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Reflectance modeling of vineyards under water stress based on the coupling between 3D architecture and water balance model

机译:基于3D架构与水平衡模型耦合的水分胁迫下葡萄园的反射率建模

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A vineyard architecture model coupled with a soil water balance model is used to explore the links between vineyard reflectance in different scenarios of plant water stress, taking into account meteorological data, agricultural data and site specificinformation to produce virtual 3D scenes describing vineyard canopies. The ability of the model to predict LAI dynamics was evaluated against destructive measurements in four experimental sites producing reasonable results (RMSE=0.30). The model was runin direct mode to simulate vineyard canopies with three different levels of water stress (no irrigation, intermediate irrigation and full irrigation). Canopy reflectance and NDVI vegetation index were calculated for the simulated scenes using ray-tracingtechniques. The results show that vineyard water stress can be detected in vineyard canopies through LAI estimation from canopy reflectance and NDVI. However, the links between LAI and reflectance are highly influenced by canopy architecture at zenith viewings: the effect of agricultural practices as trellis system or pruning should be taken into account to interpret correctly reflectance data. The sensitivity of reflectance to vineyard architecture depends on the viewing direction: at zenith the contribution of row dimensions and leaf spatial distribution is maxima, while at viewing zenith angles > 60 deg and azimuth perpendicular to rows, sensitivity of reflectance to LAI is enhanced, with a small influence of vineyard architecture.
机译:与土壤水平模型相结合的葡萄园建筑模型用于探讨不同场景的葡萄园反射率之间的联系,考虑到气象数据,农业数据和站点特定信息,以产生描述葡萄园檐篷的虚拟3D场景。在产生合理结果的四个实验部位(RMSE = 0.30)中,评估了模型预测LAI动力学的能力。该模型是奔跑的直接模式,模拟葡萄园檐篷,具有三种不同水平的水分压力(无灌溉,中间灌溉和全灌溉)。使用Ray-TracingTechniques对模拟场景计算树冠反射和NDVI植被指数。结果表明,通过从冠层反射率和NDVI的LAI估计,可以在葡萄园檐篷中检测到葡萄园水分胁迫。然而,LAI和反射率之间的联系,深受冠层结构,在天顶收看影响:农业做法网格系统或修剪的效果,应考虑到正确解释反射率数据。对葡萄园架构的反射率敏感度取决于观察方向:在Zenith尺寸和叶空间分布的贡献是最大值,而在观察天顶角> 60°和方位角垂直于行时,增强了对Lai的敏感性,增强了对赖的敏感性。葡萄园建筑的少量影响。

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