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
Giuseppe Bonifazi, Silvia Serranti, Ludovica Fiore, Cristina Mazziotti, Elena Riccardi, Margherita Benzi
2022-02-23

Italian Po RiverSWIR spectroscopyfreshwater microplasticshierarchical polymer classificationhyperspectral imaging
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.
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.

Freshwater microplastic samples collected from four stations along the Italian Po River

Abundance, spatial distribution, categories, morphological and morphometrical features, polymer composition, and category–polymer correlations of the microplastics

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2022-02-23
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Giuseppe Bonifazi
Silvia Serranti
Ludovica Fiore
Cristina Mazziotti
Elena Riccardi
Margherita Benzi
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