成熟期烤烟钾积累量时空分布特征及光谱估算模型
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1.深圳波顿香料有限公司;2.深圳烟草工业有限责任公司;3.华南农业大学

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S572.01

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国家自然科学基金项目(面上项目,重点项目,重大项目)


Spectral estimation model for potassium accumulation and its spatial-temporal distribution of mature stage flue-cured tobacco
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    摘要:

    为实现大田烤烟钾素积累状况的实时无损监测。以烤烟K326为材料,研究了不同施氮水平下成熟期烤烟叶层间钾积累量变化规律及其与冠层光谱参数间的相关关系。结果表明:烟株上层钾积累量除少数波段与光谱反射率相关外,大部分波段两者不相关,中下层钾积累量与可见光波段光谱反射率呈显著负相关,近红外波段呈显著正相关。适用于不同叶层钾积累量估算的最优光谱参数并非完全一致,其中上层、中层、上中层钾积累量估算的最优光谱参数为RVI(810,680),而下层、中下层、上中下层(植株)钾积累量则与红边振幅(DλRed)相关性最高。建立的烤烟中层、下层、上中层、中下层、植株叶钾积累量的估算模型y =-0.002 x2+0.159 x- 0.6531 (R2=0.903**),y = 8.8736x2-4.1032x+0.5164 (R2=0.618**),y =0.0856x1.29 (R2=0.744**),y = 6.6558x2+0.5056x-0.3657 (R2=0.821**),y = 0.2803x0.5774 (R2=0.938**),经检验模型稳定性较好。因此,利用光谱参数构建的估算模型可实现烤烟植株及中下层叶钾积累量的有效反演。

    Abstract:

    In order to real-time and field nondestructive monitoring the potassium accumulation of flue-cured tobacco in field. Different nitrogen levels was designed and the spatial and temporal distribution and variation of potassium accumulation were studied, the canopy spectral data were also collected to analyze the quantitative relationship between the spatial and temporal distribution of tobacco potassium accumulation and canopy spectral parameters. The results showed that the potassium accumulation in the upper layer is not related to the spectral reflectance except for a few bands. The potassium accumulation in the middle and lower layers is significantly negatively related to the spectral reflectance in the visible light band, while the near-infrared band is significantly positively related. Optimal spectral estimate parameters of each leaf layer potassium accumulation are different. RVI(810,680) is the optimal spectral estimate parameters of upper layer, middle layer, middle-lower layer, and the correlation between DλRed and potassium accumulation of the lower layer, middle-lower layer,the whole plant was the highest. The potassium accumulation spectral estimation model of middle layer, lower layer, upper-middle layer, middle-lower layer and the whole plant are y =-0.002 x2+0.159 x- 0.6531 (R2=0.903**), y = 8.8736x2-4.1032x+0.5164 (R2=0.618**), y =0.0856x1.29 (R2=0.744**), y = 6.6558x2+0.5056x-0.3657 (R2=0.821**), y = 0.2803x0.5774 (R2=0.938**), separately, after verification the model have good stability.Therefore, the estimation model based on spectral parameters could effectively retrieve inversion the potassium accumulation in the middle, lower layers and the whole plant of flue-cured tobacco.

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历史
  • 收稿日期:2023-11-05
  • 最后修改日期:2023-12-16
  • 录用日期:2024-01-04
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