Identification of micro- and nanoplastics released from medical masks using hyperspectral imaging and deep learning

Ishmukhametov, Ilnur; Batasheva, Svetlana; Fakhrullin, Rawil

doi:10.1039/d2an01139e

Analyst

2022

DOI: 10.1039/d2an01139e

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Identification of micro- and nanoplastics released from medical masks using hyperspectral imaging and deep learning

Ilnur Ishmukhametov

Svetlana Batasheva

Rawil Fakhrullin

Abstract: Apart from other severe consequences, the COVID-19 pandemic has inflicted a surge in personal protective equipment usage, some of which, such as medical masks, have a short effective protection time....

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Cited by 8 publications

References 75 publications

(87 reference statements)

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Plastics in the environment in the context of UV radiation, climate change and the Montreal Protocol: UNEP Environmental Effects Assessment Panel, Update 2023

Jansen,

Andrady,

Bornman

et al. 2024

Photochem Photobiol Sci

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This Assessment Update by the Environmental Effects Assessment Panel (EEAP) of the United Nations Environment Programme (UNEP) considers the interactive effects of solar UV radiation, global warming, and other weathering factors on plastics. The Assessment illustrates the significance of solar UV radiation in decreasing the durability of plastic materials, degradation of plastic debris, formation of micro- and nanoplastic particles and accompanying leaching of potential toxic compounds. Micro- and nanoplastics have been found in all ecosystems, the atmosphere, and in humans. While the potential biological risks are not yet well-established, the widespread and increasing occurrence of plastic pollution is reason for continuing research and monitoring. Plastic debris persists after its intended life in soils, water bodies and the atmosphere as well as in living organisms. To counteract accumulation of plastics in the environment, the lifetime of novel plastics or plastic alternatives should better match the functional life of products, with eventual breakdown releasing harmless substances to the environment.

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Plastics in the environment in the context of UV radiation, climate change and the Montreal Protocol: UNEP Environmental Effects Assessment Panel, Update 2023

Jansen,

Andrady,

Bornman

et al. 2024

Photochem Photobiol Sci

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show abstract

Machine learning based workflow for (micro)plastic spectral reconstruction and classification

Liu,

Zhao,

et al. 2024

Chemosphere

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Machine learning: Next promising trend for microplastics study

Zhang

et al. 2023

Journal of Environmental Management

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scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.

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Identification of micro- and nanoplastics released from medical masks using hyperspectral imaging and deep learning

Abstract: Apart from other severe consequences, the COVID-19 pandemic has inflicted a surge in personal protective equipment usage, some of which, such as medical masks, have a short effective protection time....

Cited by 8 publications

References 75 publications

Plastics in the environment in the context of UV radiation, climate change and the Montreal Protocol: UNEP Environmental Effects Assessment Panel, Update 2023

Plastics in the environment in the context of UV radiation, climate change and the Montreal Protocol: UNEP Environmental Effects Assessment Panel, Update 2023

Machine learning based workflow for (micro)plastic spectral reconstruction and classification

Machine learning: Next promising trend for microplastics study

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