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首页> 外文期刊>Computers and Electronics in Agriculture >Field radiometric calibration of a multispectral on-the-go sensor dedicated to the characterization of vineyard foliage
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Field radiometric calibration of a multispectral on-the-go sensor dedicated to the characterization of vineyard foliage

机译:专门用于表征葡萄园叶片的多光谱移动传感器的现场辐射校准

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摘要

The accurate assessment of the vigor and disease impact is a major challenge in precision viticulture. It is essential for managing phytosanitary treatments. Up to now, some remote sensing techniques such as aerial imagery and handheld optical sensors have been applied to grapevine characterization. However each technique provides limited, specific information about foliage. To broaden the characterization of the foliage, we developed a proximal integrated, multispectral imaging sensor that operates in the visible and near-infrared bands. It is mounted on a track-laying tractor equipped with a Greenseeker-RT-100, coupled with a GPS-RTK. As the sensor is very sensitive to the ambient light, a radiometric calibration is required: it allows producing absolute reflectance images, using a color chart. If the chart is hidden by leaves, for instance, the images are corrected using the linear interpolation method. The adaptive radiometric method is evaluated as a function of the number of neutral patches selected on the color chart during the linear regression process and the efficiency of the spatial interpolation method is assessed using a leave-one-out-cross-validation (LOOCV) method.
机译:对活力和疾病影响的准确评估是精密葡萄栽培的主要挑战。这对于管理植物检疫处理至关重要。到目前为止,一些遥感技术(如航拍图像和手持式光学传感器)已应用于葡萄的鉴定。但是,每种技术都提供了有关叶子的有限的特定信息。为了拓宽树叶的特征,我们开发了一种在可见光和近红外波段工作的近端集成多光谱成像传感器。它安装在配备有Greenseeker-RT-100和GPS-RTK的履带拖拉机上。由于传感器对环境光非常敏感,因此需要进行辐射度校准:它可以使用色卡生成绝对反射率图像。例如,如果图表被树叶隐藏,则使用线性插值方法校正图像。在线性回归过程中,根据颜色图表上选择的中性色标的数量评估自适应辐射法,并使用留一法交叉验证(LOOCV)方法评估空间插值方法的效率。

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