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Linear mixed-effects models to describe length-weight relationships for yellow croaker (Larimichthys Polyactis) along the north coast of China

机译:线性混合效应模型描述中国北海岸黄花鱼(Larimichthys Polyactis)的长度-重量关系

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摘要

In this study, length-weight relationships and relative condition factors were analyzed for Yellow Croaker (Larimichthys polyactis) along the north coast of China. Data covered six regions from north to south: Yellow River Estuary, Coastal Waters of Northern Shandong, Jiaozhou Bay, Coastal Waters of Qingdao, Haizhou Bay, and South Yellow Sea. In total 3,275 individuals were collected during six years (2008, 2011–2015). One generalized linear model, two simply linear models and nine linear mixed effect models that applied the effects from regions and/or years to coefficient a and/or the exponent b were studied and compared. Among these twelve models, the linear mixed effect model with random effects from both regions and years fit the data best, with lowest Akaike information criterion value and mean absolute error. In this model, the estimated a was 0.0192, with 95% confidence interval 0.0178~0.0308, and the estimated exponent b was 2.917 with 95% confidence interval 2.731~2.945. Estimates for a and b with the random effects in intercept and coefficient from Region and Year, ranged from 0.013 to 0.023 and from 2.835 to 3.017, respectively. Both regions and years had effects on parameters a and b, while the effects from years were shown to be much larger than those from regions. Except for Coastal Waters of Northern Shandong, a decreased from north to south. Condition factors relative to reference years of 1960, 1986, 2005, 2007, 2008~2009 and 2010 revealed that the body shape of Yellow Croaker became thinner in recent years. Furthermore relative condition factors varied among months, years, regions and length. The values of a and relative condition factors decreased, when the environmental pollution became worse, therefore, length-weight relationships could be an indicator for the environment quality. Results from this study provided basic description of current condition of Yellow Croaker along the north coast of China.
机译:在这项研究中,分析了中国北海岸黄花鱼(Larimichthys polyactis)的长度-重量关系和相对条件因子。数据涵盖了从北到南的六个区域:黄河口,山东北部沿海水域,胶州湾,青岛沿海水域,海州湾和南黄海。在六年中(2008年,2011-2015年),总共收集了3275个人。研究并比较了一个广义线性模型,两个简单线性模型和九个线性混合效应模型,这些模型将来自区域和/或年份的效应应用于系数a和/或指数b。在这十二个模型中,具有来自地区和年份的随机效应的线性混合效应模型最适合数据,具有最低的Akaike信息准则值和平均绝对误差。在该模型中,估计a为0.0192,置信区间为95%0.0178〜0.0308,估计指数b为2.917,95%置信区间为2.731〜2.945。在区域和年份中,具有截距和系数随机效应的a和b的估计分别在0.013至0.023和2.835至3.017之间。区域和年份都对参数a和b产生影响,而事实证明,年份的影响要比来自区域的影响大得多。除山东北部沿海水域外,从北向南呈下降趋势。相对于1960年,1986年,2005年,2007年,2008〜2009年和2010年的参考年的条件因素表明,黄花鱼的身体形状近年来变薄了。此外,相对条件因素在月份,年份,区域和长度之间也有所不同。当环境污染恶化时,α和相关条件因子的值减小,因此,长度-重量关系可能是环境质量的指标。这项研究的结果为中国北海岸黄花鱼的现状提供了基本描述。

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  • 作者

    Qiuyun Ma; Yan Jiao; Yiping Ren;

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  • 年(卷),期 -1(12),2
  • 年度 -1
  • 页码 e0171811
  • 总页数 17
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