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首页> 外文期刊>iForest: Biogeosciences and Forestry >Integration of tree allometry rules to treetops detection and tree crowns delineation using airborne lidar data
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Integration of tree allometry rules to treetops detection and tree crowns delineation using airborne lidar data

机译:使用空中激光雷达数据将树形测绘规则集成到树梢检测和树冠描绘中

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Abstract: Airborne laser scanning (ALS) has recently gained increasing attention in forestry, as ALS data may facilitate the efficient assessment of forest inventory attributes and ecological indicators related to forest stand structure. This paper presents a novel workflow for individual tree detection and tree crown delineation using ALS data. The developed point-based approach included several tree allometry rules on permissible tree heights and crown dimensions to increase the likelihood of detecting the actual tree profiles. The accuracy of the method was assessed in a heterogeneous forest with a complex stand structure in Slovakia (Central Europe). ALS measurements were taken using a RIEGL Q680i scanner at 700 m of height with a point density of 20 echoes per m2. The ground reference data included the measured positions and dimensions of 1332 trees in nine plots distributed across the region. We found that the number of individual trees detected by the algorithm using ALS data was systematically underestimated by 34 ± 15% relative to the reference data. The delineated crown coverage was underestimated by 2 ± 6% as well, but the latter difference was not statistically significant (p0.05).
机译:摘要:机载激光扫描(ALS)近年来在林业中受到越来越多的关注,因为ALS数据可以促进对森林资源和与林分结构相关的生态指标的有效评估。本文提出了一种使用ALS数据进行个体树木检测和树冠描绘的新颖工作流程。所开发的基于点的方法包括关于允许的树高和树冠尺寸的几种树形异构规则,以增加检测实际树形轮廓的可能性。在斯洛伐克(中欧)具有复杂林分结构的异质林中评估了该方法的准确性。 ALS测量是使用RIEGL Q680i扫描仪在700 m高处进行的,其点密度为每m2回波20。地面参考数据包括在整个区域分布的9个图中测量的1332棵树木的位置和尺寸。我们发现,相对于参考数据,算法使用ALS数据检测到的单个树的数量被系统低估了34±15%。划定的牙冠覆盖率也被低估了2±6%,但后者差异无统计学意义(p> 0.05)。

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