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橡胶草叶面积及鲜重无损估计模型及它们的取样数量

Nondestructive leaf area and fresh weight estimation models for Russian dandelion and their sampling number

中文摘要英文摘要

本文建立了橡胶草叶片面积和鲜重的无损估计模型。在橡胶草不同生长阶段共采集250个叶片,然后对它们的叶片长度、宽度和叶片面积、鲜重进行回归分析。用另外采集的50个叶片数据对建立的模型进行验证。最后对所有的300个叶片数据分别随机取出10组不同数量的叶片进行回归分析来判定最终模型的取样数据。最终建立的叶片面积估计模型为:LA=6226.424+26.31L+545.334W-313.993L0.5-3138.047W0.5-0.009L2-3.86W2+0.057LW, 其中 R2和RMSE值分别为0.818和168.29。叶片鲜重估计模型为:FW=1125.572-24.857L+233.070W+0.055LW+276.956L0.5-1264.466W0.5+0.067L2-1.964W2, R2和RMSE值0.735和87.84。在实践中至少需要采集10个叶片才能应用这两个模型。找到与叶片面积和鲜重线性相关的叶片尺寸变型,并将它们整合到一个方程中,这也许是建立一个植物叶片无损估计模型的好方法,尤其是那些变异较大的植物叶片。

he aim of this study was to determine nondestructive models for estimating leaf area and fresh weight of Russian dandelion plants. Regression analyses were performed between leaf area, fresh weight, leaf length, and leaf width in two hundred and fifty leaf samples collected during different growth stages of Russian dandelion plants. Data from another fifty leaves were used for validating the proposed models. Regression analyses were performed among ten data groups with different numbers of data randomly selected from the total three hundred leaves data set to determine the smallest sampling number for applying the final models correctly. The model for estimating leaf area(LA)is: LA=6226.424+26.31L+545.334W-313.993L0.5-3138.047W0.5-0.009L2-3.86W2+0.057LW, with R2 and RMSE values of 0.818 and 168.29 respectively. The model for estimating leaf fresh weight(FW) is: FW=1125.572-24.857L+233.070W+0.055LW+276.956L0.5-1264.466W0.5+0.067L2-1.964W2, with R2 and RMSE values of 0.735 and 87.84 respectively. At least ten leaf samples are required when applying the two models. Determining transformed forms of leaf dimensions that are linearly related to leaf area and fresh weight, and integrating all of them into one equation maybe a better solution for establishing models to estimate leaf area and fresh weight of plant species, particularly those with higher variation among individual leaves.In this paper.

郑福云、魏殿文、王文杰、沈光、李黎、陈菲、曾祥俊

植物学农业科学研究农艺学

生物数学橡胶草叶片长叶片宽估计模型回归分析

biomathematicsRussian dandelionleaf lengthleaf widthestimation modelregression analysis

郑福云,魏殿文,王文杰,沈光,李黎,陈菲,曾祥俊.橡胶草叶面积及鲜重无损估计模型及它们的取样数量[EB/OL].(2016-11-08)[2025-08-04].http://www.paper.edu.cn/releasepaper/content/201611-98.点此复制

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