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Predicting the potential distribution of bamboo with species distribution models

机译:用物种分布模型预测竹子的潜在分布

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Using history climate data and two representative climate change scenarios, we predicted the potential distribution of bamboo in China from 1961 to 2099 based on specie distribution models. Through evaluating the impact of presence-only, true-absence and pseudo-absence data on SVM models accuracy on the potential distribution of bamboo during 1981–2000, we found that the two-class SVM using presence and pseudo-absence data showed the finest performance in forecasting potential distribution of bamboo. The prediction results of spatial pattern and inter-annual variation of potential distribution of bamboo under history and future climate showed that, the potential distribution of bamboo increased by 91500 km2 from 1961 to 2000. In climate change scenario B1, the potential distribution area increased 2433 km2 per year. In A2 scenario, the annual increment of potential distribution area was 13825 km2. Furthermore, the potential distribution of bamboo showed a northward migration obviously in both history climate and future scenarios.
机译:利用历史气候数据和两个代表性的气候变化情景,我们根据物种分布模型预测了1961年至2099年中国竹的潜在分布。通过评估仅存在,真实缺失和伪缺失数据对SVM模型准确性对1981-2000年竹势分布的影响,我们发现使用存在和伪缺失数据的两类SVM显示出最好的性能在预测竹的潜在分布中的作用。在历史和未来气候下,竹的空间分布格局和年际变化的预测结果表明,从1961年到2000年,竹的潜在分布增加了91500 km 2 。 B1的潜在分布面积每年增加2433 km 2 。在A2情景下,潜在分布区域的年增量为13825 km 2 。此外,在历史气候和未来情景中,竹子的潜在分布都显示出明显的北移。

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