Blucher Chemical Engineering Proceedings
- Todas as edições
- Última edição
- Equipe de Produção
- ISSN 2359-1757
PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS
PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS
SILVEIRA, C. L. da; MAZUTTI, M. A.; SALAU, N. P. G.
Artigo:
Solid-state fementation processes are still hindered by reactor excessive heating due to growth of the microorganisms. To overcome this problem, the process must be controlled. Modeling and simulation may help the control development, and for this procedure parameter estimation is an important step. Not all parameters are always estimable, which lead us to an identifiability problem. In this work a parameter identifiability analysis is taken for a solid-state fermentation model with six state variables to evaluate the most important parameters set used in the model. The reduction from 17 to 10 parameters to be estimated in the model led to a better fitting of the model to the experimental data.
Solid-state fementation processes are still hindered by reactor excessive heating due to growth of the microorganisms. To overcome this problem, the process must be controlled. Modeling and simulation may help the control development, and for this procedure parameter estimation is an important step. Not all parameters are always estimable, which lead us to an identifiability problem. In this work a parameter identifiability analysis is taken for a solid-state fermentation model with six state variables to evaluate the most important parameters set used in the model. The reduction from 17 to 10 parameters to be estimated in the model led to a better fitting of the model to the experimental data.
Palavras-chave:
DOI: 10.5151/chemeng-cobeq2014-1962-16652-161366
Referências bibliográficas
- [1] DORMAND, J. R.; PRINCE, P. J. A family of embedded Runge-Kutta formulae. Journal of Computational and Applied Mathematics, v. 6(1), p. 19-26, 1980.
- [2] FANAEI, M. A.; VAZIRI, B. M. Modeling of temperature gradients in packed-bed solid-state bioreactors. Chem. Engineering and Processing: Process Intensification, v. 48(1), p. 446–451, 2009.
- [3] FARINAS, C. S.; VITCOSQUE, G. L.; FONSECA, R. F.; NETO, V. B.; COURI, S. Modeling the effects of solid state fermentation operating conditions on endoglucanase production using and instrumented bioreactor. Industrial Crops and Products, v. 34, p. 1186-1192, 2011.
- [4] HÖLKER, U.; LENZ, J. Solid-state fermentation – are there any biotechnological advantages?. Área temática: Simulação, Otimização e Controle de Processos 7Current Opinion in Microbiology, v. 8(3), p. 301-306, 2005.
- [5] LENZ, J.; HÖFER, M.; KRASENBRINK, J. B.; HÖLKER, U. A survey of computational and physical methods applied to solid-state fermentation. Applied Microbiology and Biotechnology, v. 65(1), p. 9-17, 2004.
- [6] LI, R. J.; HENSON, M. A.; KURTZ, M. J. Selection of model parameters for offline parameter estimation. IEEE Transactions on Control Systems Technology, v. 12, p. 402–412, 2004.
- [7] MAZUTTI, M. A.; ZABOT, G.; BONI, G.; SKOVRONSKI, A.; OLIVEIRA, D. de; LUCCIO, M. Di; RODRIGUES, M. I.; TREICHEL, H.; MAUGERI, F. Kinetics of inulinase production by solid-state fermentation in a packed-bed bioreactor. Food Chemistry, v. 120, p. 163-173, 2010.
- [8] PANDEY, A. Solid-state fermentation. Biochemical Engineering journal, v. 13, p. 81-84, 2003.
- [9] RAHARDJO, Y. S. P.; TRAMPER, J.; RINZEMA, A. Modeling conversion and transport phenomena in solid-state fermentation: a review and perspectives. Biotechnology Advances, v. 24, p. 161-179, 2006.
- [10] SCHWAAB, M.; PINTO, J. C. Experimental data analysis I. Fundamentals of statistics and parameter estimation. Rio de Janeiro – RJ: E-papers, 2007.
- [11] SCHWAAB, M.; BISCAIA, E. C.; MONTEIRO, J. L. Jr.; PINTO, J. C. Nonlinear parameter estimation through particle swarm optimization. Chem. Eng. Science, v. 63, p. 1542-1552, 2008.
- [12] SECCHI, A. R.; CARDOZO, N. S. M.; NETO, E. A.; FINKLER, T. F. An algorithm for automatic selection and estimation of model parameters. International Symposium on Advanced Control of Chemical Processes (ADCHEM 2006), Gramado, Brazil, 2006.
- [13] SILVEIRA, C. L. da; MAZUTTI, M. A.; SALAU, N. P. G. Modeling the microbial growth and temperature profile in a fixed-bed bioreactor. Bioprocess and Biosys. Eng., Published online (2014).
Como citar:
SILVEIRA, C. L. da; MAZUTTI, M. A.; SALAU, N. P. G.; "PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS", p-12990-12997.
In: Anais do XX Congresso Brasileiro de Engenharia Química - COBEQ 2014 [= Blucher Chemical Engineering Proceedings, v.1, n.2].
São Paulo: Blucher,
2015.
ISSN 23591757,
DOI 10.5151/chemeng-cobeq2014-1962-16652-161366
últimos 30 dias
84
downloads
172
visualizações
1359
indexações
Sou autor desse trabalho
Você é citado neste trabalho?
Exportar citação - RefWork (RIS)
Copie a citação abaixo ou clique no botão Download para obter um arquivo com os dados
TY - CONF T1 - PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS JO - Blucher Chemical Engineering Proceedings VL - 1 IS - 2 SP - 12990 EP - 12997 PY - 2015 T2 - XX Congresso Brasileiro de Engenharia Química AU - , , SN - 23591757 DO - http://dx.doi.org/10.5151/chemeng-cobeq2014-1962-16652-161366 UR - www.proceedings.blucher.com.br/article-details/parameter-identifiability-method-based-on-the-parameter-output-sensitivity-matrix-for-a-solid-state-fermentation-process-18265 KW - ER -
Exportar citação - BibTeX(BIB)
Copie a citação abaixo ou clique no botão Download para obter um arquivo com os dados
@article{SILVEIRA20144,
title="PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS",
journal="Blucher Chemical Engineering Proceedings",
volume="1",
number="2",
pages="12990 - 12997",
year="2015",
note="",
issn="23591757",
doi="http://dx.doi.org/10.5151/chemeng-cobeq2014-1962-16652-161366",
url="www.proceedings.blucher.com.br/article-details/parameter-identifiability-method-based-on-the-parameter-output-sensitivity-matrix-for-a-solid-state-fermentation-process-18265",
author="C. L. da SILVEIRA", "M. A. MAZUTTI", "N. P. G. SALAU",
keywords="",
}
Exportar citação - Text(TXT)
Copie a citação abaixo ou clique no botão Download para obter um arquivo com os dados
C. L. da SILVEIRA, M. A. MAZUTTI, N. P. G. SALAU, PARAMETER IDENTIFIABILITY METHOD BASED ON THE PARAMETER-OUTPUT SENSITIVITY MATRIX FOR A SOLID-STATE FERMENTATION PROCESS, Blucher Chemical Engineering Proceedings, Volume 1, 2015, Pages 12990-12997, ISSN 23591757, http://dx.doi.org/10.5151/chemeng-cobeq2014-1962-16652-161366 (www.proceedings.blucher.com.br/article-details/parameter-identifiability-method-based-on-the-parameter-output-sensitivity-matrix-for-a-solid-state-fermentation-process-18265) Palavras-chave:: ;