Semi-automated classification of colonial Microcystis by FlowCAM imaging flow cytometry in mesocosm experiment reveals high heterogeneity during seasonal bloom

Autor: Yersultan Mirasbekov, Adina Zhumakhanova, Almira Zhantuyakova, Kuanysh Sarkytbayev, Dmitry V. Malashenkov, Assel Baishulakova, Veronika Dashkova, Thomas A. Davidson, Ivan A. Vorobjev, Erik Jeppesen, Natasha S. Barteneva

Publikováno v: Scientific Reports, Vol 11, Iss 1, Pp 1-14 (2021)

Abstract A machine learning approach was employed to detect and quantify Microcystis colonial morphospecies using FlowCAM-based imaging flow cytometry. The system was trained and tested using samples from a long-term mesocosm experiment (LMWE, Centra

Externí odkaz: https://doaj.org/article/8ea195a6aa8940738d6084217ff462e1

Semi-automated classification of colonial Microcystis by FlowCAM imaging flow cytometry in mesocosm experiment reveals high heterogeneity during seasonal bloom

Autor: Kuanysh Sarkytbayev, Dmitry V. Malashenkov, Assel Baishulakova, Yersultan Mirasbekov, Natasha S. Barteneva, Adina Zhumakhanova, Almira Zhantuyakova, Erik Jeppesen, Ivan A. Vorobjev, Thomas Davidson, Veronika Dashkova

Publikováno v: Mirasbekov, Y, Zhumakhanova, A, Zhantuyakova, A, Sarkytbayev, K, Malashenkov, D V, Baishulakova, A, Dashkova, V, Davidson, T A, Vorobjev, I A, Jeppesen, E & Barteneva, N S 2021, ' Semi-automated classification of colonial Microcystis by FlowCAM imaging flow cytometry in mesocosm experiment reveals high heterogeneity during seasonal bloom ', Scientific Reports, vol. 11, 9377 . https://doi.org/10.1038/s41598-021-88661-2
Scientific Reports
Scientific Reports, Vol 11, Iss 1, Pp 1-14 (2021)

A machine learning approach was employed to detect and quantify Microcystis colonial morphospecies using FlowCAM-based imaging flow cytometry. The system was trained and tested using samples from a long-term mesocosm experiment (LMWE, Central Jutland

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::8d03fc66f236c9defe93c1dab1be1198
https://pure.au.dk/portal/da/publications/semiautomated-classification-of-colonial-microcystis-by-flowcam-imaging-flow-cytometry-in-mesocosm-experiment-reveals-high-heterogeneity-during-seasonal-bloom(5873e75b-43e6-40c2-978a-04e278a3f695).html

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Automated composite draping:a review

Autor: Elkington, M., Sarkytbayev, A., Carwyn Ward

Publikováno v: Elkington, M, Ward, C & Sarkytbayev, A 2017, Automated composite draping : a review . in SAMPE 2017 . SAMPE SEATTLE 2017, Seattle, United States, 22/05/17 .
Scopus-Elsevier

The automated forming of high quality composite components has been the subject of a large volume of research over the last 30 years. This paper provides a summary of the challenges involved in composite layup and reviews a wide range of novel proces

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::959ac1fe6adc3c48de33c69662a195ec
https://research-information.bristol.ac.uk/en/publications/automated-composite-draping(5756687a-d355-4d49-8f29-0db2ac594149).html

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