基于高光谱的鲁西北平原土壤有效磷含量快速检测研究

Spontaneous determination of soil available phosphorus using highspectrum in the Northwest Plain of Shandong Province

  • 摘要: 土壤有效磷含量是农田土地评价的指标, 也是农作物施肥的基本指标, 快速准确测量土壤有效磷含量是土壤信息化管理和资源评价的前提条件。高光谱技术的发展为快速有效监测土壤有效磷含量提供了新的途径。本文对466个样点的土壤有机质、碱解氮、有效磷和速效钾含量进行了测定, 通过聚类分析和方差分析选取48个有机质、碱解氮、速效钾含量相近而有效磷差别较大的样点作为研究样点, 采用美国ASD Fieldspec3光谱仪, 对不同有效磷含量的土壤样本高光谱反射率进行测量, 并对反射率进行倒数、对数、平方根、对数的倒数、倒数的对数的变换及其各自相应的一阶导数变换, 将每个土样测定的有效磷含量值与350~ 2 500 nm光谱范围的反射率数据及反射率的9种变换形式逐一逐波段地进行单相关分析, 筛选出对有效磷敏感的光谱波段。将所选取的显著相关波段反射率或变换形式作为自变量, 与土壤中有效磷含量进行一元线性回归方程拟合, 对所建立的回归方程进行优选和检验。研究得出: 采用相关分析方法得出土壤有效磷含量的敏感波段为711 nm, 利用一元线性回归方法, 基于该波段的估算模型为最佳估算有效磷含量模型, 该模型的拟合优度R2达0.822 1, 验证决定系数R2达0.959 1。由此说明, 利用单个敏感波段建立土壤有效磷的反演模型, 可作为快速测量土壤有效磷含量的一种简单而可靠的方法。

     

    Abstract: Soil available phosphorus is a critical index for evaluating farm land quality and forms the basis for crop fertilization. It is essential to spontaneously and accurately determine soil available phosphorus for soil management and resources evaluation, which condition is met by using high spectrum technology. This paper selected 466 soil samples in the Northwest Plain of Shandong Province to determine organic matter, available nitrogen, available phosphorus and available potassium contents in the soil. Through cluster and variance analyses, 48 soil samples were used to determine the relationship between soil available phosphorus and high spectrum reflectivity. All 48 samples were characterized by approximate contents of organic matter, available nitrogen and available potassium, but significantly different contents of available phosphorus. High spectrum reflectivity of each soil sample was measured by ASD Fieldspec3 spectrometer. The reflectivity was then transformed into reciprocal, logarithm, square root, reciprocal of logarithmic, logarithm of reciprocal and their first order derivatives. Single correlation between soil available phosphorus content and high spectrum reflectivity in 350~2 500 nm as well as its every transformations was analyzed, and sensitive high spectrum band to available phosphorus selected. The established simple linear regressions between reflectivity or its transformations in sensitive high spectrum bands (as the independent variable) and available phosphorus content were optimized and verified. The results showed that 711 nm high spectrum was the sensitive band. The simulation model based the 711 nm spectrum provided the best estimation of soil available phosphorus with fit index (R2) of 0.822 1 and correlation coefficient (R2) of 0.959 1. Modeling based on a single sensitive band of high spectrum was a spontaneous, simple and reliable approach for determining soil available phosphorus.

     

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