马铃薯地上部干生物量光谱指数的建立及模型构建
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S127

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国家自然科学基金项目(42007424);河南省科技攻关计划项目(202102310333、212102310427)


Establishment and Model Construction Based on Spectral Index of Aboveground Dry Biomass of Potato
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    摘要:

    为了寻求高效的马铃薯生物量估算方法,该研究利用2017年北京小汤山地区幼苗期、块茎形成期、块茎增长期、块茎增长后期和淀粉积累期的马铃薯生物量和对应的地面非成像高光谱数据,构建了植被指数NDVI和RVI与生物量的决定系数R2等高线图,利用重心公式分析了不同区域对生物量的敏感波段,最后用经验回归分析方法构建了马铃薯干生物量遥感估算模型。结果表明抛物线模型构建的NDVI(382,669)和RVI(385,668)可以很好地估算地上部干生物量,其建模的R2均为0.545,验证精度RMSE均为0.054 kg/m2,MAE分别为0.040、0.039 kg/m2。该方法可提高模型的稳定性和准确性,为快速无损诊断马铃薯地上部干生物量提供新的波段选择方法。

    Abstract:

    In order to find an efficient estimation method of potato biomass, the potato biomass and corresponding hyperspectral data of the seedling stage, the tuber formation stage, the tuber growth stage, the tuber growth later stage and the starch accumulation stage in Beijing Xiaotangshan area were acquired during 2017. The R2 contour maps of the coefficient of determination between vegetation index NDVI and RVI and biomass were constructed. The gravity center formula was used to analyze the sensitive bands of different regions to biomass. Finally, empirical regression analysis was used to estimate the dry potato biomass with the sensitive bands as independent variables. The results indicated that NDVI(382, 669) and RVI(385, 668) constructed by sensitive bands estimated accuracy reached extremely significant correlation at the level of P<0.01,the modeling R2 was 0.545, the validation accuracy RMSE was 0.054 kg/m2, and MAE error was 0.040 and 0.039 kg/m2. The research showed that among all regression analysis models, the parabola model was the best(R2=0.545). The center of gravity of the R2 maximum value region fitted by vegetation index NDVI and RVI can be used as the center of the sensitive band to improve the stability and accuracy of the model, provided a new band selection method for rapid nondestructive diagnosis of potato aboveground dry biomass.

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杨福芹,冯海宽,刘小强,王果,陈超.马铃薯地上部干生物量光谱指数的建立及模型构建[J].东北农业科学,2022,47(5):107-110,115.

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  • 收稿日期:2019-12-25
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  • 在线发布日期: 2024-11-09
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