Investigation of new analysis methods for simultaneous and rapid identification of five different microplastics using ATR-FTIR spectroscopy and chemometrics.

IF 7.6 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Environmental Pollution Pub Date : 2024-12-01 Epub Date: 2024-09-28 DOI:10.1016/j.envpol.2024.125043
İsmail Tarhan, Hafize Merve Kestek
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引用次数: 0

Abstract

Microplastic (MP) pollution in water has become one of the most important global problems of our time. The development of appropriate and rapid analysis techniques is of great importance at the beginning of the studies aimed at solving this problem. In the presented study, in order to perform the qualitative and quantitative analysis of MP forms of polyamide (PA), polyethylene (PE), polypropylene (PP), polystyrene (PS), and polyethylene terephthalate (PET), which are known to be most abundant in water, in a fast and easy way, new Attenuated Total Reflectance-Fourier Transform Infrared (ATR-FTIR) spectroscopy methods were tried to be developed by utilizing chemometric methods. While principal component analysis (PCA) was applied for qualitative analyses, partial least squares (PLS) models were created for quantitative analyses. Raw, 1st, and 2nd order derivatives of all spectra and their spectra with different levels of smoothing points were taken and 24 different chemometric models were created for each MP. In interpreting the statistical performances of the developed PCA and PLS models, different parameters were used. According to the obtained results, the qualitative discrimination of all polymer types was successfully achieved. It was determined that the PLS models developed for the quantitative determination of mixtures consisting of different concentrations of MP types could not be at the desired level. However, it was determined that the PLS models developed for PA, PE, PP, and PET, where the normal spectrum was used, could give quantitatively accurate results, albeit partially.

利用 ATR-FTIR 光谱和化学计量学同时快速识别五种不同微塑料的新分析方法研究。
水中的微塑料(MP)污染已成为当代最重要的全球性问题之一。在旨在解决这一问题的研究之初,开发适当而快速的分析技术具有重要意义。在本研究中,为了对聚酰胺 (PA)、聚乙烯 (PE)、聚丙烯 (PP)、聚苯乙烯 (PS) 和聚对苯二甲酸乙二醇酯 (PET)(已知在水中含量最高)的 MP 形式进行快速、简便的定性和定量分析,尝试利用化学计量学方法开发了新的衰减全反射-傅立叶变换红外光谱 (ATR-FTIR) 方法。主成分分析法(PCA)用于定性分析,而偏最小二乘法(PLS)模型则用于定量分析。提取了所有光谱的原始、一阶和二阶导数以及不同平滑点水平的光谱,并为每个 MP 建立了 24 个不同的化学计量模型。在解释所建立的 PCA 和 PLS 模型的统计性能时,使用了不同的参数。根据所得结果,成功实现了对所有聚合物类型的定性鉴别。为定量测定由不同浓度的 MP 类型组成的混合物而开发的 PLS 模型未能达到预期水平。不过,针对 PA、PE、PP 和 PET(使用正常光谱)建立的 PLS 模型可以给出准确的定量结果,尽管只是部分结果。
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来源期刊
Environmental Pollution
Environmental Pollution 环境科学-环境科学
CiteScore
16.00
自引率
6.70%
发文量
2082
审稿时长
2.9 months
期刊介绍: Environmental Pollution is an international peer-reviewed journal that publishes high-quality research papers and review articles covering all aspects of environmental pollution and its impacts on ecosystems and human health. Subject areas include, but are not limited to: • Sources and occurrences of pollutants that are clearly defined and measured in environmental compartments, food and food-related items, and human bodies; • Interlinks between contaminant exposure and biological, ecological, and human health effects, including those of climate change; • Contaminants of emerging concerns (including but not limited to antibiotic resistant microorganisms or genes, microplastics/nanoplastics, electronic wastes, light, and noise) and/or their biological, ecological, or human health effects; • Laboratory and field studies on the remediation/mitigation of environmental pollution via new techniques and with clear links to biological, ecological, or human health effects; • Modeling of pollution processes, patterns, or trends that is of clear environmental and/or human health interest; • New techniques that measure and examine environmental occurrences, transport, behavior, and effects of pollutants within the environment or the laboratory, provided that they can be clearly used to address problems within regional or global environmental compartments.
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