Application of laser speckles and deep learning in discrimination of supermicroplastics and zooplanktons

Daiki Endo, Takahiro Kono, Yoshikazu Koike, Hirofumi Kadono, Jun Yamada, Uma Maheswari Rajagopalan

研究成果: Conference contribution

抄録

Plastics entering the ocean are further degraded by waves and UV rays, resulting in fragments. Plastic fragments whose size are equal to or less than 5 mm and 350 µm are called microplastics (MPs) and supermicroplastics (SMPs) respectively. Aquatic lives with accumulated MPs are reported to develop adverse effects. It is necessary to survey the amount and distribution, especially SMPs in the sea, to estimate the impact of MPs and SMPs on organisms. One of the current methods for investigating MPs is a towing net that has a size larger than about 350 µm mesh which makes it challenging to collect SMPs and thus lack information of SMPs. Therefore, we propose a new method of surveying based on laser speckles. The method uses two submersible spheres with a 635 nm laser and a CMOS camera mounted within each of the spheres and analyzing the recorded speckle images from the light scattered within the volume between the spheres. For the simulation studies, different sized polystyrene spheres (2 µm, 20 µm and 200 µm) and zooplanktons at certain definite concentrations were introduced into the volume to produce speckles. Speckles were analyzed using an algorithm of calculating difference frames of recorded video and deep learning algorithms to distinguish particles from planktons and particles of different sizes. Deep learning was found to be capable of distinguishing different particle sizes from the speckle patterns. In future, we will explore the potential of deep learning tools in the detection capability as a function of particle concentration in the presence of zooplanktons.

本文言語English
ホスト出版物のタイトルOptics and Biophotonics in Low-Resource Settings VIII
編集者David Levitz, Aydogan Ozcan
出版社SPIE
ISBN(電子版)9781510647718
DOI
出版ステータスPublished - 2022
イベントOptics and Biophotonics in Low-Resource Settings VIII 2022 - Virtual, Online
継続期間: 2022 2月 202022 2月 24

出版物シリーズ

名前Progress in Biomedical Optics and Imaging - Proceedings of SPIE
11950
ISSN(印刷版)1605-7422

Conference

ConferenceOptics and Biophotonics in Low-Resource Settings VIII 2022
CityVirtual, Online
Period22/2/2022/2/24

ASJC Scopus subject areas

  • 電子材料、光学材料、および磁性材料
  • 原子分子物理学および光学
  • 生体材料
  • 放射線学、核医学およびイメージング

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