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基于ISE的土壤硝態(tài)氮多參數(shù)檢測儀研究
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國家自然科學基金項目(61134011)


Development of Soil Nitrate-nitrogen Detection Device with Multiple Parameters Based on ISE
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    摘要:

    電極法檢測土壤硝態(tài)氮時,共存氯離子是影響檢測精度的重要因素。針對當前檢測儀為單一離子離線檢測的問題,設計了基于嵌入式開發(fā)的ISE土壤硝態(tài)氮多參數(shù)檢測儀。儀器嵌入BP神經網(wǎng)絡模型,實現(xiàn)土壤硝態(tài)氮的在線實時檢測。針對BP算法收斂速度慢、易陷入局部極小值的缺點,采用5種方法進行改進;采用兩個校正方法校準檢測儀檢測結果;采用穩(wěn)定判斷程序提高電勢采集的穩(wěn)定性。開展標準溶液檢測試驗,驗證檢測儀檢測精度;開展土壤硝態(tài)氮檢測試驗,并將檢測結果與傳統(tǒng)的一元線性模型結果和光學法檢測結果進行對比,驗證檢測儀排除氯離子干擾的效果及檢測土壤硝態(tài)氮的準確性。結果表明,檢測儀對離子的檢測結果與離子計檢測結果誤差不超過1.0mV,滿足精度要求;檢測儀對土壤硝態(tài)氮含量的檢測結果與光學法檢測結果的平均相對誤差為8.83%,低于一元線性模型與光學法檢測結果的平均相對誤差12.17%,擬合系數(shù)R2均大于0.97?;贗SE的土壤硝態(tài)氮多參數(shù)檢測儀可有效減小氯離子干擾,準確性高,可用于土壤硝態(tài)氮的在線檢測。

    Abstract:

    In soil nitrate-nitrogen (NO-3-N) detection based on ion-selective electrode (ISE), coexisting chloride ion (Cl-) is the primary interference factor. Currently most detection devices detect only single ion and are off-line. In order to solve these problems, this paper aimed at developing a soil NO-3-N detection device with multiple parameters based on ISE. The device embedded a back propagation (BP) neural network model and achieved on-line and real-time detection. Five methods were adopted to improve the BP neural network model due to its shortcomings of slow convergence rate and easily falling into local minimum. Two correction methods were used to calibrate detection results of the device. Several judgement programs were applied to improve the stability of electric potential acquisition. Standard solution tests were conducted to validate the accuracy of device. The experiments of NO-3-N detection using 20 soil samples was conducted, and the detection results were compared with that of linear regression model and optical detection to validate the effect of reducing the interference of Cl- and the soil NO-3-N detection accuracy. The results showed that the deviation between the detection results of the device and that of an ion meter was less than 1.0mV, meeting the soil NO-3-N detection accuracy requirement. The average relative error between the soil NO-3-N detection results of the device and the results detected by optical method was 8.83%, while the average relative error between the results of linear regression model and the results detected by optical method was 12.17%. The fitting coefficients R2 were both greater than 0.97. It indicated that the device could effectively reduce the interference of Cl-, had high accuracy and could be used for on-line detecting soil NO-3-N.

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杜尚豐,潘奇,曹淑姝.基于ISE的土壤硝態(tài)氮多參數(shù)檢測儀研究[J].農業(yè)機械學報,2017,48(s1):277-283, 301. DU Shangfeng, PAN Qi, CAO Shushu. Development of Soil Nitrate-nitrogen Detection Device with Multiple Parameters Based on ISE[J]. Transactions of the Chinese Society for Agricultural Machinery,2017,48(s1):277-283, 301.

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  • 收稿日期:2017-07-10
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  • 在線發(fā)布日期: 2017-12-10
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