Hotspots in the heat: Bayesian spatial modeling of Southern Bluefin Tuna larvae in a warming Argo Basin

IF 3.3 3区 地球科学 Q2 OCEANOGRAPHY
M. Grazia Pennino , Barbara A. Muhling , Estrella Malca , Raúl Laiz-Carrión , José María Quintanilla , Ricardo Borrego-Santos , Manuel Vargas-Yañez , Francisco Abascal , Lynnath E. Beckley , Michael R. Landry
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引用次数: 0

Abstract

The Argo Basin, located in the eastern Indian Ocean off northwestern Australia, is the primary spawning ground for Southern Bluefin Tuna (Thunnus maccoyii). Understanding the environmental drivers of larval distribution in this region is essential to anticipate potential climate impacts. Using data from the BLOOFINZ cruise, we applied spatially explicit Bayesian models with Tweedie likelihoods to evaluate the influence of sea surface temperature, sea level anomaly, sea surface salinity, chlorophyll-a concentration, bathymetry, and seabed aspect on larval density (density standardized by filtered volume). The best-supported model revealed strong nonlinear responses to temperature, mesoscale activity, and depth. Larval density increased with warmer surface waters, peaked at intermediate depths, and was highest under moderate sea level anomalies, suggesting that retention and feeding conditions are maximized under these circumstances. Seabed aspect had a negative effect, consistent with topography-flow interactions that can reduce retention. The spatial component of the model identified a hotspot of larval density in the southern–southwestern basin and lower density toward the north, with lowest uncertainty in well-sampled central areas. Projections for 2050 under a mid-range climate scenario indicated a heterogeneous redistribution of suitable larval habitat, with declines in central and southeastern spawning areas and increases toward the northeast. These findings highlight the sensitivity of Southern Bluefin Tuna larvae to oceanographic conditions and climate change, and they emphasize the need for adaptive, climate-informed management of spawning habitats.
热点在炎热:南部蓝鳍金枪鱼幼虫在变暖的阿尔戈盆地的贝叶斯空间模型
Argo盆地位于澳大利亚西北部的东印度洋,是南蓝鳍金枪鱼(Thunnus maccoyii)的主要产卵场。了解该地区幼虫分布的环境驱动因素对于预测潜在的气候影响至关重要。利用BLOOFINZ巡航的数据,我们应用空间显式贝叶斯模型和Tweedie似然来评估海面温度、海平面异常、海面盐度、叶绿素-a浓度、水深和海床方面对幼虫密度的影响(通过过滤体积标准化密度)。最佳支持模式揭示了对温度、中尺度活动和深度的强烈非线性响应。幼虫密度随表层水温升高而增加,在中等深度达到峰值,在中等海平面异常情况下最高,表明在这些情况下,幼虫的滞留和摄食条件最大。海底方面有负面影响,与地形-流动相互作用一致,可以减少保留率。模型的空间分量表明,西南盆地南部是幼虫密度的热点地区,北部密度较低,采样良好的中部地区不确定性最低。对2050年中期气候情景的预测表明,适合幼虫栖息地的再分配呈异质性,中部和东南部产卵区减少,东北部产卵区增加。这些发现突出了南方蓝鳍金枪鱼幼虫对海洋条件和气候变化的敏感性,并强调了对产卵栖息地进行适应性、气候知情管理的必要性。
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来源期刊
CiteScore
6.40
自引率
16.70%
发文量
115
审稿时长
3 months
期刊介绍: Deep-Sea Research Part II: Topical Studies in Oceanography publishes topical issues from the many international and interdisciplinary projects which are undertaken in oceanography. Besides these special issues from projects, the journal publishes collections of papers presented at conferences. The special issues regularly have electronic annexes of non-text material (numerical data, images, images, video, etc.) which are published with the special issues in ScienceDirect. Deep-Sea Research Part II was split off as a separate journal devoted to topical issues in 1993. Its companion journal Deep-Sea Research Part I: Oceanographic Research Papers, publishes the regular research papers in this area.
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