测量高度对盐碱土光谱响应的对比分析研究

Contrastive analysis of measured height on spectral response of saline-alkali soil

  • 摘要: 土壤盐碱化作为制约农业发展的重要问题,不仅降低了农业的粮食产量,严重影响了农业经济的可持续发展,同时还对当地的生态环境造成极大的破坏。本文从土壤盐碱化问题入手,选取东北松嫩平原典型苏打盐碱土地区作为研究区域,对比分析不同高度下土壤样本含盐量的光谱响应差异。通过调整实验中的光谱仪镜头与土样之间的垂直距离,精准获取3 cm、4 cm、5 cm、6 cm、7 cm等5个实验高度的光谱数据测量结果。通过原始光谱反射率和一阶、二阶微分变换结果将波段与土壤电导率值(EC)进行相关分析,筛选出相关性高的敏感波段建立多元线性回归与偏最小二乘回归,结果表明最小二乘模型的预测能力明显优于多元线性回归模型,且不同测量高度与光谱数据变换对EC的相关性差异较大,其中利用5 cm测量高度下的反射率二阶微分变换结果建立的最小二乘模型对于盐碱土样本的拟合效果最佳,R2=0.91,RMSE=0.40,RPD=3.08。本研究通过室外光谱实测实验选取最佳测量实验高度,旨在提高对土壤含盐量的预测精度,同时针对松嫩平原改善土壤盐碱化问题提供出可行性的建议。

     

    Abstract: As an important problem restricting agricultural development,soil salinization not only causes great damage to the local ecological environment,but also reduces agricultural food production,which affects the sustainable development of agricultural economy.This study selected typical soda saline-alkaline soil areas in the Songnen Plain as the research area to compare and analyze the spectral response to soil samples with different salinity levels at different heights.Specifically,the spectral reflectance of five experimental heights including 3 cm,4 cm,5 cm,6 cm,and 7 cm were accurately obtained.Correlation analysis was then performed between the soil electric conductivity(EC) and the spectral parameters including the reflectance,the first-order and the second-order transformation results of reflectance.After that,four sensitive bands with high correlation coefficient were selected to establish multiple linear regression model and partial least squares regression model.The results indicated that the predictive ability of the partial least squares regression model was better than the multiple linear regression model,and the correlation coefficients between EC and spectral parameters at different measurement heights were also quite different.In general,the partial least square model established by the result of the second-order differential transformation of the reflectance at the measurement height of 5 cm demonstrated the best fitting ability on soda saline-alkali soil samples with R2=0.91,RPD=3.08 and RMSE=0.40,respectively.The purpose of this study was to select the best measuring experiment height through outdoor spectral experiment,to improve the prediction accuracy of soil salt content and therefore to provide feasible suggestions for improving soil salinization in Songnen Plain.

     

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