State estimation and parameter identification in a fed-batch penicillin production process



Título del documento: State estimation and parameter identification in a fed-batch penicillin production process
Revista: Brazilian journal of chemical engineering
Base de datos: PERIÓDICA
Número de sistema: 000308624
ISSN: 0104-6632
Autores: 1
2
3
Instituciones: 1Escola de Engenharia Maua, Departamento de Engenharia Quimica e Alimentos, Sao Caetano do Sul, Sao Paulo. Brasil
2Universidade de Sao Paulo, Escola de Engenharia de Sao Carlos, Sao Carlos, Sao Paulo. Brasil
3Universidade Estadual de Campinas, Faculdade de Engenharia Quimica, Campinas, Sao Paulo. Brasil
Año:
Periodo: Mar
Volumen: 16
Número: 1
Paginación: 41-52
País: Brasil
Idioma: Inglés
Tipo de documento: Artículo
Enfoque: Experimental, aplicado
Resumen en inglés This work presents an application of a recursive estimator of states and parameters in a fed-batch penicillin production process based on the use of the extended Kalman filter. The estimated state variables were the cell, substrate, product and dissolved oxygen concentrations, the fermenter volume and the oxygen transfer coefficient. A simplified model of this process was used for the filter, and the actual values for product amount and concentration of dissolved oxygen with independent random Gaussian white noise were obtained using a deterministic and nonstructured mathematical model. The influence of the filter parameters, initial deviations and presence of noise on the observed variables was analyzed. In addition, estimator performance was verified when the parameters and the structure of the process model were changed. The extended Kalman filter implemented was found to be suitable to predict the states of the system and the model parameters. Therefore, it can be used for optimization and control purposes in a fermentative process which requires some state variables that are measured with a long delay time or unmeasured parameters
Disciplinas: Química
Palabras clave: Química farmacéutica,
Biorreactores,
Proceso discontinuo,
Filtro Kalman,
Penicilina
Keyword: Chemistry,
Medicinal chemistry,
Bioreactors,
Fed batch,
Kalman filter,
Penicillin
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