4.7 Article

Classification and distribution of freshwater microplastics along the Italian Po river by hyperspectral imaging

期刊

ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH
卷 29, 期 32, 页码 48588-48606

出版社

SPRINGER HEIDELBERG
DOI: 10.1007/s11356-022-18501-x

关键词

Freshwater microplastics; Po river; Environmental pollution; Plastic litter; Hyperspectral imaging; Hierarchical classification

资金

  1. District Basin authorities of Po river (Italy)

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This study characterized freshwater microplastic samples from the Po river in Italy in terms of abundance, distribution, category, morphological features, and polymer type. The study also evaluated the correlation between microplastic category and polymer type. Results showed a wide range of microplastic concentrations, with fragments being the most abundant category and expanded polystyrene being the most diffused polymer.
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.

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