加拿大不列颠哥伦比亚省内陆地区一片山地松树林遭受山地松树甲虫侵袭期间和之后的蒸散量及其分配情况

Shaorong Hao, Xin Jia, Hongxian Zhao, Xinhao Li, Yanmei Mu, T. Zha, Peng Liu, C. Bourque
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引用次数: 0

摘要

由于山松甲虫(MPB)的广泛侵袭,加拿大西部发生了大规模的树木死亡事件,预计这将在干扰期间和干扰之后影响当地到区域的蒸散(ET)动态。我们使用了 10 年连续的涡度协方差和遥感数据(2007-2016 年)以及基于随机森林和 xgboost 的机器学习模型,以确定在 2006 年夏季开始的为期 5 年的重大 MPB 干扰之后,以落叶松为主的林分在适当的时间尺度上受森林和气候驱动的影响。10 年间的年蒸散发总量从 207.2 毫米到 384.6 毫米不等,植物年蒸腾作用(T)占年蒸散发总量的 57 ± 5.4%(平均值 ± 标准偏差)。年蒸散发最初下降(2007-2011 年),然后上升(2011-2016 年),从 2007 年到 2016 年,蒸散发和蒸腾/蒸腾的年增长率约为 3.2% 和 1.2%,在统计上并不显著。气温(Ta)和蒸气压差(VPD)是这 10 年间预测蒸散发和蒸腾/蒸腾(T/ET)季节变化的最重要因素,高气温(Ta)、蒸气压差和光合有效辐射(PAR)会导致蒸散发和蒸腾/蒸腾(T/ET)增加。年蒸散发随着春季 Ta 的增加和 VPD 的降低而增加。年蒸散发随 VPD 的增加而增加,随 5 厘米深土壤容积含水量(VWC5)的增加而减少。增强植被指数(EVI,树冠绿色度指标)滞后于年蒸散发和上层树木死亡率,而 EVI 的上年值和当年值则不能很好地预测年蒸散发和年蒸散发/年蒸散发。气候过程对水汽通量的影响大于生物因素(如林分绿度),这突出表明有必要将气候调节机制纳入林分干扰期间及之后的蒸散发动态预测模型中。气候和森林绿度对水汽通量的影响需要在更长的时间尺度(如十年尺度)上进行探索,以捕捉与林分干扰及其后续恢复相关的长期趋势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evapotranspiration and its partitioning during and following a mountain pine beetle infestation of a lodgepole pine stand in the interior of British Columbia, Canada
Massive tree mortality events in western Canada due to widespread infestation by mountain pine beetle (MPB) are expected to impact local-to-regional evapotranspiration (ET) dynamics during and after a disturbance. How ecosystem-level ET and its components may vary with canopy-tree mortality (treefall) and subsequent understory recovery remains unclear.We used 10 years of continuous eddy-covariance and remote-sensing data (2007–2016) and machine-learning models based on random forest and xgboost to determine forest- and climate-driven effects at temporal scales appropriate for a lodgepole pine-dominated stand following a major, five-year MPB disturbance initiated in the summer of 2006.Total annual ET over the 10 years ranged from 207.2 to 384.6 mm, with annual plant transpiration (T) contributing to 57 ± 5.4% (mean ± standard deviation) of annual ET. Annual ET initially declined (2007–2011) and then increased (2011–2016), with ET and T/ET increasing at statistically non-significant rates of approximately 3.2 and 1.2% per year from 2007 to 2016. Air temperature (Ta) and vapor pressure deficit (VPD) were the most important predictors of seasonal variation in ET and T/ET during the 10-year period, with high Ta, VPD, and photosynthetically active radiation (PAR) causing ET and T/ET to increase. Annual ET increased with both increasing spring Ta and decreasing VPD. Annual T/ET was shown to increase with increasing VPD and decrease with increasing volumetric soil water content at a 5-cm depth (VWC5). Enhanced vegetation index (EVI, an indicator of canopy greenness) lagged T and overstory tree mortality, whereas previous- and current-year values of EVI were shown to be poor predictors of annual ET and T/ET.These findings suggest that the promotion of climate factors on forest ecosystem-level water vapor fluxes may offset reductions promoted by MPB outbreaks. Climate processes affected water vapor fluxes more than biotic factors, like stand greenness, highlighting the need to include climate-regulatory mechanisms in predictive models of ET dynamics during and subsequent to stand disturbance. Climate and forest-greenness effects on water vapor fluxes need to be explored at even longer time scales, e.g., at decadal scales, to capture long-drawn-out trends associated with stand disturbance and its subsequent recovery.
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