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Characterizing variations in growth characteristics between Douglas-fir with different genetic gain levels using airborne laser scanning

机译:使用空气传播激光扫描的不同遗传增益水平的道格拉斯 - 杉木生长特性的变化

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Key message High-density airborne laser scanning can be used to generate metrics that help characterize and differentiate the structure of Douglas-fir across three genetic levels at three different planting spacings. In British Columbia, Canada, Douglas-fir [Pseudotsuga menziesii (Mirb.) Franco] selective breeding is used to develop genetically improved regeneration stock. To evaluate realized performance of improved stock, breeders take frequent measurements in genetic gain trials to determine whether yield gains are being met. Currently, variables collected focus on individual tree yield attributes; however, information generated from progeny test trials may not directly reflect plantation performance. Realized yield trials help to bridge the gap between progeny test estimated gain and plantation setting performance. High density airborne laser scanning (ALS) has the potential to identify variables that could improve the selection and validation process. We utilized ALS collected from an unmanned aerial system to assess performance of genetic improvement across three genetic levels and three stand spacings. ALS derived metrics were used to test three hypotheses: (1) tree height is correlated with the level of genetic superiority, (2) tree crown shape varies across genetic level, and (3) tree crown density is associated with genetic level. Random forest algorithms were used to identify candidate ALS metrics. To account for interaction effects, a two-way analysis of variance was conducted for each metric, followed by a post-hoc test to investigate significant differences between genetic level and spacing. The scale and shape parameters of Weibull probability density functions, vertical complexity index, and the fraction of euphotic voxels were found to be important metrics. Results show that genetically superior trees are typically taller, with higher, shorter and denser crowns. In addition, variation across genetic level may be indicative of greater phenotypic plasticity, as superior trees possess the ability to respond to tighter stand spacing.
机译:关键消息高密度空气传播激光扫描可用于产生有助于在三种不同种植间隔的三个遗传水平上表征和区分Douglas-Fir结构的度量。在不列颠哥伦比亚省,加拿大,Douglas-FiR [Pseudotsuga Menziesii(MiRB。)Franco]选择性育种用于发展遗传改善的再生库存。为了评估改善库存的实现性能,育种者在遗传增益试验中频繁测量以确定是否满足屈服收益。目前,变量收集了各个树产量属性的关注;然而,从后代测试试验中产生的信息可能不会直接反映种植型性能。实现的产量试验有助于弥合后代测试估计增益和种植结构性能之间的差距。高密度空气传播激光扫描(ALS)有可能识别可以改善选择和验证过程的变量。我们利用从无人机系统中收集的ALS,以评估三个遗传水平和三个站立间距的遗传改善的性能。 ALS衍生的度量用于测试三个假设:(1)树高度与遗传优势的水平相关,(2)树冠形状在遗传水平上变化,并且(3)树冠密度与遗传水平相关。随机森林算法用于识别候选ALS度量。为了考虑相互作用效果,对每个度量进行双向分析,然后进行后期后测试,以研究遗传水平和间距之间的显着差异。发现Weibull概率密度函数,垂直复杂性指数和Euphatic体素分数的比例和形状参数是重要的度量。结果表明,基因上的雄厚通常更高,更高,更短,更密集的冠。此外,遗传水平的变化可以表明更大的表型可塑性,因为优质树具有响应更紧密的立场的能力。

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