不同修枝强度下的长白落叶松节子属性模型构建OA
Modeling knot characteristics of Larix olgensis under different pruning intensities
[目的]为探究不同修枝强度对落叶松Larix olgensis幼龄人工林节子大小的影响.[方法]以黑龙江省孟家岗林场 30 株幼龄长白落叶松为解析木,分别施以0%、20%、30%和 40%共 4 种修枝强度,利用节子剖析数据,以修枝强度为固定效应,构建节子直径、健全节长度、疏松节长度混合效应模型,并与基础模型进行比较,从而评估修枝措施对节子属性的影响.[结果]与基础模型相比,混合效应模型在RMSE、MAE等指标上更优,节子直径、健全节长度和疏松节长度混合效应模型R2 分别达到0.724、0.826和0.308,预测精度均在94%以上,说明构建混合效应模型能够对节子相关属性进行较好的预测.人工修枝能够显著减少节子在落叶松树中的影响,其中,中度修枝(30%)下健全节长度较未修枝增长0.46 cm,且节子直径、疏松节长度较未修枝分别缩短了0.14、0.31 cm.说明中度修枝在促进枝条健康生长的同时有效减少了疏松节的形成.[结论]本研究验证了混合效应模型在节子属性预测中的可靠性,混合效应模型能够较好地模拟修枝强度对节子发育的影响.在不同修枝强度下,中度修枝(30%)在控制节子大小方面表现最佳,既能减少疏松节长度,又能保持树干生长的稳定性,是本研究条件下较为合理的修枝措施.
[Objective]This study aimed to investigate the effects of different pruning intensities on knot size in young Larix olgensis plantations.[Method]Thirty young L.olgensis trees from the Mengjiagang forest farm in Heilongjiang Province were selected as sample trees and subjected to four pruning intensities(0%,20%,30%,and 40%).Knot dissection data were collected,and mixed-effect models for knot diameter(KD),sound knot length(SKL),and loose knot length(LKL)were constructed with pruning intensity as a fixed effect.These models were compared with baseline models to evaluate the effects of pruning on knot attributes.[Result]Compared with baseline models,the mixed-effect models performed better in terms of RMSE and MAE,with R2 values of 0.724,0.826,and 0.308 for KD,SKL,and LKL,respectively,prediction accuracy exceeded 94%,indicating that mixed-effect models provided reliable predictions of knot properties.Artificial pruning significantly reduced knot influence in L.olgensis.Under moderate pruning(30%),SKL increased by 0.46 cm compared with unpruned trees,while KD and LKL were reduced by 0.14 cm and 0.31 cm,respectively.This suggests that moderate pruning promotes healthy branch growth while effectively reducing the formation of loose knots.[Conclusion]This study confirmed the reliability of mixed-effect models in predicting knot attributes,demonstrating their ability to simulate the effects of pruning intensity on knot development.Among different pruning intensities,moderate pruning(30%)showed the best performance in controlling knot size,reducing LKL while maintaining stem stability.Under the study conditions,it represents a reasonable pruning strategy.
李彤;贾炜玮;李泽霖;赵国强
东北林业大学 林学院,黑龙江 哈尔滨 150040东北林业大学 林学院,黑龙江 哈尔滨 150040东北林业大学 林学院,黑龙江 哈尔滨 150040黑龙江省林口林业局有限公司 森林经营管理部,黑龙江 牡丹江 157600
农业科技
长白落叶松人工林混合效应模型人工修枝节子
Larix olgensis plantationmixed-effects modelartificial pruningknot
《中南林业科技大学学报》 2026 (3)
45-55,11
国家重点研发计划项目(2023YFD2200802).
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