Modeling and dynamic optimization of fuel-grade ethanol fermentation using fed-batch process

Control Engineering Practice

Volumn 22, Issue 1, 2014, Pages 231-241

  Dai, Wei ^a   Word, Daniel P ^b   Hahn, Juergen ^a  

^a RENSSELAER POLYTECHNIC INSTITUTE   (United States)

^b Department of Electrical and Computer Engineering   (United States)

Author keywords

Dynamic optimization; Ethanol fermentation; Kinetic model; Parameter estimation

Indexed keywords

DYNAMIC OPTIMIZATION; ETHANOL FERMENTATION; FED-BATCH PROCESS; FUEL-GRADE ETHANOLS; INDUSTRIAL ETHANOL; KINETIC MODELING; OPERATIONAL STRATEGIES; PROCESS OPERATION;

BATCH DATA PROCESSING; ENERGY BALANCE; FERMENTATION; OPTIMIZATION; PARAMETER ESTIMATION; PROCESS CONTROL; PROCESS MONITORING; REACTION KINETICS; TEMPERATURE MEASUREMENT;

ETHANOL;

EID: 84889602945     PISSN: 09670661     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.conengprac.2013.01.005     Document Type: Article

References (25)

1. Banat I., Nigam P., Singh D., Marchant R., McHale A. Review: ethanol production at elevated temperatures and alcohol concentrations: Part I-yeasts in general. World Journal of Microbiology and Biotechnology 1998, 14:809-821.
2. Biegler L., Damiano J., Blau G. Nonlinear parameter estimation: a case study comparison. AIChE Journal 2004, 32:29-45.
3. Chouakri N., Fonteix C., Marc I., Corriou J. Parameter estimation of a Monod-type model. Part I: theoretical identifiability and sensitivity analysis. Biotechnology Techniques 1994, 8:683-688.
4. De Andres-Toro B., Giron-Sierra J., Lopez-Orozco J., Fernandez-Conde C., Peinado J.M., Garcia-Ochoa F. A kinetic model for beer production under industrial operational conditions. Mathematics and Computers in Simulation 1998, 48:65-74.
5. De Andres-Toro, B., Giron-Sierra, J., Lopez-Orozco, J., & Fernandez-Conde, C. (1997). Evolutionary optimization of an industrial batch fermentation process. Europan Control Conference, ECC'97.
6. Fogler H.S. Elements of chemical reaction engineering 2005, Prentice Hall, Inc., NJ, USA. 4th ed.
7. Iyer M.S., Wunsch D.C. Dynamic re-optimization of a fed-batch fermentor using adaptive critic designs. IEEE Transactions on Neural Networks 2001, 12:1433-1444.
8. Kameswaran S., Biegler L.T. Simultaneous dynamic optimization strategies: recent advances and challenges. Computers & Chemical Engineering 2006, 30:1560-1575.
9. Lee C.G., Kim C., Rhee S. A kinetic model and simulation of starch saccharification and simultaneous ethanol fermentation by amyloglucosidase and Zymomonas mobilis. Bioprocess and Biosystems Engineering 1992, 7:335-341.
10. Lin Y., Tanaka S. Ethanol fermentation from biomass resources: current state and prospects. Applied Microbiology and Biotechnology 2006, 69:627-642.
11. Mulchandani A., Luong J. Microbial inhibition kinetics revisited. Enzyme and Microbial Technology 1989, 11:66-73.
12. Murthy G.S., Johnston D.B., Rausch K.D., Tumbleson M., Singh V. A simultaneous saccharification and fermentation model for dynamic growth environments. Bioprocess and Biosystems Engineering 2012, 1-16.
13. Ochoa S., Yoo A., Repke J.U., Wozny G., Yang D.R. Modeling and parameter identification of the simultaneous saccharification-fermentation process for ethanol production. Biotechnology Progress 2008, 23:1454-1462.
14. Patzek T.W. A statistical analysis of the theoretical yield of ethanol from corn starch. Natural Resources Research 2006, 15:205-212.
15. Phisalaphong M., Srirattana N., Tanthapanichakoon W. Mathematical modeling to investigate temperature effect on kinetic parameters of ethanol fermentation. Biochemical Engineering Journal 2006, 28:36-43.
16. RFA. Accelerating Industry Innovation (2012). Ethanol industry outlook. Washington DC: Renewable Fuel Association.
17. Robert Fourer, David M.Gay, Brian W.Kernighan AMPL: A modeling language for mathematical programming 2002, Duxbury Press. 2nd ed.
18. Roeva O., Pencheva T., Hitzmann B., Tzonkov S. A genetic algorithms based approach for identification of Escherichia coli fed-batch fermentation. Bioautomation 2004, 1:30-41.
19. Srinivasan B., Palanki S., Bonvin D. Dynamic optimization of batch processes: I. Characterization of the nominal solution. Computers & Chemical Engineering 2003, 27:1-26.
20. Tjoa I.B., Biegler L.T. Simultaneous solution and optimization strategies for parameter estimation of differential-algebraic equation systems. Industrial & Engineering Chemistry Research 1991, 30:376-385.
21. Vassiliadis V., Sargent R., Pantelides C. Solution of a class of multistage dynamic optimization problems. 1. Problems without path constraints. Industrial & Engineering Chemistry Research 1994, 33:2111-2122.
22. Vassiliadis V., Sargent R., Pantelides C. Solution of a class of multistage dynamic optimization problems. 2. Problems with path constraints. Industrial & Engineering Chemistry Research 1994, 33:2123-2133.
23. Wächter A., Biegler L.T. On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming. Mathematical Programming 2006, 106:25-57.
24. Walker G.M. 125th anniversary review: fuel alcohol: current production and future challenges. Journal of the Institute of Brewing 2012, 117:3-22.
25. Zavala V.M. Computational strategies for the optimal operation of large-scale chemical processes 2011, ProQuest UMI Dissertation Publishing, MI, USA.