Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lopez-Exposito, Patricio, Suarez, Angeles Blanco, Negro, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2015
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
_version_ 1782443112759558144
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
work_keys_str_mv AT lopezexpositopatricio estimationofchlamydomonasreinhardtiibiomassconcentrationfromchordlengthdistributiondata
AT suarezangelesblanco estimationofchlamydomonasreinhardtiibiomassconcentrationfromchordlengthdistributiondata
AT negrocarlos estimationofchlamydomonasreinhardtiibiomassconcentrationfromchordlengthdistributiondata