Loading…
Environmentally-friendly technology for rapid identification and quantification of emerging pollutants from wastewater using infrared spectroscopy
•Quantification of emerging pollutants (EP) in wastewaters by IR spectroscopy.•A new approach to the use of chemometrics for model development.•Partial least squares and ordinary least squares modeling approaches were employed.•This developed model allows good prediction abilities regarding EP conce...
Saved in:
Published in: | Environmental toxicology and pharmacology 2020-11, Vol.80, p.103458, Article 103458 |
---|---|
Main Authors: | , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Summary: | •Quantification of emerging pollutants (EP) in wastewaters by IR spectroscopy.•A new approach to the use of chemometrics for model development.•Partial least squares and ordinary least squares modeling approaches were employed.•This developed model allows good prediction abilities regarding EP concentrations.
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. |
---|---|
ISSN: | 1382-6689 1872-7077 |
DOI: | 10.1016/j.etap.2020.103458 |