树木物种局部敏感性的特征以及介导因素的相关影响
Justin G Coughlin1, Shih Ying Chang1, Kenneth Craig1
1Sonoma Technology, Inc., Petaluma, California, USA.
概括
沉积临界负载 (CLs) 在树种范围内显著变化,受当地环境因素的影响. 机器学习揭示了许多美国森林的高超值概率,突出了本地化N CLs的需要.
科学领域:
- 生态生态学 生态生态学
- 环境科学 环境科学
- 林业林业 林业 林业 林业
背景情况:
- 陆地生态系统面临来自 (N) 沉积的影响.
- 临界负载 (CLs) 用于评估这些对树木生长和死亡率的影响.
- 现有 CL 往往缺乏空间变性和明确考虑介导环境因素.
研究的目的:
- 量化 10 种树木的 N CLs 的空间变化和估计错误.
- 为了考虑介导物种对沉积敏感性的环境因素.
- 开发局部化的NCL,具有超越概率.
主要方法:
- 在美国的森林地块中采用了启动式机器学习方法.
- 确定N沉积水平导致生长速度或生存概率下降1%.
- 评估了气候,土壤,竞争和空气污染对树木反应的影响.
主要成果:
- 在气候制度之间发现了CL的微小差异,但在制度内存在相当大的局部变化.
- 确定气候,竞争和空气污染是影响树木生长和生存的关键因素.
- 开发了一个超值概率指标,揭示了一些物种范围的46%的高超值概率.
结论:
- 机器学习有效量化介导因素对N敏感性的影响.
- 该研究提供了准确的局部NCL估计与相关的错误.
- 具有超越概率的局部NCL对于有效的森林管理和保护至关重要.
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