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Height-DBH Growth Models of Major Tree Species in Chungcheong Province

机译:忠清省主要树种的高度DBH生长模型

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Six commonly used non-linear growth functions were fitted to individual tree height-dbh data of eight major tree species measured by the 5th National Forest Inventory in Chungcheong province. A total of 2,681 trees were collected from permanent sampleplots across Chungcheong province. The available data for each species were randomly splitted into two sets: the majority (90%) was used to estimate model parameters and the remaining data (10%) were reserved to validate the models. The performance of the models was compared and evaluated by R2, RMSE, mean difference (MD), absolute mean difference (AMD) and mean difference(MD) for diameter classes. The combined data (100%) were used for final model fitting. The results showed that these six sigmoidal models were able to capture the height-diameter relationships and fit the data equally well, but produced different asymptote estimates. Sigmoidal growth models such as Chapman-Richards, Weibull functions provided the most satisfactory height predictions.The effect of model performance on stem volume estimation was also investigated. Tree volumes of different species were computed by the Forest Resources Evaluation and Prediction Program using observed range of diameter and the predicted tree total height from the six models. For trees with diameter less than 30 cm, the six height-dbh models produced very similar results for all species, while more differentiation among the models was observed for large-sized trees.
机译:六种常用的非线性生长函数被拟合到由忠清第五届国家森林清单测得的八种主要树种的单株树高-dbh数据中。从忠清省的永久样地收集了总计2,681棵树。每个物种的可用数据随机分为两组:大多数(90%)用于估计模型参数,其余数据(10%)保留用于验证模型。比较模型的性能,并通过R2,RMSE,平均差(MD),绝对平均差(AMD)和直径差的平均差(MD)进行评估。合并的数据(100%)用于最终模型拟合。结果表明,这六个S型模型能够捕获高度-直径关系并同样拟合数据,但是产生了不同的渐近线估计。诸如Chapman-Richards,Weibull函数之类的S形增长模型提供了最令人满意的高度预测。还研究了模型性能对茎体积估计的影响。森林资源评估和预测计划使用六个模型的观测直径范围和预测树木总高度,计算了不同树种的树木体积。对于直径小于30厘米的树木,六个高度-dbh模型对所有物种产生的结果都非常相似,而大型树木的模型之间存在更大的差异。

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