基于交叉验证的农田土壤饱和导水率传递函数研究
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公益性行业(农业)科研专项经费资助项目(201203077)


Pedo-transfer Function for Saturated Hydraulic Conductivity of Agricultural Soil Based on Cross-validation
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    摘要:

    基于北京大兴区农田土壤剖面采样数据,采用多元回归及多折交叉验证方法,建立并验证以不同土壤质地、有机质含量为自变量的农田土壤饱和导水率(Ks)土壤传递函数(PTF),对比了其他3种现有的Ks土壤传递函数预测结果,并对0~80 cm农田土壤Ks进行预测。结果表明:以土壤粉粒质量分数、粘粒质量分数、有机质质量比的组合项及常数项为自变量建立的多元回归方程,对所采剖面样本0~100 cm内土壤饱和导水率预测的均方根误差为40.525 cm/d,平均相对误差为204.738%,决定系数为0.544,相关系数为0.742,均好于其他3种预测结果。大兴区域农田土壤Ks表层变化范围较大,北部及西南部永定河一带Ks较小。所建立的PTF模型对采育镇60~80 cm深度处的粘壤土夹层也有较好表征,可以用作大兴区域土壤饱和导水率的评估。

    Abstract:

    Based on the sample data of agricultural soil profile, the locally-developed pedo-transfer function (PTF) of agricultural soil saturated hydraulic conductivity (Ks) in Daxing district was established using multiple regression with the independent variables, including constant and the monomials with variables of Si content, Cl content, and organic matter content. The PTF was validated simultaneously using multi-fold cross-validation method. The performance of Daxing District PTF built in this paper was compared with other three existing PTFs in predicting Ks. The PTF from this study was used in regional prediction of Ks in depth of 0~80 cm. The results showed that the root-mean-square error, average absolute relative error, and coefficient of determination of multiple regression function for predicting Ks in depth of 0~100 cm were 40.525 cm/d, 204.738%, 0.544, respectively, which were much lower than that of other three PTFs. The Ks was of great spatial variability in the top layer soil of 0~20 cm, and was relative small along the Yongding River in the north and southwest of Daxing district. The PTF from this study also performed well in the characterization of layered Cl loam in depth of 60~80 cm in Caiyu. It can be used in regional evaluation of Ks in Daxing district.

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孙美,张晓琳,冯绍元,霍再林.基于交叉验证的农田土壤饱和导水率传递函数研究[J].农业机械学报,2014,45(10):147-152. Sun Mei, Zhang Xiaolin, Feng Shaoyuan, Huo Zailin. Pedo-transfer Function for Saturated Hydraulic Conductivity of Agricultural Soil Based on Cross-validation[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(10):147-152.

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  • 收稿日期:2013-11-26
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  • 在线发布日期: 2014-10-10
  • 出版日期: 2014-10-10