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A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization
A cost-effective and low-power-consumption underwater microscopic imaging system was developed to capture high-resolution zooplankton images in real-time. In this work, dark-field imaging was adopted to reduce backscattering and background noise. To produce an accurate illumination, a novel illumina...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7348824/ https://www.ncbi.nlm.nih.gov/pubmed/32575543 http://dx.doi.org/10.3390/s20123471 |
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author | Du, Zhiqiang Xia, Chunlei Fu, Longwen Zhang, Nan Li, Bowei Song, Jinming Chen, Lingxin |
author_facet | Du, Zhiqiang Xia, Chunlei Fu, Longwen Zhang, Nan Li, Bowei Song, Jinming Chen, Lingxin |
author_sort | Du, Zhiqiang |
collection | PubMed |
description | A cost-effective and low-power-consumption underwater microscopic imaging system was developed to capture high-resolution zooplankton images in real-time. In this work, dark-field imaging was adopted to reduce backscattering and background noise. To produce an accurate illumination, a novel illumination optimization scheme for the light-emitting diode (LED) array was proposed and applied to design a lighting system for the underwater optical imaging of zooplankton. A multiple objective genetic algorithm was utilized to find the best location of the LED array, which resulted in the specific illumination level and most homogeneous irradiance in the target area. The zooplankton imaging system developed with the optimal configuration of LEDs was tested with Daphnia magna under laboratory conditions. The maximal field of view was 16 mm × 13 mm and the optical resolution was 15 μm. The experimental results showed that the imaging system developed could capture high-resolution and high-definition images of Daphnia. Subsequently, Daphnia individuals were accurately segmented and their geometrical characters were measured by using a classical image processing algorithm. This work provides a cost-effective zooplankton measuring system based on an optimization illumination configuration of an LED array, which has a great potential for minimizing the investment and operating costs associated with long-term in situ monitoring of the physiological state and population conditions of zooplankton. |
format | Online Article Text |
id | pubmed-7348824 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-73488242020-07-22 A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization Du, Zhiqiang Xia, Chunlei Fu, Longwen Zhang, Nan Li, Bowei Song, Jinming Chen, Lingxin Sensors (Basel) Article A cost-effective and low-power-consumption underwater microscopic imaging system was developed to capture high-resolution zooplankton images in real-time. In this work, dark-field imaging was adopted to reduce backscattering and background noise. To produce an accurate illumination, a novel illumination optimization scheme for the light-emitting diode (LED) array was proposed and applied to design a lighting system for the underwater optical imaging of zooplankton. A multiple objective genetic algorithm was utilized to find the best location of the LED array, which resulted in the specific illumination level and most homogeneous irradiance in the target area. The zooplankton imaging system developed with the optimal configuration of LEDs was tested with Daphnia magna under laboratory conditions. The maximal field of view was 16 mm × 13 mm and the optical resolution was 15 μm. The experimental results showed that the imaging system developed could capture high-resolution and high-definition images of Daphnia. Subsequently, Daphnia individuals were accurately segmented and their geometrical characters were measured by using a classical image processing algorithm. This work provides a cost-effective zooplankton measuring system based on an optimization illumination configuration of an LED array, which has a great potential for minimizing the investment and operating costs associated with long-term in situ monitoring of the physiological state and population conditions of zooplankton. MDPI 2020-06-19 /pmc/articles/PMC7348824/ /pubmed/32575543 http://dx.doi.org/10.3390/s20123471 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Du, Zhiqiang Xia, Chunlei Fu, Longwen Zhang, Nan Li, Bowei Song, Jinming Chen, Lingxin A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title | A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title_full | A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title_fullStr | A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title_full_unstemmed | A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title_short | A Cost-Effective In Situ Zooplankton Monitoring System Based on Novel Illumination Optimization |
title_sort | cost-effective in situ zooplankton monitoring system based on novel illumination optimization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7348824/ https://www.ncbi.nlm.nih.gov/pubmed/32575543 http://dx.doi.org/10.3390/s20123471 |
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