云烟87叶片生理指标对镁浓度的响应特征及高光谱反演

Response characteristics of physiological indexes of Yunyan 87 leaves to magnesium concentration and their hyperspectral inversion

  • 摘要:目的】探究不同镁浓度对烤烟品种云烟87不同叶位叶片生理特性的影响,并基于高光谱技术对相关指标进行反演分析,评估该技术用于烟叶生理指标快速检测的可行性,为烤烟镁营养的精准调控及烟叶品质提升提供理论依据。【方法】以烤烟品种云烟87为试验材料,采用水培试验,设3个镁浓度处理,分别为正常供镁(CK,5 mmol/L)、缺镁处理(T1,0 mmol/L)和高镁处理(T2,25 mmol/L)。水培至第30、40和50 d时,选取代表性烟株,测定由下至上第3、8、13叶位叶片的光合指标、叶绿素含量、抗氧化酶活性及丙二醛(MDA)含量;并采集叶片高光谱数据,利用偏最小二乘法回归(PLSR)模型对相关指标进行反演。【结果】相较于CK,云烟87对缺镁和高镁的响应特征表现为烟株第3、8、13叶位叶绿素含量降低,超氧化物歧化酶(SOD)和过氧化物酶(POD)活性及MDA含量升高,过氧化氢酶(CAT)活性降低,光合作用受到抑制,以缺镁处理的低叶位表现最为明显。不同镁浓度处理的叶片高光谱曲线整体表现趋势一致,但各波段反射率存在差异。基于光谱曲线差异,利用叶绿素含量、抗氧化酶活性、MDA含量和光合指标建立全波段PLSR模型,模型预测结果表明,叶绿素含量、POD活性和CAT活性的最优预处理方法为标准正态变换(SNV),SOD活性、净光合速率(Pn)、胞间CO2浓度(Ci)和蒸腾速率(Tr)的最优预处理方法为S-G滤波平滑(S-G),MDA含量和气孔导度(Gs)的最优预处理方法为多元散射矫正(MSC),其中叶绿素含量的预测精度最高,预测集相关系数rp为0.7833。【结论】镁元素缺乏或过量均会影响烤烟生长发育,其中缺镁的影响更为显著,且以低叶位叶片对缺镁更敏感。基于高光谱技术建立的反演模型中,以叶绿素含量反演模型的预测精度最高,有望实现对烤烟镁营养状况的快速监测与评估。

     

    Abstract:Objective】This study aimed to investigate effects of different magnesium concentrations on physiological characteristics of leaves at different leaf positions of the flue-cured tobacco variety Yunyan 87, conduct inversion analysis of relevant indexes based on hyperspectral technology, evaluate the feasibility of using this technology for rapid detection of physiological indexes of tobacco leaves, thereby providing a theoretical basis for precise regulation of magnesium nu-trients in flue-cured tobacco and improvement of tobacco leaf quality.【Method】The flue-cured tobacco variety Yunyan 87 was used as experimental materials in a hydroponic experiment. Three magnesium concentration treatments were set up: conventional magnesium supply (CK, 5 mmol/L), magnesium deficiency treatment (T1, 0 mmol/L), and high magnesium treatment (T2, 25 mmol/L). On 30, 40, and 50 d of hydroponic culture, representative tobacco plants were selected to measure the photosynthetic indexes, chlorophyll content, antioxidant enzyme activity, and malondialdehyde (MDA) content of leaves at the 3rd, 8th, and 13th positions from the bottom up. Hyperspectral data of leaves were also collected, and the partial least squares regression (PLSR) model was used to invert the relevant indicators.【Result】Compared with CK, the response characteristics of Yunyan 87 to magnesium deficiency and high magnesium were manifested as a decrease in chlorophyll content in leaves at the 3rd, 8th, and 13th positions, an increase in the activities of superoxide dismutase (SOD) and peroxidase (POD) as well as MDA content, a decrease in catalase (CAT) activity, and inhibited photosynthesis, with the most pronounced effects observed in the lower leaves under magnesium deficiency treatment. Hyperspectral curves of leaves treated with different magnesium concentrations showed overall consistent trend, but spectrum showed different reflectance. Based on differences in spectral curves, full spectrum PLSR models were established based on chlorophyll content, antioxidant enzyme activity, MDA content, and photosynthetic indexes. The model prediction results showed that the optimal pretreatment method for chlorophyll content, POD activity, and CAT activity was standard normal variate (SNV); the optimal pretreatment methods for SOD activity, net photosynthetic rate (Pn), intercellular CO2 concentration (Ci), and transpiration rate (Tr) was Savitzky-Golay filter smoothing (S-G); the optimal pretreatment methods for MDA content and stomatal conductance (Gs) was multivariate scattering correction (MSC). Among them, the prediction accuracy for chlorophyll content was the highest, with a prediction set correlation coefficient (rp) of 0.7833.【Conclusion】Magnesium deficiency or excess affects the growth and development of flue-cured tobacco, with magnesium deficiency showing a more significant impact, and leaves at lower leaf positions are more sensitive to magnesium deficiency. Among the inversion models established based on hyperspectral technology, the chlorophyll content inversion model exhibits the highest prediction accuracy, which is expected to realize rapid monitoring and evaluation of magnesium nutrients in flue-cured tobacco.

     

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