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Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data
A novel method to estimate the concentration of Chlamydomonas reinhardtii biomass was developed. The method employs the chord length distribution information gathered by means of a focused beam reflectance probe immersed in the culture sample and processes the data through a feedforward multilayer p...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4947118/ https://www.ncbi.nlm.nih.gov/pubmed/27471343 http://dx.doi.org/10.1007/s10811-015-0749-4 |
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author | Lopez-Exposito, Patricio Suarez, Angeles Blanco Negro, Carlos |
author_facet | Lopez-Exposito, Patricio Suarez, Angeles Blanco Negro, Carlos |
author_sort | Lopez-Exposito, Patricio |
collection | PubMed |
description | A novel method to estimate the concentration of Chlamydomonas reinhardtii biomass was developed. The method employs the chord length distribution information gathered by means of a focused beam reflectance probe immersed in the culture sample and processes the data through a feedforward multilayer perceptron. The multilayer perceptron architecture was systematically optimised through the application of a simulated annealing algorithm. The method developed can predict the concentration of microalgae with acceptable accuracy and, with further development, it could be implemented online to monitor the aggregation status and biomass concentration of microalgal cultures. |
format | Online Article Text |
id | pubmed-4947118 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-49471182016-07-26 Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data Lopez-Exposito, Patricio Suarez, Angeles Blanco Negro, Carlos J Appl Phycol Article A novel method to estimate the concentration of Chlamydomonas reinhardtii biomass was developed. The method employs the chord length distribution information gathered by means of a focused beam reflectance probe immersed in the culture sample and processes the data through a feedforward multilayer perceptron. The multilayer perceptron architecture was systematically optimised through the application of a simulated annealing algorithm. The method developed can predict the concentration of microalgae with acceptable accuracy and, with further development, it could be implemented online to monitor the aggregation status and biomass concentration of microalgal cultures. Springer Netherlands 2015-11-09 2016 /pmc/articles/PMC4947118/ /pubmed/27471343 http://dx.doi.org/10.1007/s10811-015-0749-4 Text en © Springer Science+Business Media Dordrecht 2015 |
spellingShingle | Article Lopez-Exposito, Patricio Suarez, Angeles Blanco Negro, Carlos Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title | Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title_full | Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title_fullStr | Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title_full_unstemmed | Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title_short | Estimation of Chlamydomonas reinhardtii biomass concentration from chord length distribution data |
title_sort | estimation of chlamydomonas reinhardtii biomass concentration from chord length distribution data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4947118/ https://www.ncbi.nlm.nih.gov/pubmed/27471343 http://dx.doi.org/10.1007/s10811-015-0749-4 |
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