Change point analysis to detect the effect of pruning severity on tree growth

Yutaka Iguchi
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Abstract

The effect of pruning severity on tree growth was analyzed by change point detection using segmented regression. The present study applied this analysis to a well-known published data set including diameter growth response, tree age, pruning severity and pretreatment crown size. First, multiple regression analysis was performed to assess the effect of tree age, pruning severity and pretreatment crown size on diameter growth response. Next. segmented regression analysis was performed to assess the effect of pruning severity on diameter growth response. The results of the multiple regression showed that diameter growth response was significantly influenced by pruning severity and pretreatment crown size. The results of the segmented regression showed that in the whole data set, an abrupt change toward a decrease in diameter growth response was detected at 25% of the live crown removed. However, in the group of fully crowned and open-grown, diameter growth response continuously decreased with increasing pruning severity with no significant abrupt change, whereas in the group of 70-90% live crown, diameter growth response did not significantly decrease up to the break point (53% crown removed) and then abruptly decreased. This may be the first study to show the numerical evaluation of the effect of pruning severity on tree growth by change point analysis.
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变化点分析,检测修剪程度对树木生长的影响
采用分段回归的变化点检测方法分析了修剪程度对树木生长的影响。本研究将此分析应用于一个知名的已发表数据集,包括直径生长响应、树龄、修剪严重程度和预处理树冠大小。首先,通过多元回归分析,评估树龄、修剪程度和预处理树冠大小对直径生长响应的影响。下一个。采用分段回归分析评估修剪程度对直径生长响应的影响。多元回归分析结果表明,修剪程度和预处理树冠大小对直径生长响应有显著影响。分段回归的结果表明,在整个数据集中,在去除25%的活冠时,检测到直径生长响应的突然变化。在全冠和裸生组,随着修剪程度的增加,直径生长响应不断下降,没有明显的突变,而在70-90%活冠组,直径生长响应在断枝点(53%的冠被切除)之前没有显著下降,然后突然下降。这可能是第一次用变化点分析法对修剪程度对树木生长的影响进行数值评价。
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