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Global sensitivity analysis and meta-modeling of an ethanol production process

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논문

Global sensitivity analysis and meta-modeling of an ethanol production process

학술지

Chemical engineering science

저자명

Todri, E.; Amenaghawon, A.N.; del Val, I.J.; Leak, D.J.; Kontoravdi, C.; Kucherenko, S.; Shah, N.

초록

Traditional ethanol fermentation becomes inhibitory to microbial growth at ethanol concentrations that depend on the producer organism, leading to reduced ethanol productivity. Continuous ethanol removal from the fermenter could increase productivity and potentially reduce the cost of product recovery. In this work, continuous ethanol removal via in situ gas stripping in a stirred tank reactor has been investigated as a means of reducing growth inhibition and improving productivity. A dynamic mathematical model that couples ethanol fermentation with gas stripping has been developed. This has been linked to a flash separation model to represent the initial steps of product recovery. Global sensitivity analysis was used to reduce the number of uncertain parameters, the values of which were estimated with satisfactory accuracy using experimental data for ethanol production from a metabolically engineered strain of the thermophile Geobacillus thermoglucosidasius growing on cellobiose. Simulation results show that continuous ethanol fermentation with product removal by gas stripping is feasible, with the associated energy requirement, costs of gas compression and fermenter agitation being a function of the stripping gas flow rate. Finally, the conditions under which gas stripping is a practical product recovery method were established.

발행연도

2014

발행기관

Pergamon Press ; Elsevier Science Ltd

ISSN

0009-2509

ISSN

1873-4405

114

페이지

pp.114-127

주제어

Bioethanol production; Thermophilic bacteria; Global sensitivity analysis; Sobol indices; Meta-modeling; Random sampling - high dimensional model representation

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1 2023-12-11

논문; 2014-07-01

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