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A comparison of statistical methods for deriving freshwater quality criteria for the protection of aquatic organisms

机译:推导保护水生生物的淡水质量标准的统计方法的比较

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Species sensitivity distributions (SSDs) are in creasingly used in both ecological risk assessment and deriva tion of water quality criteria. However, there has been debate about the choice of an appropriate approach for derivation of water quality criteria based on SSDs because the various methods can generate different values. The objective of this study was to compare the differences among various methods. Data sets of acute toxicities of 12 substances to aquatic organ isms, representing a range of classes with different modes of action, were studied. Nine typical statistical approaches, in cluding parametric and nonparametric methods, were used to construct SSDs for 12 chemicals. Water quality criteria, expressed as hazardous concentration for 5 % of species (HC_5), were derived by use of several approaches. All approaches produced comparable results, and the data gener ated by the different approaches were significantly correlated.Variability among estimates of HC_5 of all inclusive species decreased with increasing sample size, and variability was similar among the statistical methods applied. Of the statistical methods selected, the bootstrap method represented the best-fitting model for all chemicals, while log-triangle and Weibull were the best models among the parametric methods evaluated. The bootstrap method was the primary choice to derive water quality criteria when data points are sufficient (more than 20). If the available data are few, all other methods should be constructed, and that which best describes the distribution of the data was selected.
机译:在生态风险评估和水质标准推导中,越来越多地使用物种敏感度分布(SSD)。但是,由于基于SSD的各种方法会产生不同的值,因此对于选择合适的方法来推导基于SSD的水质标准存在争议。这项研究的目的是比较各种方法之间的差异。研究了12种物质对水生器官等离子的急性毒性数据集,这些数据代表了一系列作用方式不同的类别。九种典型的统计方法(包括参数方法和非参数方法)被用于构建12种化学物质的SSD。通过使用几种方法得出了水质标准,以5%的物种(HC_5)的有害浓度表示。所有方法均产生可比的结果,并且由不同方法生成的数据显着相关。所有样本HC_5估计值之间的变异性随样本数量的增加而降低,并且所应用的统计方法之间的变异性相似。在选择的统计方法中,自举方法代表了所有化学品的最佳拟合模型,而对数三角形和威布尔法则是所评估的参数方法中的最佳模型。当数据点足够(超过20个)时,bootstrap方法是得出水质标准的主要选择。如果可用数据很少,则应构造所有其他方法,并选择最能描述数据分布的方法。

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