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Absence of scale dependence in dolphin–habitat models for the eastern tropical Pacific Ocean

机译:东部热带太平洋海豚-栖息地模型中缺乏尺度依赖性

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ABSTRACT: Research into the effects of scale on cetacean–habitat relationships is limited and has produced ambiguous results. We explored the effects of spatial resolution (a component of scale) on dolphin–habitat models using 4 yr of data collected in the eastern tropical Pacific Ocean (ETP). We developed generalized additive models of dolphin–habitat relationships for 4 species at 6 spatial resolutions using oceanographic and geographic habitat variables. For all species, the ecological patterns in the models built at the different resolutions were similar: the same variables frequently occurred at multiple resolutions and had similar functional forms, and maps of predicted distributions identified similar high and low density regions. Additionally, interannual habitat variability, which is most likely related to the El Niño–Southern Oscillation, had a greater impact on the predictive power of dolphin–habitat models than spatial resolution. Although it is common to find scale dependence in species–habitat relationships, domains of scale exist in which ecological patterns do not change. The absence of scale dependence in the models for the 4 dolphin species suggests that resolutions from 2 to 120 km occur within a single domain of scale in the ETP. This domain of scale may be determined by the physical oceanography of the ETP, which is generally defined by large-scale processes. Although resolutions from 2 to 120 km appear to occur within a domain of scale, building models at the larger resolutions we investigated may reduce the noise in the data due to false absences.
机译:摘要:关于规模对鲸类与栖息地关系影响的研究是有限的,并且产生了模棱两可的结果。我们使用在热带东太平洋(ETP)中收集的4年数据探索了空间分辨率(比例的一部分)对海豚-栖息地模型的影响。我们使用海洋和地理栖息地变量开发了6种空间分辨率下的4种物种海豚-栖息地关系的广义加性模型。对于所有物种,以不同分辨率建立的模型中的生态模式都是相似的:相同的变量经常以多种分辨率出现并且具有相似的功能形式,并且预测分布图确定了相似的高密度和低密度区域。此外,与厄尔尼诺-南方涛动最有可能有关的年际栖息地变化对海豚-栖息地模型的预测能力的影响大于对空间分辨率的影响。尽管在物种与栖息地的关系中发现规模依赖性是很常见的,但是在规模域中生态模式不会改变。 4种海豚物种模型中没有尺度依赖性,这表明在ETP的单个尺度域内,分辨率为2至120 km。规模范围可以由ETP的物理海洋学确定,这通常由大规模过程定义。尽管从2到120 km的分辨率似乎发生在一个规模范围内,但是我们研究的较大分辨率的模型构建可以减少由于错误缺失而导致的数据噪声。

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