same river or from another river, to incorporate river-specific features to identify likely spawning rivers.

利用排水量和水温评估草鱼(Ctenopharyngodon idella)在桑达斯基河产卵的概率
草鱼(Ctenopharyngodon idella, Val.)是劳伦琴五大湖区的入侵物种,有可能破坏湖泊生态系统并损害该地区的经济。2015 年,通过有针对性的鱼卵取样,俄亥俄州桑达斯基河记录到草鱼产卵。桑达斯基河持续的鱼卵取样表明,草鱼产卵与排水量和水温有关。我们利用 2014 年至 2021 年的鱼卵取样数据开发了一个贝叶斯模型,以了解伊利湖流域草鱼产卵的可能相关条件。由此得出的模型估计了产卵的可能性与排水量和水温的函数关系。结果表明,当排水量高于 10 m3/s、水温低于 25 ℃ 时,草鱼最有可能产卵。该模型为确定研究和管理重点提供了工具,以制定减少伊利湖草鱼数量的管理策略。此外,该模型的贝叶斯性质使其可在获得新数据时进行更新,无论是来自同一条河流还是另一条河流的数据,以纳入河流的特定特征,从而确定可能产卵的河流。
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来源期刊
Journal of Great Lakes Research
Journal of Great Lakes Research 生物-海洋与淡水生物学
CiteScore
5.10
自引率
13.60%
发文量
178
审稿时长
6 months
期刊介绍: Published six times per year, the Journal of Great Lakes Research is multidisciplinary in its coverage, publishing manuscripts on a wide range of theoretical and applied topics in the natural science fields of biology, chemistry, physics, geology, as well as social sciences of the large lakes of the world and their watersheds. Large lakes generally are considered as those lakes which have a mean surface area of >500 km2 (see Herdendorf, C.E. 1982. Large lakes of the world. J. Great Lakes Res. 8:379-412, for examples), although smaller lakes may be considered, especially if they are very deep. We also welcome contributions on saline lakes and research on estuarine waters where the results have application to large lakes.
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