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Comparison of habitat-based indices of abundance with fishery-independent biomass estimates from bottom trawl surveys

机译:底拖网调查中基于栖息地的丰度指数与不依赖渔业的生物量估计值的比较

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摘要

Rockfish species are notoriously difficult to sample with multispecies bottom trawl survey methods. Typically, biomass estimates have high coefficients of variation and can fluctuate outside the bounds of biological reality from year to year. This variation may be due in part to their patchy distribution related to very specific habitat preferences. We successfully modeled the distribution of five commercially important and abundant rockfish species. A two-stage modeling method (modeling both presence-absence and abundance) and a collection of important habitat variables were used to predict bottom trawl survey catch per unit of effort. The resulting models explained between 22% and 66% of the variation in rockfish distribution. The models were largely driven by depth, local slope, bottom temperature, abundance of coral and sponge, and measures of water column productivity (i.e., phytoplankton and zooplankton). A year-effect in the models was back-transformed and used as an index of the time series of abundance. The abundance index trajectories of three of five species were similar to the existing estimates of their biomass. In the majority of cases the habitat-based indices exhibited less interannual variability and similar precision when compared with stratified survey-based biomass estimates. These indices may provide for stock assessment models a more stable alternative to current biomass estimates produced by the multispecies bottom trawl survey in the Gulf of Alaska.
机译:众所周知,用多物种底拖网调查方法很难对石鱼种类进行采样。通常,生物量估计值具有较高的变异系数,并且可能每年都在生物现实范围之外波动。这种变化可能部分是由于它们与非常特定的栖息地偏好有关的零散分布。我们成功地模拟了五种具有商业意义的丰富石鱼物种的分布。使用两阶段建模方法(同时建模存在和不存在以及丰度)和重要栖息地变量的集合来预测每单位工作量的海底拖网调查捕获量。所得模型解释了石鱼分布变化的22%至66%。这些模型主要受深度,局部坡度,底部温度,珊瑚和海绵的丰度以及水柱生产力(即浮游植物和浮游动物)的度量驱动。对模型中的年效应进行了逆变换,并将其用作丰度时间序列的指标。 5个物种中3个的丰度指数轨迹与它们的生物量的现有估计值相似。在大多数情况下,与基于分层调查的生物量估计值相比,基于栖息地的指数表现出较小的年际变化和相似的精度。这些指数可以为种群评估模型提供一种更稳定的替代方案,可以替代阿拉斯加湾多物种底拖网调查产生的当前生物量估算值。

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