Literature DB >> 12538236

Chemometric modelling based on 2D-fluorescence spectra without a calibration measurement.

D Solle1, D Geissler, E Stärk, T Scheper, B Hitzmann.   

Abstract

MOTIVATION: 2D fluorescence spectra provide information from intracellular compounds. Fluorophores like trytophan, tyrosine and phenylalanin as well as NADH and flavins make the corresponding measurement systems very important for bioprocess supervision and control. The evaluation is usually based on chemometric modelling using for their calibration procedure off-line measurements of the desired process variables. Due to the data driven approach lots of off-line measurements are required. Here a methodology is presented, which enables to perform a calibration procedure of chemometric models without any further measurement.
RESULTS: The necessary information for the calibration procedure is provided by means of the a priori knowledge about the process, i.e. a mathematical model, whose model parameters are estimated during the calibration procedure, as well as the fact that the substrate should be consumed at the end of the process run. The new methodology for chemometric calibration is applied for a batch cultivation of aerobically grown S. cerevisiae on the glucose Schatzmann medium. As will be presented the chemometric models, which are determined by this method, can be used for prediction during new process runs. AVAILABILITY: The MATHLAB routine is free available on request from the authors.

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Year:  2003        PMID: 12538236     DOI: 10.1093/bioinformatics/19.2.173

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  2 in total

1.  Chemometric modeling and two-dimensional fluorescence analysis of bioprocess with a new strain of Klebsiella pneumoniae to convert residual glycerol into 1,3-propanediol.

Authors:  Daniele Misturini Rossi; Dörte Solle; Bernd Hitzmann; Marco Antônio Záchia Ayub
Journal:  J Ind Microbiol Biotechnol       Date:  2012-01-18       Impact factor: 3.346

2.  Parameter and state estimation of backers yeast cultivation with a gas sensor array and unscented Kalman filter.

Authors:  Abdolrahimahim Yousefi-Darani; Olivier Paquet-Durand; Jörg Hinrichs; Bernd Hitzmann
Journal:  Eng Life Sci       Date:  2020-12-04       Impact factor: 2.678

  2 in total

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