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Spatio-temporal modelling of forest growth spanning 50 years-the effects of different thinning strategies

机译:跨越50年跨越50年的森林增长的时空建模 - 不同稀释策略的影响

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Models for tree growth in the literature include spatial models and dynamic models. Spatial models have been mostly restricted to Gaussian variograms and comparisons at single time points while dynamic models ignore tree competition due to spatial proximity. Here we model tree growth in forest plots with a spatio-temporal covariance structure and compare plots with different thinnings. Tree growth is measured by diameter at breast height. A model was fitted using a sum-metric spatio-temporal variogram. Fixed effects of age, number of neighbours and polygon area were also considered. Predicted values for models were computed using regression-kriging and mean squared error of prediction was used to compare models and thinning strategies. Over time the correlation of a single tree followed a wave variogram while the spatio-temporal anisotropy parameter captured the changing spatial wave intensity. Thinned plots clearly outperformed unthinned plots in terms of total tree growth.
机译:文献中树增长的模型包括空间模型和动态模型。空间模型主要仅限于单一时间点的高斯变动函数和比较,而动态模型因空间接近而忽略树竞争。在这里,我们使用时空协方差结构和不同薄薄的图来模拟森林地块中的树长。树生长是通过乳房高度的直径来测量的。使用SUM度量时空变速仪安装模型。还考虑了年龄,邻居和多边形区域的年龄的效果。使用回归克里格化的模型预测值,并且使用平均预测误差来比较模型和稀疏策略。随着时间的推移,单树的相关性跟随波变富局,而时空各向异性参数捕获变化的空间波强度。在总树增长方面,减少的曲线明显超出了不明确的地块。

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