TY - GEN
T1 - Reproduction, Optimization, and Translation of a Dynamic Model of High Biomass Ethanol Fermentation to Support Variable Temperature
AU - McCullough, Hugh
AU - Vallecilla-Yepez, Lisbeth
AU - Wu, Zhipeng
AU - Vakilzadian, Hamid
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021/5/14
Y1 - 2021/5/14
N2 - In this paper, the effect of a variable temperature fermentation model was studied. We identified a model which considers substrate, product, and biomass inhibition, as well as an active and inactive cell phase of the yeast Saccharomyces cerevisiae. The model was evaluated using MATLAB at five different temperatures (28, 31, 34, 37, and 40°C). In the proposed model, we optimized the results through parameter fitting and compared it to the initial model which failed to simulate cell death. Through this work, we were able to improve the fit of the model considerably by 33% decrease, in the residual standard deviation. We also found that a smaller range of temperature performs better by maintaining the ethanol concentration and decreasing the temperature through the fermentation. Our model can show fermentation over a change in temperature over time and can show how fermentations will perform with temperature change.
AB - In this paper, the effect of a variable temperature fermentation model was studied. We identified a model which considers substrate, product, and biomass inhibition, as well as an active and inactive cell phase of the yeast Saccharomyces cerevisiae. The model was evaluated using MATLAB at five different temperatures (28, 31, 34, 37, and 40°C). In the proposed model, we optimized the results through parameter fitting and compared it to the initial model which failed to simulate cell death. Through this work, we were able to improve the fit of the model considerably by 33% decrease, in the residual standard deviation. We also found that a smaller range of temperature performs better by maintaining the ethanol concentration and decreasing the temperature through the fermentation. Our model can show fermentation over a change in temperature over time and can show how fermentations will perform with temperature change.
KW - Ethanol fermentation
KW - kinetic modeling
KW - temperature
UR - http://www.scopus.com/inward/record.url?scp=85111894361&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85111894361&partnerID=8YFLogxK
U2 - 10.1109/EIT51626.2021.9491921
DO - 10.1109/EIT51626.2021.9491921
M3 - Conference contribution
AN - SCOPUS:85111894361
T3 - IEEE International Conference on Electro Information Technology
SP - 121
EP - 128
BT - 2021 IEEE International Conference on Electro Information Technology, EIT 2021
PB - IEEE Computer Society
T2 - 2021 IEEE International Conference on Electro Information Technology, EIT 2021
Y2 - 14 May 2021 through 15 May 2021
ER -