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基于最大熵和随机森林模型的3种珍贵硬阔叶树种潜在分布预测OACSTPCD

Potential Distribution Predictions of Three Precious Hard Broad-leaved Tree Species Based on MaxEnt and RF Models

中文摘要英文摘要

水曲柳(Fraxinus mandshurica)、胡桃楸(Juglans madshurica)和黄檗(Phellodendron amurense)为中国东北地区3种珍贵硬阔叶树种,分析其分布与环境因子间的关系,预测其潜在分布区,可为其更新和补植等提供参考.以帽儿山实验林场为研究区,选取A1土层厚度、AB土层厚度、土壤类型、坡度、坡位、坡向、海拔、郁闭度、每公顷株数、每公顷蓄积、立地类型和地表总盖度12个环境因子,采用最大熵(MaxEnt)模型和随机森林(RF)模型对3种珍贵硬阔叶树种潜在分布进行预测,通过受试者工作特征曲线下面积(AUC)评价模型精度.结果表明,最大熵模型和随机森林模型的AUC均值分别为0.854和0.920;最大熵模型输出的主要环境因子为立地类型和坡位,随机森林模型输出的主要环境因子为海拔.随机森林模型在精度上优于最大熵模型,两个模型的输出结果均表明限制3种珍贵硬阔叶树种分布的主要因子为地形因子.帽儿山实验林场西部和北部适宜3种珍贵硬阔叶树种生长;3种树种的分布点均落在适生区和较适生区范围内.

Fraxinus mandshurica,Juglans madshurica and Phellodendron amurense are three precious hard broad-leaved tree species in northeast China.Analyzing relationships among distributions and environmental factors and predicting potential distribution areas of three precious hard broad-leaved tree species could pro-vide references for regeneration and replanting of three precious hard broad-leaved tree species.Taking Maoer-shan Experimental Forest Farm as study area,twelve environmental factors,including A1 soil layer thickness,AB soil layer thickness,soil type,slope gradient,slope position,slope aspect,altitude,canopy density,number of plants per hectare,accumulation per hectare,site type and total coverage of ground were selected to predict potential distributions of three precious hard broad-leaved tree species by maximum entropy(MaxEnt)model and random forest(RF)model,and accuracies of models were evaluated by area under receiver operating char-acteristic curve(AUC).Results showed that AUC means of maximum entropy model and random forest model were 0.854 and 0.920,respectively.Main environmental factors output by maximum entropy model were site type and slope position,which output by random forest model was altitude.Accuracy of random forest model was better than that of maximum entropy model,and output results of two models showed that main factor limit-ed distributions of three precious hard broad-leaved tree species was terrain factor.Western and northern parts of Maoershan Experimental Forest Farm were suitable for growths of three precious hard broad-leaved tree spe-cies,and all of distribution points of three tree species were within range of suitable and more suitable areas.

宗迪迪;董灵波;刘兆刚

东北林业大学 林学院,黑龙江哈尔滨 150040

林学

最大熵模型随机森林模型潜在分布预测

maximum entropy modelrandom forest modelpotential distribution prediction

《广西林业科学》 2024 (001)

1-9 / 9

国家重点研发计划项目(2022YFD2200502);中央高校基本科研业务费专项资金项目(2572021DT07)

10.19692/j.issn.1006-1126.20240101

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