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Sensitivity analysis and stochastic modelling of lignocellulosic feedstock pretreatment and hydrolysis
- Source :
- Computers & Chemical Engineering. 106:23-39
- Publication Year :
- 2017
- Publisher :
- Elsevier BV, 2017.
-
Abstract
- Pretreatment and hydrolysis of lignocellulosic biomass are affected by several uncertainties, which must be systematically considered for a robust process design. In this work, stochastic simulations for expected uncertainties in feedstock composition, kinetic parameter values, and operational parameter values for these two steps were performed. The results indicated that these uncertainties significantly impacted the concentration profiles, which could also affect the optimal batch time. Global sensitivity analysis was then used to identify the critical uncertain parameters. In the feedstock components, cellulose and xylan fractions for acid pretreatment and cellulose fraction for enzymatic hydrolysis were important. Temperature was the most sensitive operating parameter for both acid pretreatment and hydrolysis. The activation energies for different reactions were ranked in terms of their impact on process output. The selected parameters were used to develop stochastic process models using Ito process and mean reverting process for feed composition and kinetic parameter uncertainty. (C) 2017 Elsevier Ltd. All rights reserved.
- Subjects :
- 0106 biological sciences
Bio-Ethanol
Enzymatic Hydrolysis
Ito Process
Stochastic modelling
020209 energy
General Chemical Engineering
Kinetic-Parameters
Lignocellulosic biomass
02 engineering and technology
Raw material
01 natural sciences
Batch
Hydrolysis
chemistry.chemical_compound
Lignocellulosic Biomass Acid Pretreatment
Global Sensitivity Analysis
010608 biotechnology
Enzymatic hydrolysis
Enzymatic-Hydrolysis
Ethanol-Production
0202 electrical engineering, electronic engineering, information engineering
Biomass
Sensitivity (control systems)
Cellulose
Mean Reverting Processa
Process engineering
Corn Stover
Cellulose Hydrolysis
Wheat-Straw
business.industry
Pulp and paper industry
Computer Science Applications
chemistry
Dilute-Acid Pretreatment
Scientific method
business
Subjects
Details
- ISSN :
- 00981354
- Volume :
- 106
- Database :
- OpenAIRE
- Journal :
- Computers & Chemical Engineering
- Accession number :
- edsair.doi.dedup.....175d22d6d72f3ad97d89b6665d9152ee
- Full Text :
- https://doi.org/10.1016/j.compchemeng.2017.05.015