北方海狗目前和未来栖息地的适宜性以及与白令海东部商业白眼鳕鱼渔业的重叠。

IF 3.4 1区 生物学 Q2 ECOLOGY
Elizabeth A McHuron, Elliott L Hazen, Noel A Pelland, Kelly A Kearney, Wei Cheng, Albert J Hermann, Rolf R Ream, Jeremy T Sterling
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引用次数: 0

摘要

背景:了解物种分布的非生物和生物驱动因素对于气候知情生态系统管理至关重要。我们的目标是了解白令海东部北部海豹的栖息地选择,白令海东部的海豹数量正在下降,也是美国最大商业渔业的目标物种——白鳕的主要捕食者。方法:将白令海东部普里比洛夫群岛不同栖息地的哺乳雌海狗卫星遥测数据与区域海洋模型模拟相结合,建立随机森林模型。我们探讨了两个空间尺度(Pribilof-wide和complex-specific)的数据聚合如何影响模型性能和预测分布。利用后推(1992-2018)和预估(2050-2059)物理和生物条件下的空间预测,确定核心栖息地区域、与商业渔业捕捞重叠的区域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、底部温度和表面温度。Pribilof-wide模型既低估了特定区域的重要性,也高估了特定区域的重要性,而复杂特定模型在可转移性表现上表现出相当大的可变性。在“B”季节(6 - 10月),大部分核心栖息地发生在与狭鳕商业捕捞重叠的大陆架上,平均76%的总捕捞量发生在哺乳雌海豹觅食范围内的核心海狗栖息地。预测结果显示,未来几十年海狗栖息地适宜性可能发生相当大的变化,变化的幅度和方向具有复杂的特异性变化。结论:我们的研究结果表明,在推断中心地点的物种分布模型输出时,需要尽可能地对多个地点进行采样,并考虑空间尺度,即使在陆地地点也是如此
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Current and future habitat suitability of northern fur seals and overlap with the commercial walleye pollock fishery in the eastern Bering Sea.

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.

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来源期刊
Movement Ecology
Movement Ecology Agricultural and Biological Sciences-Ecology, Evolution, Behavior and Systematics
CiteScore
6.60
自引率
4.90%
发文量
47
审稿时长
23 weeks
期刊介绍: Movement Ecology is an open-access interdisciplinary journal publishing novel insights from empirical and theoretical approaches into the ecology of movement of the whole organism - either animals, plants or microorganisms - as the central theme. We welcome manuscripts on any taxa and any movement phenomena (e.g. foraging, dispersal and seasonal migration) addressing important research questions on the patterns, mechanisms, causes and consequences of organismal movement. Manuscripts will be rigorously peer-reviewed to ensure novelty and high quality.
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