Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos

Detalhes bibliográficos
Autor(a) principal: Ribeiro, Marcelo Perencin de Arruda
Data de Publicação: 2007
Tipo de documento: Tese
Idioma: por
Título da fonte: Repositório Institucional da UFSCAR
Texto Completo: https://repositorio.ufscar.br/handle/ufscar/3849
Resumo: Nowadays, industrial production of semi-synthetic penicillins requires low temperatures, organochloride solvents and yields a great amount of non-recyclable wastes. During the last decades, concerns about environmental impacts have increased, as well as the environmental legislation restrictions. Thus, the pursuit of cleaner routes has been encouraged. Enzymatic synthesis of these antibiotics, using penicillin G acylase (PGA) as biocatalyst, may be carried out at mild temperatures and pH, and is an environmentalfriendly route, alternative to the chemical synthesis. However, the low yields of the enzymatic process are still a drawback for their industrial implementation. An enzymatic semi-batch reactor using aqueous-precipitated medium is a promising approach to improve process efficiency. Yet, finding the optimal operation condition of the reactor is still a challenge, in order to make the enzymatic route economically competitive. This thesis addresses this issue, focusing on several aspects of the enzymatic synthesis of ampicillin. The comprehension of the reaction mechanism, still not a consensus in the literature, was improved especially with respect to the role of the beta-lactam nucleus during the formation of the acyl-enzyme intermediate, which has important consequences on the reactor operation. Diffusion in the biocatalyst pores and its influence on the pH profile within this micro-environment were assessed through computer simulations. Results indicate considerable diffusion resistances within the biocatalyst, yielding important pH profiles. The process complexity leaded to the use of simplified mechanistic or empirical kinetic models. Applying dynamic optimization (optimal control) techniques, feed profiles for the reactants were obtained. A simplified model for the integrated semi-batch reactor for enzymatic synthesis of ampicillin with product crystallization was used for this purpose. Different techniques of dynamic optimization provided qualitatively the same optimum heuristics for the process operation. Since simplified models were used in optimal open-loop control algorithms, theoretical feed policies may diverge from those that would be needed to maintain the track of the concentration profiles of the optimized reactor. Moreover, disturbances in the input variables might lead the system to a different course. Thus, on-line monitoring is essential in pilot plants or industrial reactors. Multivariate calibration using UV spectra was the basis for the development of a system of analysis via flow injection (FIA), with good results. Ampicillin synthesis assays using an industrial biocatalyst (Recordatti, Italy) were run in order to improve some simplified kinetic models. The re-estimated models were inserted in optimization algorithms, providing trajectories in accordance with the same heuristics previously obtained. Experimental results obtained after two runs in the integrated semi-continuous reactor put into evidence a mismatch between model responses and the real process. This difference may be explained by the extrapolation of the kinetic model with respect to the enzymatic reactor load. On the other side, using a biocatalyst wrapped with a secondary inert matrix might alter the microenvironment of the enzyme, especially with respect to pH. Using a model that takes into account the effect of pH on the kinetics seems to be important to allow the fine-tuning of the industrial reactor selectivity and productivity.
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spelling Ribeiro, Marcelo Perencin de ArrudaGiordano, Roberto de Camposhttp://genos.cnpq.br:12010/dwlattes/owa/prc_imp_cv_int?f_cod=K4780804Z5http://lattes.cnpq.br/0381402687491195f459889e-82d5-45b8-9703-0d4926219d132016-06-02T19:55:21Z2007-04-122016-06-02T19:55:21Z2007-03-05RIBEIRO, Marcelo Perencin de Arruda. Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos.. 2007. 202 f. Tese (Doutorado em Ciências Exatas e da Terra) - Universidade Federal de São Carlos, São Carlos, 2007.https://repositorio.ufscar.br/handle/ufscar/3849Nowadays, industrial production of semi-synthetic penicillins requires low temperatures, organochloride solvents and yields a great amount of non-recyclable wastes. During the last decades, concerns about environmental impacts have increased, as well as the environmental legislation restrictions. Thus, the pursuit of cleaner routes has been encouraged. Enzymatic synthesis of these antibiotics, using penicillin G acylase (PGA) as biocatalyst, may be carried out at mild temperatures and pH, and is an environmentalfriendly route, alternative to the chemical synthesis. However, the low yields of the enzymatic process are still a drawback for their industrial implementation. An enzymatic semi-batch reactor using aqueous-precipitated medium is a promising approach to improve process efficiency. Yet, finding the optimal operation condition of the reactor is still a challenge, in order to make the enzymatic route economically competitive. This thesis addresses this issue, focusing on several aspects of the enzymatic synthesis of ampicillin. The comprehension of the reaction mechanism, still not a consensus in the literature, was improved especially with respect to the role of the beta-lactam