Video image processing of Daphnia magna Straus (Cladocera, Crustacea) as a basis for automated biotesting methods

Author:

Olkova A. S.1ORCID,Medvedeva E. V.1ORCID

Affiliation:

1. Vyatka State University

Abstract

Computer processing of a video sequence with test organisms is a promising direction in the development of biotesting, as the throughput of methods per unit time increases significantly and several test reactions are taken into account simultaneously. The aim of the work is to develop and test an automated method for considering a complex of D. magna test functions for further assessment of the toxicity of aquatic environments. Videos with D. magna were processed using the Python programming language and the OpenCV computer vision library. The developed algorithm makes it possible to detect D. magna individuals of different ages, to determine their linear dimensions, velocities and accelerations. This functionality, applied to model groups of D. magna, makes it possible to assess the acute toxicity (by lethal and sublethal effects) and chronic toxicity of samples (by the number of juveniles born and their physiological reactions). 

Publisher

A.N.Severtsov Institute of Ecology and Evolution RAS - IEE RAS

Subject

Ecology,Ecology, Evolution, Behavior and Systematics

Reference27 articles.

1. Gonzalez R., Woods R. Digital Image Processing. Moscow, Tekhnosfera Publ., 2012. 1104 p. (in Russian).

2. Nikitin O. V., Nasyrova E.I., Perevozchikova E. V., Andreev P. A., Gizatullin D. Yu., Latypova V. Z. Evaluation of the motor activity of hydrobionts using computer vision. Biodiagnostika sostoianiia prirodnykh i prirodno-tekhnogennykh sistem: materialy XX Vserossiiskoi nauchnoprakticheskoi konferentsii s mezhdunarodnym uchastiem [Biodiagnostics of the State of Natural and Natural-Technogenic Systems: Proceedings of the XX All-Russian Scientific-Practical Conference With International Participation]. Kirov, Vyatka State University Publ., 2022, pp. 127–131 (in Russian).

3. FR.1.39.2007.03222. Biological Control Methods. Methods of Determining the Toxicity of Water and Water Extracts from Soils, Sewage Sludge, Waste Mortality and Fertility Change in Daphnia. Moscow, Akvaros, 2007. 52 p. (in Russian).

4. Bedrossiantz J., Faria M., Prats E., Barata C., Cachot J., Raldúa D. Heart rate and behavioral responses in three phylogenetically distant aquatic model organisms exposed to environmental concentrations of carbaryl and fenitrothion. Science of The Total Environment, 2023, vol. 865, article number 161268. https://doi.org/10.1016/j.scitotenv.2022.161268

5. Bouwmans T., El Baf F., Vachon B. background modeling using mixture of gaussians for foreground detection – a survey. Recent Patents on Computer Science, 2008, vol. 1, iss. 3, pp. 219–237. https://doi.org/10.2174/1874479610801030219

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3