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Environmentally-friendly technology for rapid identification and quantification of emerging pollutants from wastewater using infrared spectroscopy

Cristina Quintelas, Antonio Melo, Mariana Soares da Costa, D. P. Mesquita, Eugénio C. Ferreira, A. L. Amaral

2020Environmental Toxicology and Pharmacology30 citationsDOIOpen Access PDF

Abstract

The monitoring of emerging pollutants in wastewaters is nowadays an issue of special concern, with the classical quantification methods being time and reagent consuming. In this sense, a FTIR transmission spectroscopy based chemometric methodology was developed for the determination of eight of these pollutants. A total of 456 samples were, therefore, obtained, from an activated sludge wastewater treatment process spiked with the studied pollutants, and analysed in the range of 200 cm−1 to 14,000 cm−1. Then, a k-nearest neighbour (kNN) analysis aiming at identifying each sample pollutant was employed. Next, partial least squares (PLS) and ordinary least squares (OLS) modelling approaches were employed in order to obtain suitable prediction models. This procedure resulted in good prediction abilities regarding the estimation of atrazine, desloratadine, paracetamol, β-estradiol, ibuprofen, carbamazepine, sulfamethoxazole and ethynylestradiol concentrations in wastewaters. These promising results suggest this technology as a fast, eco-friendly and reagent free alternative methodology for the quantification of emerging pollutants in wastewaters.

Topics & Concepts

PollutantWastewaterEnvironmentally friendlySewage treatmentPartial least squares regressionChemometricsChemistryEnvironmental chemistryActivated sludgeEnvironmental scienceChromatographyComputer scienceEnvironmental engineeringOrganic chemistryEcologyBiologyMachine learningSpectroscopy and Chemometric AnalysesWater Quality Monitoring and AnalysisSpectroscopy Techniques in Biomedical and Chemical Research
Environmentally-friendly technology for rapid identification and quantification of emerging pollutants from wastewater using infrared spectroscopy | Litcius