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Future distribution of early life stages of small pelagic fishes in the northwestern Mediterranean

机译:地中海西北部小型鱼类早期阶段的未来分布

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We studied the effect of climate change on the potential spawning habitats of two marine small pelagic fishes. We examined the projected changes in the potential spawning habitat of the summer-spawning anchovy (Engraulis encrasicolus) and round sardinella (Sardinella aurita) in the northwestern Mediterranean by combining the regionalized projections of RCP scenarios with an existing species distribution model (SDM). The SDM was based on a separate generalized additive model for the eggs and larvae of the two species computed from ichthyoplankton sampling that was conducted with simultaneous readings of surface temperature, salinity and chlorophyll-a values as predictor variables. The SDM was projected for the 2010 decade, which represented the present-day conditions, with these environmental variables obtained from the regionalized POLCOMS-ERSEM biogeochemical model forced by the RCP 4.5 and RCP 8.5 scenarios. The comparison of the present-day projection results with the projections for the middle and final decades of the twenty-first century showed that the suitability of the spawning habitat as defined by the anchovy eggs model was likely to increase over time under RCP4.5 or decrease slightly under RCP8.5, but the habitat for anchovy larvae was likely to decrease in all cases. Loss of habitat was projected to be particularly important in the south of the study area on the Ebre River delta continental shelf. Conversely, the probability of round sardinella occurrence will significantly increase under both scenarios. The potential habitat of this species, which is of subtropical origin, is likely to shift northwards. The limitations of the existing models to extrapolate the current results to future scenarios are discussed regarding (i) the uncertainty in the projections of driving environmental variables (e.g., chlorophyll-a), (ii) the simplified nature of the projection models, which did not capture the dynamics of the early life stages of the fish at a small scale, and (iii) insufficient consideration of important drivers, such as larval transport or retention by mesoscale hydrographic phenomena.
机译:我们研究了气候变化对两种海洋小型鱼类鱼类潜在产卵栖息地的影响。通过将RCP场景与现有物种分布模型(SDM)相结合,审查了西北地中海夏季产卵凤尾鱼(ENGRAULIS CONRASICOLUS)和圆形撒丁岛(SARDINELLA AURITA)的潜在产卵栖息地的预计变化。 SDM基于由ICHThyoplancant采样计算的两种物种的单独的普遍化添加剂模型,其通过同时读数的表面温度,盐度和叶绿素-A值作为预测变量。 SDM预计为2010年的十年,该十年代表当今条件,这些环境变量从RCP 4.5和RCP 8.5场景所强迫的区域化的Polcoms-ersem生物地球化学模型获得。当今预测结果与二十一世纪中期和最后几十年的预测相比表明,在凤尾卵模型中定义的产卵栖息地的适用性可能会随着RCP4.5或在RCP8.5下略微下降,但凤尾鱼幼虫的栖息地在所有病例中可能会降低。预计栖息地的损失在艾布河三角洲大陆架的研究区南部尤为重要。相反,在这两种情况下,圆形撒丁岛发生的概率将显着增加。这种物种的潜在栖息地是亚热带起源的,可能会向北移动。将现有模型推断当前结果的局限性关于(i)(i)驾驶环境变量(例如,叶绿素-A)的投影中的投影中的不确定性,(ii)投影模型的简化性质不要以小规模捕获鱼的早期生命阶段的动态,(iii)对重要司机的考虑不足,例如Messcale水文现象的幼虫运输或保留。

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