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Forecasting phenology under global warming

机译:全球变暖下的物候预测

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摘要

As a consequence of warming temperatures around the world, spring and autumn phenologies have been shifting, with corresponding changes in the length of the growing season. Our understanding of the spatial and interspecific variation of these changes, however, is limited. Not all species are responding similarly, and there is significant spatial variation in responses even within species. This spatial and interspecific variation complicates efforts to predict phenological responses to ongoing climate change, but must be incorporated in order to build reliable forecasts. Here, we use a long-term dataset (1953–2005) of plant phenological events in spring (flowering and leaf out) and autumn (leaf colouring and leaf fall) throughout Japan and South Korea to build forecasts that account for these sources of variability. Specifically, we used hierarchical models to incorporate the spatial variability in phenological responses to temperature to then forecast species’ overall and site-specific responses to global warming. We found that for most species, spring phenology is advancing and autumn phenology is getting later, with the timing of events changing more quickly in autumn compared with the spring. Temporal trends and phenological responses to temperature in East Asia contrasted with results from comparable studies in Europe, where spring events are changing more rapidly than are autumn events. Our results emphasize the need to study multiple species at many sites to understand and forecast regional changes in phenology.
机译:由于世界各地温度升高,春季和秋季的物候一直在变化,生长季节的长度也发生了相应的变化。但是,我们对这些变化的空间和种间变化的理解是有限的。并非所有物种都具有相似的响应,即使在物种内部,响应也存在显着的空间差异。这种空间上和种间的变化使预测正在进行的气候变化的物候响应的努力变得复杂,但是为了建立可靠的预测,必须将其合并。在这里,我们使用了整个日本和韩国的春季(开花和叶期)和秋季(叶子着色和叶期)植物物候事件的长期数据集(1953年至2005年)来建立解释这些变异性来源的预测。具体来说,我们使用层次模型将空间变异性纳入对温度的物候响应中,然后预测物种对全球变暖的整体和特定地点响应。我们发现,对于大多数物种而言,春季物候正在发展,而秋季物候正在发展,与春季相比,秋季的事件发生时间变化更快。东亚温度的时间趋势和物候响应与欧洲类似研究的结果形成鲜明对比,欧洲的春季事件比秋季事件变化更快。我们的结果强调需要在许多地点研究多种物种,以了解和预测物候学的区域变化。

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