成熟期烤烟钾积累量时空分布特征及光谱估算模型
作者:
作者单位:

1.深圳波顿香料有限公司,深圳 518051;2.深圳烟草工业有限责任公司,深圳 518109;3.华南农业大学烟草研究室,广州 510642

作者简介:

余志虹,E-mail:yzhscau@126.com

通讯作者:

邹勇,E-mail:zouyongmail@126.com

中图分类号:

S572.01

基金项目:

国家自然科学基金项目(31101108);国家烟草专卖局重点科技项目(110200902043);中国烟草实业发展中心科技项目(ZYSY201708);深圳烟草工业有限责任公司科技项目(SYGY202008)


Spatial-temporal distribution and spectral estimation model of accumulation of potassium at mature stage of flue-cured tobacco
Author:
Affiliation:

1.Shenzhen Boton Flavors & Fragrances Co., Ltd., Shenzhen 518051, China;2.Shenzhen Tobacco Industry Co., Ltd., Shenzhen 518109, China;3.Tobacco Laboratory, South China Agricultural University, Guangzhou 510642, China

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    摘要:

    为实时无损监测大田烤烟钾素积累状况,以烤烟品种K326为试验材料,研究不同施氮量条件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。结果显示: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,与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比值植被指数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分别为:y=-0.002x2+0.159x-0.6531(R2=0.903**)、y=8.8736x2-4.1032x+0.5164(R2=0.618**)、y=0.0856x1.29R2=0.744**)、y=6.6558x2+0.5056x-0.3657(R2=0.821**)、y=0.2803x0.5774R2=0.938**),经检验模型稳定性较好。研究表明,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:

    The flue-cured tobacco variety K326 was used to study the changes in the accumulation of potassium in interlayer of leaves at the mature stage of tobacco under different application dosage of nitrogen and its correlation with parameters of canopy spectrum to real-time and nondestructively monitor the accumulation of potassium in flue-cured tobacco in field. The results showed that the accumulation of potassium in the upper layer of tobacco plants was not correlated with spectral reflectance in most bands except for a few bands. The accumulation of potassium in the middle and lower layers of tobacco plants was significantly negatively correlated with the spectral reflectance in the visible light band, and significantly positively correlated with the near-infrared band. The optimal spectral parameters for estimating the accumulation of potassium in different layers of leaf were not completely consistent. The optimal spectral parameter for estimating the accumulation of potassium in the upper, middle, and upper middle layers of tobacco plants was the ratio vegetation index RVI(810,680), while the accumulation of potassium in the lower, middle lower, and upper middle lower layers of tobacco plants was most correlated with the red edge amplitude (DλRed). The established model for estimating the accumulation of potassium in the middle, lower, upper, middle, and lower layers of tobacco leaves was y=-0.002x2+0.159x-0.6531 with R2 of 0.903**y=8.8736x2-4.1032x+0.5164 with R2 of 0.618**y=0.0856x1.29 with R2 of 0.744**y=6.6558x2+0.5056x-0.3657 with R2 of 0.821**y=0.2803x0.5774 with R2 of 0.938**, and the model was tested to be stable. It is indicated that the established model for estimating the accumulation of potassium with parameters of spectrum can effectively invert the accumulation of potassium in the middle and lower layers and the whole plant of flue-cured tobacco.

    图1 烤烟叶层分层方法Fig.1 Leaf layers of flue-cured tobacco
    图2 施氮量对烤烟叶钾积累量时空分布的影响Fig.2 The potassium accumulation spatial-temporal distribution of flue-cured tobacco leaf with different nitrogen application rate
    图3 烤烟各叶层钾积累量与冠层光谱反射率的相关关系Fig.3 Correlation relation between potassium accumulation distribution at each layer and spectra reflectance of flue-cured tobacco leaf
    表 1 MSR-16R型多光谱辐射仪的中心波长及其带宽Table 1 The center wavelength and band width of MSR-16R multi-spectral radiometer
    表 3 各叶层钾积累量与冠层植被指数、红边振幅的相关关系Table 3 Correlation relation between potassium accumulation of each leaf layers and canopy spectra index,DλRed
    表 4 不同叶层钾积累量回归模型及模型验证Table 4 Regression models and validation based upon spectra parameters against different leaf layers potassium accumulation
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余志虹,徐潇,邹勇,陈建军,叶晓青,钟光华,李军业,关能创.成熟期烤烟钾积累量时空分布特征及光谱估算模型[J].华中农业大学学报,2025,44(1):113-119

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  • 收稿日期:2024-01-06
  • 在线发布日期: 2025-03-03
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