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Dive into the research topics where Bettina Liebmann is active.

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Featured researches published by Bettina Liebmann.


Analytica Chimica Acta | 2009

Determination of glucose and ethanol in bioethanol production by near infrared spectroscopy and chemometrics.

Bettina Liebmann; Anton Friedl; Kurt Varmuza

The concentrations of glucose and ethanol in substrates from bioethanol processes have been modeled by near infrared (NIR) spectroscopy data. NIR spectra were acquired in the wavelength range of 1100-2300 nm by means of a transflectance probe for measurements in liquid samples. For building of regression models a genetic algorithm has been applied for variable selection, and partial least-squares (PLS) regression for creation of linear models. A realistic estimation of the prediction performance of the models was obtained by a repeated double cross-validation (rdCV). Reduced data sets with only 15 variables showed improved prediction qualities, in comparison with models containing 235 variables, particularly for the determination of the ethanol concentration in distillation residues (stillages). The squared correlation coefficient, R(2), between the concentrations obtained by HPLC analysis and the concentrations derived from NIR data (using 15 selected wavelengths, test set samples) was 0.999 for ethanol in stillage, and 0.977 for glucose in mash. The standard deviation of prediction errors, SEP, obtained from test set samples was 0.6 g L(-1) for ethanol (2% of the mean ethanol concentration), and 2.0 g L(-1) for glucose (9.6% of the mean glucose concentration).


Computer-aided chemical engineering | 2007

Integration of the bio-ethanol process in a network of facilities for heat and power production from renewable sources using process simulation

Walter Wukovits; Martin Pfeffer; Bettina Liebmann; Anton Friedl

Abstract The economic competitiveness of ethanol as a liquid fuel strongly depends on the amount of energy used during the production. To a sustainable production of fuel ethanol contributes also the use of energy from renewable sources. Process simulation is used to integrate a bio-ethanol plant in a network of facilities for heat and power production from residues of ethanol and feedstock production. Results show that depending on plant capacity and form of biogas utilization it is possible to cover heat demand using biogas produced from stillage of bioethanol fermentation. Partial combustion of straw from feedstock production even enables to cover the heat demand of small ethanol facilities.


Journal of Chemometrics | 2009

Repeated double cross validation

Peter Filzmoser; Bettina Liebmann; Kurt Varmuza


Biofuels, Bioproducts and Biorefining | 2007

Ecology of scale versus economy of scale for bioethanol production

Gernot Gwehenberger; Michael Narodoslawsky; Bettina Liebmann; Anton Friedl


Biochemical Engineering Journal | 2010

Applicability of near-infrared spectroscopy for process monitoring in bioethanol production

Bettina Liebmann; Anton Friedl; Kurt Varmuza


Journal of Chemometrics | 2010

Random projection experiments with chemometric data

Kurt Varmuza; Peter Filzmoser; Bettina Liebmann


Journal of Chemometrics | 2010

Robust and classical PLS regression compared

Bettina Liebmann; Peter Filzmoser; Kurt Varmuza


Chemometrics and Intelligent Laboratory Systems | 2012

Redundancy analysis for characterizing the correlation between groups of variables - Applied to molecular descriptors

Kurt Varmuza; Peter Filzmoser; Bettina Liebmann; Matthias Dehmer


Archive | 2007

EVALUATION OF THE HEATING VALUE OF BIOMASS FUEL FROM ELEMENTAL COMPOSITION AND INFRARED DATA

Kurt Varmuza; Bettina Liebmann; Anton Friedl


XIII Chemometrics in Analytical Chemistry meeting (CAC 2012) | 2012

VARIABLE SELECTION BY THE LASSO METHOD

Bettina Liebmann; Roberto Todeschini; Viviana Consonni; Peter Filzmoser; Kurt Varmuza

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Kurt Varmuza

Vienna University of Technology

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Anton Friedl

Vienna University of Technology

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Peter Filzmoser

Vienna University of Technology

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Gernot Gwehenberger

Graz University of Technology

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Michael Narodoslawsky

Graz University of Technology

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Martin Pfeffer

Vienna University of Technology

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Walter Wukovits

Vienna University of Technology

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Matthias Dehmer

Information Technology Institute

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Roberto Todeschini

University of Milano-Bicocca

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Viviana Consonni

University of Milano-Bicocca

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