Sea otter recovery buffers century-scale declines in California kelp forests

Teri E. Nicholson, Loren McClenachan, Kisei R. Tanaka, Kyle S. Van Houtan
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Abstract

The status of kelp forests and their vulnerability to climate change are of global significance. As the foundation for productive and extensive ecosystems, understanding long-term kelp forest trends is critical to coastal ecosystem management, climate resiliency, and restoration programs. In this study, we curate historical US government kelp canopy inventories, develop methods to compare them with contemporary surveys, and use a machine learning framework to evaluate and rank the drivers of change for California kelp forests over the last century. Historical surveys documented Macrocystis and Nereocystis kelp forests covered approximately 120.4 km2 in 1910–1912, which is only slightly above surveys in 2014–2016 (112.0 km2). These statewide comparisons, however, mask dramatic regional changes with increases in Central California (+57.6%, +19.7 km2) and losses along the Northern (-63.0%, -8.1 km2), and Southern (-52.1%, -18.3 km2) mainland coastlines. Random Forest models rank sea otter (Enhydra lutris nereis) population density as the primary driver of kelp changes, with benthic substrate, extreme heat, and high annual variation in primary productivity also significant. This century-scale perspective identifies dramatically different outcomes for California’s kelp forests, providing a blueprint for nature-based solutions that enhance coastal resilience to climate change.
海獭的恢复缓冲了加利福尼亚海藻森林百年规模的衰退
海藻林的现状及其对气候变化的脆弱性具有全球意义。作为富饶而广阔的生态系统的基础,了解海藻林的长期趋势对沿海生态系统管理、气候适应能力和恢复计划至关重要。在这项研究中,我们整理了美国政府的历史海带冠层清单,开发了将其与当代调查进行比较的方法,并使用机器学习框架对上个世纪加州海带林的变化驱动因素进行了评估和排序。根据历史调查记录,1910-1912 年,Macrocystis 和 Nereocystis 海藻林的面积约为 120.4 平方公里,仅略高于 2014-2016 年的调查面积(112.0 平方公里)。然而,这些全州范围的比较掩盖了区域性的巨大变化,即加利福尼亚中部(+57.6%,+19.7 平方公里)的增加和北部(-63.0%,-8.1 平方公里)和南部(-52.1%,-18.3 平方公里)大陆海岸线的减少。随机森林模型将海獭(Enhydra lutris nereis)种群密度列为海带变化的主要驱动因素,底栖基质、极端高温和初级生产力的高年变化也很重要。这一世纪尺度的视角确定了加利福尼亚海藻森林截然不同的结果,为基于自然的解决方案提供了蓝图,从而增强沿海地区对气候变化的适应能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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