Literature DB >> 29754299

High-throughput NIR spectroscopic (NIRS) detection of microplastics in soil.

Andrea Paul1, Lukas Wander2, Roland Becker2, Caroline Goedecke2, Ulrike Braun2.   

Abstract

The increasing pollution of terrestrial and aquatic ecosystems with plastic debris leads to the accumulation of microscopic plastic particles of still unknown amount. To monitor the degree of contamination, analytical methods are urgently needed, which help to quantify microplastics (MP). Currently, time-costly purified materials enriched on filters are investigated both by micro-infrared spectroscopy and/or micro-Raman. Although yielding precise results, these techniques are time consuming, and are restricted to the analysis of a small part of the sample in the order of few micrograms. To overcome these problems, we tested a macroscopic dimensioned near-infrared (NIR) process-spectroscopic method in combination with chemometrics. For calibration, artificial MP/ soil mixtures containing defined ratios of polyethylene, polyethylene terephthalate, polypropylene, and polystyrene with diameters < 125 μm were prepared and measured by a process FT-NIR spectrometer equipped with a fiber-optic reflection probe. The resulting spectra were processed by chemometric models including support vector machine regression (SVR), and partial least squares discriminant analysis (PLS-DA). Validation of models by MP mixtures, MP-free soils, and real-world samples, e.g., fermenter residue, suggests a reliable detection and a possible classification of MP at levels above 0.5 to 1.0 mass% depending on the polymer. The benefit of the combined NIRS chemometric approach lies in the rapid assessment whether soil contains MP, without any chemical pretreatment. The method can be used with larger sample volumes and even allows for an online prediction and thus meets the demand of a high-throughput method.

Entities:  

Keywords:  Chemometrics; Microplastics; Near-infrared spectroscopy; PLS-DA; Soil; Support vector machines

Mesh:

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Year:  2018        PMID: 29754299     DOI: 10.1007/s11356-018-2180-2

Source DB:  PubMed          Journal:  Environ Sci Pollut Res Int        ISSN: 0944-1344            Impact factor:   4.223


  4 in total

Review 1.  Occurrence, toxicity and remediation of polyethylene terephthalate plastics. A review.

Authors:  Vaishali Dhaka; Simranjeet Singh; Amith G Anil; T S Sunil Kumar Naik; Shashank Garg; Jastin Samuel; Manoj Kumar; Praveen C Ramamurthy; Joginder Singh
Journal:  Environ Chem Lett       Date:  2022-01-13       Impact factor: 13.615

2.  Computer-Assisted Analysis of Microplastics in Environmental Samples Based on μFTIR Imaging in Combination with Machine Learning.

Authors:  Benedikt Hufnagl; Michael Stibi; Heghnar Martirosyan; Ursula Wilczek; Julia N Möller; Martin G J Löder; Christian Laforsch; Hans Lohninger
Journal:  Environ Sci Technol Lett       Date:  2021-12-09

Review 3.  Micro and Nanoplastics Identification: Classic Methods and Innovative Detection Techniques.

Authors:  Stefania Mariano; Stefano Tacconi; Marco Fidaleo; Marco Rossi; Luciana Dini
Journal:  Front Toxicol       Date:  2021-02-26

Review 4.  Micro- and nanoplastics - current state of knowledge with the focus on oral uptake and toxicity.

Authors:  Maxi B Paul; Valerie Stock; Julia Cara-Carmona; Elisa Lisicki; Sofiya Shopova; Valérie Fessard; Albert Braeuning; Holger Sieg; Linda Böhmert
Journal:  Nanoscale Adv       Date:  2020-09-02
  4 in total

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