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河套灌區(qū)土壤水溶性鹽基離子高光譜綜合反演模型
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國(guó)家自然科學(xué)基金項(xiàng)目(51539005、51669020,、51469022),、內(nèi)蒙古自治區(qū)水利科技重大專項(xiàng)(NSK2017-M1)和內(nèi)蒙古自然科學(xué)基金項(xiàng)目(2016JQ06)


Hyperspectral Integrated Inverse Model for Water-soluble Salt Ions Content in Hetao Irrigation District
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    摘要:

    為了提高野外高光譜反演土壤水溶性鹽基離子的精度,,以河套灌區(qū)永濟(jì)灌域鹽漬化土壤為研究對(duì)象,,構(gòu)建了基于光譜變換,、特征波段,、特征光譜指數(shù)篩選以及支持向量機(jī)(SVM)的機(jī)器學(xué)習(xí)相結(jié)合的高光譜綜合反演模型,。結(jié)果表明,經(jīng)預(yù)處理的原始光譜反射率與土壤離子相關(guān)性總體較低,,最大相關(guān)系數(shù)僅為0.18,,原始光譜反射率與土壤離子的相關(guān)系數(shù)由大到小依次為Ca2+、 SO2-4,、 Mg2+,、全鹽量、Na++K+,、Cl-,。全鹽量、Na++K+,、Cl-,、SO2-4、Ca2+,、Mg2+的光譜最優(yōu)變換形式分別為(1/R)″,、(1/R)″、(lnR)′,、(lnR)″,、R′、(lnR)″,,敏感波段(P<001)數(shù)分別為41,、7、9,、65,、76、28個(gè),,利用逐步回歸法在敏感波段中篩選出特征波段,,基于特征波段建立的回歸模型中各離子的決定系數(shù)R2平均值為035,均方根誤差RMSE平均值為087g/kg,,其中SO2-4擬合精度最高,,R2為0.52,Ca2+擬合精度最低,R2僅為0.20,。將特征波段代入光譜指數(shù)中,,結(jié)合逐步回歸法確定了Mg2+特征光譜指數(shù)為3個(gè),全鹽量特征光譜指數(shù)為2個(gè),,Na++K+、SO2-4,、〖JP3〗Ca2+特征光譜指數(shù)分別為1個(gè),,與僅考慮特征波段的回歸模型相比,特征波段+〖JP〗特征光譜指數(shù)結(jié)合后各離子回歸模型的R2平均提高了58.67%,,RMSE降低了24.60%,,其中SO2-4擬合精度最高,R2為0.74,,RMSE為0.47g/kg,。考慮了特征波段+特征光譜指數(shù)的SVM模型相比僅考慮特征波段的SVM模型,,其預(yù)測(cè)能力有了明顯提高,,各離子相對(duì)分析誤差(RPD)平均提高了11027%,訓(xùn)練集R2平均提高了3754%,,RMSE平均降低了4012%,,驗(yàn)證集R2平均提高了56.04%,RMSE平均降低了39.39%,。SO2-4的RPD達(dá)到3000,,模擬效果最優(yōu),具備很好的預(yù)測(cè)能力,;全鹽量模型具有很好的定量預(yù)測(cè)能力,,Mg2+模型可用于評(píng)估或相關(guān)性方面的預(yù)測(cè),Na++K+,、Ca2+的模型具有區(qū)別高低值的能力,。

    Abstract:

    It is significant to take best agricultural measures and improve salinization to rapidly and accurately determinate the composition and content of soil salt. The hyperspectral integrated inversion model based on transformation of hyperspectral, characteristic bands, characteristic spectral indices screening and support vector machine (SVM) was established to improve the accuracy of watersoluble salt ions content by taking the saline soil of Yongji irrigation area of Hetao Irrigation District. The results showed that the correlation between the original spectral reflectance by pretreatment and watersoluble salt ions content was relatively low and the maximum correlation coefficient was 0.18, and the sequence of them from big to small was as follows: Ca2+, SO2-4, Mg2+, the content of salt, Na++K+ and Cl-. The optional transformation forms of salt content, Na++K+, Cl-, SO2-4, Ca2+ and Mg2+ were (1/R)″, (1/R)″, (lnR)′, (lnR)″, R′ and (lnR)″, respectively. The numbers of sensitive bands (P<0.01) were 41, 7, 9, 65, 76 and 28, respectively. Stepwise regression method was used to filtrate the characteristic bands from sensitive bands, and the average of determination coefficient (R2) and the average of root mean square error (RMSE) of each ion in the regression model based on the characteristic band were 0.35 and 0.87g/kg, of which R2 was the largest and the smallest were SO2-4 (0.52) and Ca2+ (0.20), respectively. Combined with the stepwise regression method, the characteristic bands were substituted into the spectral index to determine that there were three characteristic spectral indices for Mg2+, there were two characteristic spectral indices for salt content, and there were one characteristic spectral index for Na++K+, SO2-4 and Ca2+, respectively. The R2 of model for watersoluble salt ions content based on the characteristic bands and characteristic spectral indices was increased by 5867%, and the RMSE was decreased by 2460%, of which the maximum R2 was SO2-4 (0.74), RMSE was 0.47g/kg. 〖JP〗The model of SVM based on the characteristic bands and characteristic spectral indices combined had a significant improvement in the prediction than that merely based on the characteristic bands, for example, the average relative analysis error (RPD) was increased by 110.27%, the R2 was increased by 37.54% and the RMSE was decreased by 4012% in the training set, the R2 was increased by 5604% and the RMSE was decreased by 3939% in the verification set. The results showed that the RPD of SO2-4 reached 3000, which showed a good prediction ability. The model of salt content and Mg2+ had good quantitative prediction ability which can be used for assessment or correlation prediction, respectively. The SVM models of Na++K+ and Ca2+ had the ability to distinguish between high and low values. 

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孫亞楠,李仙岳,史海濱,崔佳琪,王維剛.河套灌區(qū)土壤水溶性鹽基離子高光譜綜合反演模型[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2019,50(5):344-355. SUN Ya’nan, LI Xianyue, SHI Haibin, CUI Jiaqi, WANG Weigang. Hyperspectral Integrated Inverse Model for Water-soluble Salt Ions Content in Hetao Irrigation District[J]. Transactions of the Chinese Society for Agricultural Machinery,2019,50(5):344-355.

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  • 收稿日期:2018-10-31
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  • 在線發(fā)布日期: 2019-05-10
  • 出版日期: 2019-05-10
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