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基于交叉驗證的農(nóng)田土壤飽和導(dǎo)水率傳遞函數(shù)研究
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公益性行業(yè)(農(nóng)業(yè))科研專項經(jīng)費資助項目(201203077)


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

    基于北京大興區(qū)農(nóng)田土壤剖面采樣數(shù)據(jù),,采用多元回歸及多折交叉驗證方法,,建立并驗證以不同土壤質(zhì)地、有機(jī)質(zhì)含量為自變量的農(nóng)田土壤飽和導(dǎo)水率(Ks)土壤傳遞函數(shù)(PTF),,對比了其他3種現(xiàn)有的Ks土壤傳遞函數(shù)預(yù)測結(jié)果,并對0~80 cm農(nóng)田土壤Ks進(jìn)行預(yù)測,。結(jié)果表明:以土壤粉粒質(zhì)量分?jǐn)?shù),、粘粒質(zhì)量分?jǐn)?shù)、有機(jī)質(zhì)質(zhì)量比的組合項及常數(shù)項為自變量建立的多元回歸方程,,對所采剖面樣本0~100 cm內(nèi)土壤飽和導(dǎo)水率預(yù)測的均方根誤差為40.525 cm/d,,平均相對誤差為204.738%,決定系數(shù)為0.544,,相關(guān)系數(shù)為0.742,,均好于其他3種預(yù)測結(jié)果。大興區(qū)域農(nóng)田土壤Ks表層變化范圍較大,,北部及西南部永定河一帶Ks較小,。所建立的PTF模型對采育鎮(zhèn)60~80 cm深度處的粘壤土夾層也有較好表征,可以用作大興區(qū)域土壤飽和導(dǎo)水率的評估,。

    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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孫美,張曉琳,馮紹元,霍再林.基于交叉驗證的農(nóng)田土壤飽和導(dǎo)水率傳遞函數(shù)研究[J].農(nóng)業(yè)機(jī)械學(xué)報,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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  • 在線發(fā)布日期: 2014-10-10
  • 出版日期: 2014-10-10
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