Marine heatwave exposure is changing unevenly across Scottish aquaculture sites

IF 3.4 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY
Camila Toledo-Jaime, Jennifer Graham, Ben Hudson, David Moffat, Bryony Townhill, Steven Palmer
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引用次数: 0

Abstract

Introduction Marine heatwaves (MHWs) are an increasing climate hazard for coastal aquaculture, yet regional assessments may not resolve how exposure varies across the locations where farms operate. Methods Here, we analysed daily ~5-km OSTIA sea surface temperature data from 1990 to 2025 at the locations of 361 active Scottish finfish and shellfish farms, represented by 218 unique grid cells, and compared satellite temperatures with in situ records from eight farms. We used principal component analysis and hierarchical clustering to describe long-term MHW exposure, and mixed-effects models to assess temporal changes. Results Two broad exposure profiles were identified. Cluster 1 was characterised by higher mean, maximum and cumulative intensity, whereas differences in event duration and frequency between clusters were smaller. Temporal trends, however, differed more strongly. MHW frequency increased at similar rates in both clusters, while event duration, cumulative intensity and severity increased more rapidly in Cluster 2. Between 1990 -2019 and 2020 -2025, estimated event duration increased by 44.6% in Cluster 1 and 89.9% in Cluster 2, while cumulative intensity increased by 50.0% and approximately 127.5%, respectively (cluster × period, p < 0.001). The estimated probability of a Severe or Extreme event rose from 2.2% to 26.2% in Cluster 2, compared with 1.8% to 6.1% in Cluster 1 (cluster × period, p < 0.001). Mean event intensity changed comparatively little. Discussion These findings show that MHW exposure across Scottish aquaculture is multidimensional, spatially uneven and changing at different rates through time. The resulting hazard -exposure landscape helps bridge regional MHW assessments and individual-farm monitoring, providing a foundation for more targeted monitoring and future assessment of aquaculture vulnerability and climate risk.
苏格兰水产养殖场的海洋热浪暴露情况变化不均匀
海洋热浪(MHWs)是沿海水产养殖日益严重的气候危害,但区域评估可能无法解决养殖场经营地点的不同暴露程度。在此,我们分析了361个活跃的苏格兰鳍鱼和贝类养殖场(由218个独特的网格单元代表)1990年至2025年每天约5公里的OSTIA海面温度数据,并将卫星温度与来自8个养殖场的原位记录进行了比较。我们使用主成分分析和分层聚类来描述长期MHW暴露,并使用混合效应模型来评估时间变化。结果确定了两种广泛的暴露谱。聚类1具有较高的平均强度、最大强度和累积强度,而聚类之间的事件持续时间和频率差异较小。然而,时间趋势的差异更大。MHW频率在两个聚类中以相似的速率增加,而事件持续时间、累积强度和严重程度在聚类2中增加得更快。在1990 -2019年和2020 -2025年期间,聚类1的估计事件持续时间增加了44.6%,聚类2增加了89.9%,而累积强度分别增加了50.0%和127.5%(聚类x周期,p < 0.001)。在集群2中,严重或极端事件的估计概率从2.2%上升到26.2%,而在集群1中为1.8%至6.1%(集群x周期,p < 0.001)。平均事件强度变化相对较小。这些发现表明,苏格兰水产养殖中的MHW暴露是多维的,空间上不均匀的,并且随着时间的推移以不同的速率变化。由此产生的危害暴露景观有助于将区域MHW评估与个体养殖场监测联系起来,为更有针对性地监测和未来评估水产养殖脆弱性和气候风险奠定基础。
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来源期刊
Frontiers in Marine Science
Frontiers in Marine Science Agricultural and Biological Sciences-Aquatic Science
CiteScore
5.10
自引率
16.20%
发文量
2443
审稿时长
14 weeks
期刊介绍: Frontiers in Marine Science publishes rigorously peer-reviewed research that advances our understanding of all aspects of the environment, biology, ecosystem functioning and human interactions with the oceans. Field Chief Editor Carlos M. Duarte at King Abdullah University of Science and Technology Thuwal is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, policy makers and the public worldwide. With the human population predicted to reach 9 billion people by 2050, it is clear that traditional land resources will not suffice to meet the demand for food or energy, required to support high-quality livelihoods. As a result, the oceans are emerging as a source of untapped assets, with new innovative industries, such as aquaculture, marine biotechnology, marine energy and deep-sea mining growing rapidly under a new era characterized by rapid growth of a blue, ocean-based economy. The sustainability of the blue economy is closely dependent on our knowledge about how to mitigate the impacts of the multiple pressures on the ocean ecosystem associated with the increased scale and diversification of industry operations in the ocean and global human pressures on the environment. Therefore, Frontiers in Marine Science particularly welcomes the communication of research outcomes addressing ocean-based solutions for the emerging challenges, including improved forecasting and observational capacities, understanding biodiversity and ecosystem problems, locally and globally, effective management strategies to maintain ocean health, and an improved capacity to sustainably derive resources from the oceans.
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