基于手持激光雷达的冲天柏人工林单木因子提取及树高-胸径模型构建OA
Extraction of Individual Tree Factors and Construction of Tree Height-DBH Model for Cupressus duclouxiana Plantation Based on Handheld Mobile Laser Scanning
为探究手持激光雷达(handheld mobile laser scanning,HMLS)不同密度点云提取单木因子的精度,并构建树高-胸径模型,以冲天柏人工林HMLS数据为基础,通过重采样获得不同密度点云,提取胸径与树高因子,结合人工调查数据评价提取精度,进而基于最优点云密度提取的单木因子构建树高-胸径模型.结果表明,胸径提取精度整体优于树高,其决定系数(R2)最高可达0.915 9;胸径提取精度对点云密度敏感,随点云密度降低呈明显下降趋势,而树高提取精度对点云密度变化不敏感(R2为0.726 0~0.756 3).在基于最优点云密度提取单木因子构建的冲天柏人工林树高-胸径模型中,Meyer模型表现最优.研究表明,基于HMLS点云数据提取的胸径、树高与实测数据高度相关,结果可靠;构建的树高-胸径模型可为冲天柏人工林资源精准调查、生长监测及经营管理提供技术支撑.
To explore the accuracy of extracting individual tree factors using point cloud data of different densities from handheld mobile laser scanning(HMLS),and construct a tree height-diameter at breast height(DBH)model,this study extracted DBH and tree height factors from resampling point cloud data of different densities based on HMLS data of Cupressus duclouxiana plantations.The extraction accuracy of individual tree factors was evaluated by comparing with manual survey data,and the tree height-DBH model of Cupressus duclouxiana plantation was constructed with the indi-vidual tree factors extracted under the optimal point cloud density.The results showed that the extraction accuracy of DBH was generally better than that of tree height,with the highest coefficient of determination(R²)reaching 0.915 9;the extraction accuracy of DBH was sensitive to point cloud density and showed a significant downward trend with the de-crease of point cloud density,while the extraction accuracy of tree height was insensitive to changes in point cloud den-sity(R² ranged from 0.726 0 to 0.756 3).Among the tree height-DBH models constructed based on the factors extracted from the optimal point cloud density,the Meyer model performed the best.The study indicated that the extracted DBH and tree height based on HMLS point cloud data are highly correlated with the measured data,and the results are reli-able;the tree height-DBH model constructed based on this data can provide technical support for the precise investiga-tion,growth monitoring,and management of Cupressus duclouxiana plantation resources.
时鹏帅;王宇;刘玉国
河南科技大学 园艺与植物保护学院,河南 洛阳 471000河南科技大学 园艺与植物保护学院,河南 洛阳 471000河南淅川荒漠生态系统定位观测研究站||中国林业科学研究院生态保护与修复研究所,北京 100091
农业科技
手持激光雷达人工林冲天柏单木因子树高-胸径模型点云密度胸径树高
HMLSplantationsCupressus duclouxianaindividual tree factorheight-DBH modelcloud densityDBHtree height
《森林工程》 2026 (4)
763-772,10
国家自然科学基金项目(42371066)云南省科技厅科技计划项目(202505AM340002).
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