量化样本大小和物种分布对阿拉斯加湾底拖网调查丰度估计的精确度和准确性的影响

P. G. von Szalay, E. Laman, S. Kotwicki, Lewis A. K. Barnett, Kotaro Ono
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引用次数: 0

摘要

- 我们评估了减少调查强度对阿拉斯加湾底拖网调查中观测到的 4 种具有不同分布的重要商业或生态物种丰度估计值的准确性和精确性的影响。基于渔获量历史观测数据的时空广义线性混合模型模拟用于评估丰度估计值及其方差的统计稳健性,以变异系数、相对偏差和相对均方根误差来衡量。这些指标用于比较传统的基于设计的估计方法和基于矢量自回归时空模型的替代估计方法在 4 种不同取样密度下的估计值,这 4 种密度分别代表历史范围两侧的 2 种历史取样密度和 2 种理论取样密度。最近,调查取样密度从 820 个站点减少到 550 个站点,这对两种箭齿鱼估计指标的性能指标影响不大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying the effects of sample size and species distribution on the precision and accuracy of abundance estimates from bottom-trawl surveys in the Gulf of Alaska
— We assessed the effect of survey effort reduction on the accuracy and precision of estimates of abundance for 4 commercially or ecologically important species with differing distributions observed in a bottom-trawl survey conducted in the Gulf of Alaska. Simulations from a spatiotemporal generalized linear mixed model based on historical observations of catch densities were used to evaluate the statistical robustness, measured in terms of coefficient of variation, relative bias, and relative root mean square error, of the abundance estimates and their variances. These metrics were used to compare estimates between the traditional design-based estimator and the alternative estimator, based on a vector autoregressive spatiotemporal model, at 4 different sampling densities, representing 2 historical and 2 theoretical sampling effort levels on either side of the historical range. The recent reduction in the density of survey sampling from 820 to 550 stations had only a modest effect on the performance metrics for both estimators for arrowtooth
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