Classification and distribution of freshwater microplastics along the Italian Po river by hyperspectral imaging
Классификация и распределение микропластика в пресных водах вдоль итальянской реки По методом гиперспектральной визуализации
2022-02-23
SCID: 54.1/9p8ukaag
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Italian Po RiverSWIR spectroscopyfreshwater microplasticshierarchical polymer classificationhyperspectral imaging
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Abstract (AI)
Abstract In this work, freshwater microplastic samples collected from four different stations along the Italian Po river were characterized in terms of abundance, distribution, category, morphological and morphometrical features, and polymer type. The correlation between microplastic category and polymer type was also evaluated. Polymer identification was carried out developing and implementing a new and effective hierarchical classification logic applied to hyperspectral images acquired in the short-wave infrared range (SWIR: 1000–2500 nm). Results showed that concentration of microplastics ranged from 1.89 to 8.22 particles/m 3 , the most abundant category was fragment, followed by foam, granule, pellet, and filament and the most diffused polymers were expanded polystyrene followed by polyethylene, polypropylene, polystyrene, polyamide, polyethylene terephthalate and polyvinyl chloride, with some differences in polymer distribution among stations. The application of hyperspectral imaging (HSI) as a rapid and non-destructive method to classify freshwater microplastics for environmental monitoring represents a completely innovative approach in this field.
Key Findings
1
A new hierarchical classification logic applied to SWIR hyperspectral images enabled rapid, non-destructive microplastic polymer identification for environmental monitoring.
2
Expanded polystyrene was the most prevalent polymer, followed by polyethylene, polypropylene, polystyrene, polyamide, polyethylene terephthalate, and polyvinyl chloride.
3
Fragments were the most abundant microplastic category, followed by foam, granules, pellets, and filaments.
4
Freshwater microplastic concentrations across four Po River stations ranged from 1.89 to 8.22 particles/m³.
5
Polymer distributions differed among sampling stations, indicating spatial variation along the Po River.
Research Object
Freshwater microplastic samples collected from four stations along the Italian Po River
Research Subject
Abundance, spatial distribution, categories, morphological and morphometrical features, polymer composition, and category–polymer correlations of the microplastics
Publication Details
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2022-02-23
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References available in scid.ai4
Microplastics in the Marine Environment: A Review of the Methods Used for Identification and Quantification2012
River plastic emissions to the world’s oceans2017
Microplastics in freshwaters and drinking water: Critical review and assessment of data quality2019
Methodology Used for the Detection and Identification of Microplastics—A Critical Appraisal2015