考虑竞争因子的长白落叶松枝条大小混合效应模型OA
Mixed-Effects Branch Biomass Model for Larix olgensis with Competition Factors Considered
为探究不同林分条件对落叶松枝条的影响,利用黑龙江省孟家岗林场 48 株人工长白落叶松(Larix olgensis)解析木的 3 472 组枝条解析数据,采用逐步回归法建立含有竞争因子的长白落叶松枝条长度(LB)、基径(DB)的混合效应模型,绘制最优混合模型固定效应预测图,分析林分条件与林木枝条大小之间的关系.研究结果表明:含有 Hegyi 竞争指数(IC)、每公顷大于对象木胸高断面积之和(LBA)以样木效应作为随机效应的枝长混合效应模型(R2=0.664,ERMS=0.421),以及含有高径比(RHD)以样木效应作为随机效应的基径混合效应模型(R2=0.560,ERMS=0.374)的拟合效果最好.基于混合模型固定效应预测图发现,枝长、基径的大小随着相对着枝深度(CRDIN)的增加而增加,随着树木胸径(HDB)的增大而增大;同时树木冠长(LC)越大,枝条基径就越大;枝长与 He-gyi 竞争指数和每公顷大于对象木胸高断面积之和呈反比关系,基径与高径比呈反比关系.长白落叶松在林分中占据优势地位时,有利于其枝条的生长.
To explore the effects of diverse stand conditions on the branches of Larix olgensis,a total of 3 472 sets of branch ana-lytical data from 48 stem analysis trees of planted L.olgensis in Mengjiagang Forest Farm,Heilongjiang Province,were utilized.Stepwise regression was adopted to construct mixed-effects models for branch length(LB)and branch basal diam-eter(DB)of L.olgensis incorporating competition factors.Fixed-effect prediction plots of the optimal mixed models were generated to analyze the correlations between stand conditions and branch dimensions of individual trees.The results showed that the branch length mixed-effects model containing the Hegyi competition index(IC)and the sum of basal area of trees larger than the target tree per hectare(LBA)with tree sample identity as the random effect achieved the best fitting performance(R2=0.664,ERMS=0.421).Meanwhile,the basal diameter mixed-effects model incorporating height-diame-ter ratio(RHD)with tree sample identity as the random effect exhibited optimal fitting results(R2=0.560,ERMS=0.374).According to the fixed-effect prediction plots derived from mixed models,both branch length and basal diameter increased with rising relative crown depth into branch(CRDIN)and larger tree diameter at breast height(HDB).Additional-ly,trees with longer crown length(LC)possessed thicker branch basal diameters.Branch length was negatively correlated with Hegyi competition index and LBA,while branch basal diameter showed an inverse relationship with RHD.L.olgensis individuals with dominant status within stands exhibited superior branch growth potential.
崔桓潽;贾炜玮;李泽霖
东北林业大学林学院,哈尔滨,150040东北林业大学林学院,哈尔滨,150040东北林业大学林学院,哈尔滨,150040
农业科技
长白落叶松枝条混合模型竞争指数
Larix olgensisBranchMixed-effects modelCompetition index
《东北林业大学学报》 2026 (9)
9-18,95,11
国家重点研发计划项目(2023YFD2200802).
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