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北太平洋海狗当前及未来的栖息地适宜性以及与白令海东部商业狭鳕渔业的重叠情况。

Current and future habitat suitability of northern fur seals and overlap with the commercial walleye pollock fishery in the eastern Bering Sea.

作者信息

McHuron Elizabeth A, Hazen Elliott L, Pelland Noel A, Kearney Kelly A, Cheng Wei, Hermann Albert J, Ream Rolf R, Sterling Jeremy T

机构信息

Cooperative Institute for Climate, Ocean, and Ecosystem Studies, University of Washington, Seattle, WA, USA.

Environmental Research Division, Southwest Fisheries Science Center, National Oceanic and Atmospheric Administration, Monterey, CA, USA.

出版信息

Mov Ecol. 2025 Apr 14;13(1):26. doi: 10.1186/s40462-025-00545-6.

Abstract

BACKGROUND

Understanding the abiotic and biotic drivers of species distribution is critical for climate-informed ecosystem management. We aimed to understand habitat selection of northern fur seals in the eastern Bering Sea, a declining population that is also a key predator of walleye pollock, the target species for the largest U.S. commercial fishery.

METHODS

We developed species distribution models using random forest models by combining satellite telemetry data from lactating female fur seals tagged at different rookery complexes on the Pribilof Islands in the eastern Bering Sea with regional ocean model simulations. We explored how data aggregation at two spatial scales (Pribilof-wide and complex-specific) impacted model performance and predicted distributions. Spatial predictions under hindcasted (1992-2018) and projected (2050-2059) physical and biological conditions were used to identify areas of core habitat, overlap with commercial fishery catches, and potential changes in future habitat suitability.

RESULTS

The most important environmental predictor variables across all models were bathymetry, bottom temperature, and surface temperature. The Pribilof-wide model both under- and overrepresented the importance of specific areas, while complex-specific models exhibited considerable variability in transferability performance. The majority of core habitat occurred on the continental shelf in areas that overlapped with commercial catches of walleye pollock during the "B" season (June - October), with an average of 76% of the total percentage of the catch occurring in core fur seal habitat within the foraging range of lactating females. Projections revealed that considerable changes in fur seal habitat suitability may occur in the coming decades, with complex-specific variation in the magnitude and direction of changes.

CONCLUSIONS

Our results illustrate the need to sample multiple sites whenever possible and consider spatial scale when extrapolating species distribution model output for central-place foragers, even when terrestrial sites are < 10 km apart. The high overlap between suitable fur seal habitat and commercial fishery catches of pollock, coupled with projected changes in habitat suitability, underscore the need for targeted studies investigating fisheries impacts on this declining population.

摘要

背景

了解物种分布的非生物和生物驱动因素对于基于气候的生态系统管理至关重要。我们旨在了解白令海东部北海狗的栖息地选择情况,北海狗种群数量正在下降,它也是狭鳕的主要捕食者,而狭鳕是美国最大商业渔业的目标物种。

方法

我们通过随机森林模型开发物种分布模型,将来自白令海东部普里比洛夫群岛不同繁殖地复合体的哺乳期雌性海狗的卫星遥测数据与区域海洋模型模拟相结合。我们探讨了两个空间尺度(普里比洛夫群岛全域和特定复合体)的数据聚合如何影响模型性能和预测分布。利用历史时期(1992 - 2018年)和预测时期(2050 - 2059年)的物理和生物条件下的空间预测,来确定核心栖息地的区域、与商业渔业捕捞区域的重叠情况以及未来栖息地适宜性的潜在变化。

结果

所有模型中最重要的环境预测变量是水深、底层温度和表层温度。普里比洛夫群岛全域模型对特定区域重要性的呈现既有低估也有高估,而特定复合体模型在可转移性性能方面表现出相当大的变异性。大部分核心栖息地位于大陆架上,这些区域在“B”季节(6月至10月)与狭鳕的商业捕捞区域重叠,在哺乳期雌性海狗的觅食范围内,狭鳕捕捞总量的平均76%发生在核心海狗栖息地内。预测结果显示,未来几十年海狗栖息地适宜性可能会发生相当大的变化,变化的幅度和方向存在特定复合体的差异。

结论

我们的结果表明,对于中心地觅食者,在推断物种分布模型输出时,即使陆地站点相距小于10公里,也需要尽可能对多个站点进行采样并考虑空间尺度。适宜的海狗栖息地与狭鳕商业渔业捕捞区域高度重叠,再加上预测的栖息地适宜性变化,凸显了开展针对性研究以调查渔业对这一数量下降种群影响的必要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/aa69/11995594/d77abb7c4823/40462_2025_545_Fig1_HTML.jpg

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