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Application and Refinement of Fluorescence Spectroscopy for Organic Matter Characterization in Drinking Water.

机译:荧光光谱技术在饮用水中有机物表征中的应用和完善。

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摘要

This research examined the use and advancement of fluorescence spectroscopy as an organic characterization method in drinking water treatment, providing novel insight into the performance of and fundamental mechanisms of water treatment processes. Using fluorescence spectroscopy coupled with analysis techniques including parallel factors analysis (PARAFAC) and peak shifts, biofiltration was found to have variable impact on individual fluorophores. The fluorescence method identified production of humic-like matter by the microbial communities, ultimately resulting in a unique treated organic character of the treated water. Through correlations with formation potentials of halogenated furanones, polysaccharides were identified as possible precursors. Pre-oxidation, was suggested to result in increased proportionality of carbonyl-containing functional groups and greater carbon oxidative state.;A continuous fluorescence system was developed as part of this research and implemented in two studies focused on fouling mitigation of ultrafiltration (UF) membranes. A full-scale study was conducted that continuously monitored membrane feed water organic character. Utilizing the continuous fluorescence, improved prediction accuracy of membrane fouling was found using a neural network approach. A second study, conducted at bench-scale focused on understanding the role of organic surface changes and irreversible fouling potential. Low coagulant doses (< 0.043 mg/L Al3+) were found to optimally reduce irreversible fouling rates using two surface waters. At low coagulant doses, surface fluorescence of fouled membranes indicated increased tryptophan adsorption and possible greater reversibility of protein-like fouling. Coagulant doses < 0.043 mg/L Al3+ represent a significant reduction to those typically used in drinking water operations and presents a means for reducing operational cost while improving membrane production capacity.;Research was also carried out identifying possible methods for detecting low levels (< 1% by volume) of wastewater impact on source waters. Comparison of several analysis approaches for interpreting fluorescence data were compared. Use of the full fluorescence spectra as input to a support vector machine resulted in the greatest prediction accuracy (66.7% over 4 classes). This suggests loss of important distinguishing features by pre-processing with dimensionality reduction methods. Use of fluorescence spectroscopy is shown to be a promising method for future application in pollution detection and source water impact assessment.
机译:这项研究检查了荧光光谱法在饮用水处理中作为有机表征方法的使用和发展,为水处理过程的性能和基本机理提供了新颖的见解。使用荧光光谱结合包括平行因素分析(PARAFAC)和峰位移在内的分析技术,发现生物过滤对单个荧光团的影响不同。荧光方法确定了微生物群落产生的腐殖质样物质,最终导​​致了经过处理的水具有独特的经过处理的有机特性。通过与卤代呋喃酮的形成潜力的相关性,发现多糖是可能的前体。建议进行预氧化,以增加含羰基官能团的比例,并提高碳的氧化态。;本研究开发了一种连续荧光系统,并在两项研究中得以实施,这些研究着眼于减轻超滤膜的污染。进行了全面研究,不断监测膜给水的有机特性。利用连续荧光,使用神经网络方法发现膜结垢的预测准确性提高。在实验室规模进行的第二项研究的重点是了解有机表面变化的作用和不可逆的结垢潜力。发现低凝结剂剂量(<0.043 mg / L Al3 +)可以最佳地降低使用两种地表水的不可逆结垢率。在低凝结剂剂量下,结垢膜的表面荧光表明色氨酸吸附增加,并且蛋白质样结垢可能具有更大的可逆性。 <0.043 mg / L Al3 +的凝结剂剂量比饮用水操作中通常使用的凝结剂剂量显着减少,并提供了降低操作成本同时提高膜生产能力的方法。还进行了研究以确定可能的检测低浓度(<1废水对源水的影响。比较了几种解释荧光数据的分析方法的比较。将完整的荧光光谱用作支持向量机的输入会导致最大的预测精度(4类中为66.7%)。这表明通过使用降维方法进行预处理会丢失重要的区别特征。荧光光谱法的使用被证明是未来在污染检测和源水影响评估中的有前途的方法。

著录项

  • 作者

    Peleato, Nicolas Miguel.;

  • 作者单位

    University of Toronto (Canada).;

  • 授予单位 University of Toronto (Canada).;
  • 学科 Environmental engineering.;Civil engineering.;Environmental science.
  • 学位 Ph.D.
  • 年度 2017
  • 页码 202 p.
  • 总页数 202
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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