林业科学2012，Vol.48Issue(3)：66-73,8.
基于两层次线性混合效应模型的杉木林单木胸径生长量模型
Individual Tree Diameter Increment Model for Chinese Fir Plantation Based on Two-Level Linear Mixed Effects Models
摘要
Abstract
Based on a multilevel linear mixed model approach,an individual diameter increment model was developed for fir plantation trees growing in Jiangxi Province. The data set used in this study came from long-term permanent research plots. The database consists of total of 82 counties,365 plots,5 416 trees and 16 248 observations. The paper chose mixed effects models instead of regression analysis approach because it allows for proper treatment of error terms and correlation in a repeated measures analysis framework. The model was defined as a mixed linear model with parameter random effect of plot,area or plot and area simultaneous. In addition the heteroscedasticity and correlation was taking into account model. Mixed model calibration of diameter increment was carried out with the independent data using a different sample of complementary observations. The result showed total stand basal area,the diameter of target tree, the ratio of basal area of larger trees to target tree diameter, and altitude were found to be significant predictors. Both the fitting model and the calibrated model mean a substantial improvement compared with the classical approach widely used in forest management. After taking into account reasonable variance function of heteroscedasticity and correlation, the model shows better of goodness of fit than taking into account parameter random effects only. This type of modeling methodology showed to be flexible, precise and accurate.关键词
单木胸径生长量/异方差/自相关结构/线性混合模型/杉木Key words
individual diameter increment/ heteroscedasticity/ the correlation structure/ linear mixed model/ fir分类
农业科技引用本文复制引用
李春明..基于两层次线性混合效应模型的杉木林单木胸径生长量模型[J].林业科学,2012,48(3):66-73,8.基金项目
国家自然科学基金"基于混合模型的森林生长模拟方法研究"(31170589). （31170589）
