运用机载激光雷达和陆地卫星数据对橡胶林地上生物量的估测

Journal of Northeast Forestry University(2019)

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Abstract
以景洪市机载激光雷达飞行条带内橡胶林地上生物量为研究对象,以机载激光雷达(LiDAR)和陆地卫星(Landsat8/OLI)影像数据为主要信息源,结合地面44块实测样地数据,采用偏最小二乘回归模型(PLSR)分别依据单一信息源、多源信息联合对橡胶林地上生物量进行遥感估测.结果表明:在单一信息源生物量遥感估测建模中,Landsat8/OLI光学影像数据的模型决定系数比激光雷达(LiDAR)数据低,模型决定系数(R2)分别为0.56和0.68;联合LiDAR和Landsat8/OLI数据对橡胶林地上生物量的估测效果比单一信息源精度高,模型决定系数(R2)为0.75,均方根误差为16.50 t/hm2,验证精度为81%;飞行区域橡胶林地上生物平均值为98.86 t/hm2,总生物量为556074 t.
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