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首页> 外文期刊>Ecological Modelling >Assessment of Atlantic salmon (Salmo salar) habitat quality and its uncertainty using a multiple-expert fuzzy model applied to the Romaine River (Canada)
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Assessment of Atlantic salmon (Salmo salar) habitat quality and its uncertainty using a multiple-expert fuzzy model applied to the Romaine River (Canada)

机译:使用罗曼河(加拿大)的多专家模糊模型评估大西洋鲑鱼(Salmo salar)的栖息地质量及其不确定性

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摘要

Many tools have been developed to evaluate environmental flows, including physical microhabitat models like PHASBIM and HABSCORE, which require habitat suitability curves. Unfortunately, the models and curves are often used in stream-specific applications and are rarely easily exportable. With the aim to address this shortcoming, we developed several habitat suitability indices sets for three Atlantic salmon (Salmo salar) life stages (young-of-the-year (YOY), parr, spawning adults) with the help of fuzzy logic modeling. Using the knowledge of twenty-seven experts, from both sides of the Atlantic Ocean, we defined fuzzy sets of four variables (depth, substrate size, velocity and Habitat Suitability Index, or HSI) and associated fuzzy rules. When applied to the Romaine River (Canada), median curves of standardized Weighted Usable Area (WUA) were calculated and a confidence interval was obtained by bootstrap resampling. Despite the large range of WUA covered by the expert WUA curves, confidence intervals were relatively narrow: an average width of 0.095 (on a scale of 0 to 1) for spawning habitat, 0.155 for parr rearing habitat and 0.160 for YOY rearing habitat. In addition, Student's t-test showed significant differences in predicted HSI between presence and absence, for parr and YOY, and RM_ANOVA showed significant differences for parr only. When considering an environmental flow value corresponding to 90% of the maximum reached by WUA curve, results seem acceptable for the Romaine River. Generally, this proposed fuzzy logic method seems suitable to model habitat availability for the three life stages, while also providing an estimate of uncertainty in salmon preferences.
机译:已经开发了许多工具来评估环境流量,包括需要栖息地适应性曲线的物理微生境模型,例如PHASBIM和HABSCORE。不幸的是,这些模型和曲线通常用于特定于流的应用中,并且很少易于导出。为了解决此缺点,我们借助模糊逻辑建模为三个大西洋鲑(Salmo salar)生命阶段(年幼(YOY),幼崽,产卵的成年人)开发了多个栖息地适应性指标集。利用来自大西洋两岸的27位专家的知识,我们定义了四个变量的模糊集(深度,底物大小,速度和生境适应性指数或HSI)以及相关的模糊规则。当应用于罗曼河(加拿大)时,计算了标准加权可用面积(WUA)的中值曲线,并通过自举重采样获得了置信区间。尽管专家用水户协会曲线涵盖的用水户协会范围很大,但置信区间相对较窄:产卵栖息地的平均宽度为0.095(0到1的比例),Parr饲养栖息地的平均宽度为0.155,YOY饲养栖息地的平均宽度为0.160。此外,对于parr和YOY,Student's t检验显示存在和不存在HSI的预测差异显着,而对于parr,RM_ANOVA显示显着差异。当考虑相当于WUA曲线达到的最大值的90%的环境流量值时,对于长叶河而言,结果似乎可以接受。通常,这种拟议的模糊逻辑方法似乎适合于对三个生命阶段的栖息地可利用性进行建模,同时还可以估计鲑鱼偏好的不确定性。

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