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Detection of powdery mildew in two winter wheat cultivars using canopy hyperspectral reflectance

机译:利用冠层高光谱反射检测两个冬小麦品种的白粉病

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摘要

To determine the most sensitive spectral parameters for powdery mildew detection, hyperspectral canopy reflectance spectra of two winter wheat cultivars with different susceptibilities to powdery mildew were measured at Feekes growth stage (GS) 10, 10.5, 10.5.3, 10.5.4 and 11.1 in 2007-2008 and 2008-2009 seasons. As disease indexes increased, reflectance decreased significantly in near infrared (NIR) regions and it was significantly correlated with disease index at GS 10.5.3, 10.5.4 and 11.1 for both cultivars in both seasons. For the two cultivars, red edge slope (dr(red)), the area of the red edge peak (Sigma dr(680-760) (nm)), difference vegetation index (DVI) and soil adjusted vegetation index (SAVI) were significantly negatively correlated with disease index at GS 10.5.3, 10.5.4 and 11.1 in both seasons. Compared with other parameters, Sigma dr(680-760) (nm) was the most sensitive parameter for powdery mildew detection. The regression models based on Sigma dr(680-760) (nm) were constructed at GS 10.5.3, 10.5.4 and 11.1 in both seasons. These results indicated that canopy hyperspectral reflectance can be used in wheat powdery mildew detection in the absence of other stresses resulting in unhealthy symptoms. Therefore, disease management strategies can be applied when it is necessary based on canopy hyperspectral reflectance data
机译:为了确定最适合白粉病的光谱参数,在Fekess生长阶段(GS)10、10.5、10.5.3、10.5.4和11.1对两个不同的白粉病敏感性小麦品种的高光谱冠层反射光谱进行了测量。 2007-2008和2008-2009赛季。随着疾病指数的增加,两个季节的两个品种在近红外(NIR)区域的反射率均显着下降,并且与GS 10.5.3、10.5.4和11.1的疾病指数显着相关。对于两个品种,红色边缘坡度(dr(red)),红色边缘峰的面积(Sigma dr(680-760)(nm)),差异植被指数(DVI)和土壤调节植被指数(SAVI)为在两个季节中,GS 10.5.3、10.5.4和11.1与疾病指数显着负相关。与其他参数相比,Sigma dr(680-760)(nm)是白粉病检测最敏感的参数。在两个季节中,分别根据GS 10.5.3、10.5.4和11.1构建基于Sigma dr(680-760)(nm)的回归模型。这些结果表明,在没有导致不健康症状的其他压力的情况下,冠层高光谱反射率可用于小麦白粉病的检测。因此,在必要时可基于冠层高光谱反射率数据应用疾病管理策略

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