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Climatic extremes improve predictions of spatial patterns of tree species

机译:气候极端现象改善了对树种空间格局的预测

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Understanding niche evolution, dynamics, and the response of species to climate change requires knowledge of the determinants of the environmental niche and species range limits. Mean values of climatic variables are often used in such analyses. In contrast, the increasing frequency of climate extremes suggests the importance of understanding their additional influence on range limits. Here, we assess how measures representing climate extremes (i.e., interannual variability in climate parameters) explain and predict spatial patterns of 11 tree species in Switzerland. We find clear, although comparably small, improvement (+20% in adjusted D~2, +8% and +3% in cross-validated True Skill Statistic and area under the receiver operating characteristics curve values) in models that use measures of extremes in addition to means. The primary effect of including information on climate extremes is a correction of local overprediction and underprediction. Our results demonstrate that measures of climate extremes are important for understanding the climatic limits of tree species and assessing species niche characteristics. The inclusion of climate variability likely will improve models of species range limits under future conditions, where changes in mean climate and increased variability are expected.
机译:要了解生态位的演变,动态以及物种对气候变化的响应,需要了解环境生态位和物种范围限制的决定因素。在这种分析中经常使用气候变量的平均值。相反,气候极端事件的频率不断增加,表明了解它们对范围极限的额外影响的重要性。在这里,我们评估了代表极端气候的措施(即气候参数的年际变化)如何解释和预测瑞士11种树种的空间格局。我们发现使用极端测量的模型具有明显的改进,尽管幅度相对较小(调整后的D〜2为+ 20%,交叉验证的真实技能统计为+ 8%和+ 3%,并且在接收器工作特性曲线值下的面积)。除了手段。包括有关极端气候信息的主要作用是纠正了当地的过度预测和预测不足。我们的结果表明,极端气候措施对于理解树木的气候极限和评估物种的生态位特征非常重要。纳入气候变异性可能会改善未来条件下物种范围限制的模型,在该条件下,预计平均气候会发生变化并且变异性会增加。

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