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Forward modeling of tree-climate relations across the Northern Hemisphere.

机译:对北半球树木与气候关系的正向建模。

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摘要

This thesis uses the Vaganov-Shashkin model of tree ring formation, a multivariate, nonlinear, mechanistic model that directly predicts tree-ring growth using climate data, to simulate tree-ring formation across the Northern Hemisphere. Previous research has shown the model has skill in reproducing ring-width variability and climate sensitivity at local and regional scales, but its ability to simulate the major geographical differences in tree-climate relationships at a hemispheric scale has not yet been tested. In this study, we ran the model at over 7,000 locations across the Northern Hemisphere, and compared the seasonal climate responses of the simulations against a network of nearly 2,200 real tree-ring width records. We also calculated the predicted dominant factor at each location and used relative growth rates to explain these patterns.;Simulated tree-ring chronologies are consistent with the real ones in the seasonality and relative strength of the encoded climate signals, demonstrating that the model has skill in reproducing tree-ring growth response to climate variability across the Northern Hemisphere. Because the simulations were produced using only climate records and the same set of parameters, the fact that the model was able to reproduce major geographical differences in the observations suggests that climate is the primary factor in determining large-scale tree-climate relationships. We also used relative growth rates to show the sequence of events during the growing season and the possible mechanism of the climate response of tree rings. We found that temperature dominates growth at temperature-sensitive sites during most of the growing season and that at stations where temperature dominates growth at the end of growing season, summer precipitation generally has a strong positive influence on tree-ring formations, while at locations where soil moisture limits growth at the end of growing season, ring widths usually have a positive correlation with winter precipitation. Because the model has skill in reproducing ring widths and tree-climate relationships at local, regional and hemispheric scales, we suggest VSM can potentially be used as a low-cost estimator to predict tree-ring response to climate prior to sampling and to forecast long-term changes in tree-climate relationships.
机译:本文使用树木年轮形成的Vaganov-Shashkin模型(一种多变量,非线性,机械模型,可使用气候数据直接预测树木年轮的增长)来模拟北半球的树木年轮形成。先前的研究表明,该模型具有在局部和区域范围内再现环宽度变异性和气候敏感性的技能,但尚未测试其在半球范围内模拟树木-气候关系中主要地理差异的能力。在这项研究中,我们在北半球的7,000多个位置运行了该模型,并将模拟的季节性气候响应与将近2,200个实际树环宽度记录的网络进行了比较。我们还计算了每个位置的预测显性因子,并使用相对增长率解释了这些模式。;模拟的树环年表在编码的气候信号的季节性和相对强度方面与真实的年轮相一致,表明该模型具有技巧在北半球重现树木年轮生长对气候变化的反应。由于仅使用气候记录和相同的参数集进行模拟,因此该模型能够重现观测结果中的主要地理差异这一事实表明,气候是确定大规模树木与气候关系的主要因素。我们还使用相对增长率来显示生长季节内事件的顺序以及年轮对气候的响应的可能机制。我们发现,在生长季节的大部分时间里,温度主导着温度敏感地区的生长,而在生长季节结束时,温度主导着温度增长的站点,夏季降水通常对树环的形成有强烈的积极影响,而在在生长季结束时,土壤水分限制了其生长,通常环宽度与冬季降水成正相关。由于该模型具有在局部,区域和半球尺度上再现环宽度和树木-气候关系的技能,因此我们建议VSM可以用作低成本估算器,以在采样之前预测树木对气候的响应并预测长-气候关系的长期变化。

著录项

  • 作者

    Li, Xiaolu.;

  • 作者单位

    University of Minnesota.;

  • 授予单位 University of Minnesota.;
  • 学科 Geography.;Climate Change.;Paleoclimate Science.
  • 学位 M.A.
  • 年度 2014
  • 页码 35 p.
  • 总页数 35
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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