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Using Near Infrared Spectroscopy to Quickly Analyze Different Nitrogens during the Shortcut Biological Removal of Nitrogen from a Polluted River

机译:使用近红外光谱法快速分析污染河流中氮的捷径生物去除过程中的不同氮

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摘要

During shortcut biological nitrogen removal in a polluted river, total nitrogen, ammonia nitrogen and nitrite nitrogen were quantified by near infrared spectroscopy and the synergy interval partial least squares (siPLS) algorithm. Spectral data of 138 water samples were obtained with a near infrared spectrometer. In addition, the real values of total nitrogen, ammonia nitrogen and nitrite nitrogen were measured with traditional chemical methods. SiPLS analysis models of total nitrogen, ammonia nitrogen and nitrite nitrogen were built through the siPLS algorithm based on spectral data and real values. The results obtained from the siPLS analysis model of total nitrogen revealed that, when the full spectra were divided into 19 intervals, the combination of the 7th, 12th and 19th subintervals yielded the best model. The correction coefficient (R-p) is 0.9931, with the root mean squared error of calibration (RMSECV) being 1.7869. The results obtained from the siPLS analysis model of ammonia nitrogen indicated that, when the full spectra were divided into 16 intervals, the combination of the 1st, 7th, 15th and 16th subintervals yielded the best model. The R-p is 0.9947 and the RMSECV is 1.3419. For nitrite nitrogen, the siPLS analysis model indicated that, when the full spectra were divided into 16 intervals, the combination of the 7th and the 11th subintervals yielded the best model. The R-p and RMSECV was 0.9951 and 1.0518. These findings demonstrated that the proposed approach may effectively analyze the concentrations of total nitrogen, ammonia nitrogen and nitrite nitrogen during the treatment of a polluted river based on shortcut biological nitrogen removal. This approach, which is based on near infrared spectroscopy, is fast and accurate for the detection of different types of nitrogen in water.
机译:在被污染的河流中快速去除生物氮的过程中,通过近红外光谱和协同区间偏最小二乘(siPLS)算法对总氮,氨氮和亚硝酸盐氮进行了定量。用近红外光谱仪获得了138个水样品的光谱数据。另外,总氮,氨氮和亚硝酸盐氮的真实值用传统化学方法测量。根据光谱数据和实际值,通过siPLS算法建立了总氮,氨氮和亚硝酸盐氮的SiPLS分析模型。从总氮的siPLS分析模型获得的结果表明,将全光谱分为19个区间时,第7、12和19个子区间的组合产生了最佳模型。校正系数(R-p)为0.9931,校准的均方根误差(RMSECV)为1.7869。从氨氮的siPLS分析模型获得的结果表明,当将整个光谱分为16个间隔时,第1、7、15和16个子间隔的组合产生了最佳模型。 R-p为0.9947,RMSECV为1.3419。对于亚硝酸盐氮,siPLS分析模型表明,当将整个光谱分为16个间隔时,第7个和第11个子间隔的组合产生了最佳模型。 R-p和RMSECV为0.9951和1.0518。这些发现表明,基于捷径生物脱氮技术,该方法可以有效地分析污染河流的总氮,氨氮和亚硝酸盐氮浓度。这种基于近红外光谱的方法可以快速,准确地检测水中不同类型的氮。

著录项

  • 来源
    《Polish Journal of Environmental Studies》 |2019年第4期|2623-2631|共9页
  • 作者单位

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Zhonghuan Environm Protect Technol Co Ltd, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

    Anhui Jianzhu Univ, Sch Environm & Energy Engn, Key Lab Anhui Prov Water Pollut Control & Wastewa, Hefei, Anhui, Peoples R China|Anhui Jianzhu Univ, Sch Environm & Energy Engn, Hefei, Anhui, Peoples R China;

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  • 正文语种 eng
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  • 关键词

    shortcut biological nitrogen removal; polluted river; near infrared spectroscopy; synergy interval partial least squares;

    机译:捷径生物脱氮;污染河;近红外光谱;协同区间偏最小二乘;

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