nucleus during the formation of the acyl-enzyme intermediate, which has important consequences on the reactor operation. Diffusion in the biocatalyst pores and its influence on the pH profile within this micro-environment were assessed through computer simulations. Results indicate considerable diffusion resistances within the biocatalyst, yielding important pH profiles. The process complexity leaded to the use of simplified mechanistic or empirical kinetic models. Applying dynamic optimization (optimal control) techniques, feed profiles for the reactants were obtained. A simplified model for the integrated semi-batch reactor for enzymatic synthesis of ampicillin with product crystallization was used for this purpose. Different techniques of dynamic optimization provided qualitatively the same optimum heuristics for the process operation. Since simplified models were used in optimal open-loop control algorithms, theoretical feed policies may diverge from those that would be needed to maintain the track of the concentration profiles of the optimized reactor. Moreover, disturbances in the input variables might lead the system to a different course. Thus, on-line monitoring is essential in pilot plants or industrial reactors. Multivariate calibration using UV spectra was the basis for the development of a system of analysis via flow injection (FIA), with good results. Ampicillin synthesis assays using an industrial biocatalyst (Recordatti, Italy) were run in order to improve some simplified kinetic models. The re-estimated models were inserted in optimization algorithms, providing trajectories in accordance with the same heuristics previously obtained. Experimental results obtained after two runs in the integrated semi-continuous reactor put into evidence a mismatch between model responses and the real process. This difference may be explained by the extrapolation of the kinetic model with respect to the enzymatic reactor load. On the other side, using a biocatalyst wrapped with a secondary inert matrix might alter the microenvironment of the enzyme, especially with respect to pH. Using a model that takes into account the effect of pH on the kinetics seems to be important to allow the fine-tuning of the industrial reactor selectivity and productivity.A produção industrial de penicilinas semi-sintéticas é conduzida sob condições extremas de temperatura, demanda solventes organoclorados em seu processo e gera uma grande quantidade de resíduos não recicláveis. As crescentes preocupações governamentais em relação ao meio ambiente e a criação de leis de proteção ambiental nas últimas décadas vêm colocando esses processos sobre críticas e incentivando a busca de rotas alternativas mais limpas . A síntese enzimática desses antibióticos, usando penicilina G acilase (PGA) como biocatalisador, pode ser efetuada em condições amenas de temperatura e pH e vem sendo estudada como alternativa à rota atualmente empregada, mas o maior obstáculo para a substituição da rota química pela enzimática ainda é o baixo rendimento desta última. O uso de um reator enzimático semi-contínuo com um meio aquoso-precipitado é uma abordagem promissora em termos de eficiência. Contudo, ainda é necessário otimizar sua operação para que a rota enzimática seja economicamente competitiva. Esta tese enfoca vários aspectos da síntese enzimática de ampicilina. Avançouse na compreensão do mecanismo de reação, em pontos ainda não consensuais na literatura em especial com respeito ao papel do núcleo beta-lactâmico durante a etapa de formação do intermediário acil-enzima, com importantes conseqüências para a operação industrial do reator. A difusão nos poros do biocatalisador e sua influência sobre o perfil de pH nesse micro-ambiente foram avaliadas por meio de simulações computacionais. Os resultados indicam resistências difusivas apreciáveis no interior do biocatalisador, suficientes para gerar perfis significativos de pH. A complexidade desse processo como um todo levou a que se utilizassem modelos cinéticos mecanísticos simplificados ou empíricos. Por meio de técnicas de otimização dinâmica (controle ótimo), perfis de alimentação de reagentes foram obtidos. Para isso, um modelo simplificado do reator enzimático semi-contínuo integrado, com cristalização dos produtos (desejado e indesejado), foi utilizado. Respostas obtidas usando técnicas diferentes de otimização dinâmica resultaram, qualitativamente, em uma mesma heurística ótima para a operação do reator. Com a utilização de modelos simplificados, funções de alimentação obtidas teoricamente com algoritmos de controle ótimo em malha aberta poderão desviar-se das funções reais necessárias para manter os perfis de concentração no reator otimizado. Além disso, perturbações nas variáveis de entrada poderão levar o sistema a percorrer trajetórias diferentes. Assim, o monitoramento da reação em tempo real é imprescindível em um reator piloto ou industrial. Neste contexto, foi desenvolvido um procedimento de análise em fluxo incorporando técnicas de multicalibração. O procedimento proposto apresentou bons resultados na quantificação dos componentes de interesse, mostrando-se como método adequado para o monitoramento em tempo real do reator, principalmente, quando feita a reconciliação dos dados obtidos a partir dos balanços de massa. Ensaios de síntese de ampicilina, utilizando biocatalisador imobilizado (Recordatti, Itália) foram realizados com o objetivo de melhorar alguns modelos cinéticos simplificados. Os modelos re-estimados foram inseridos em algoritmos de otimização, resultando em trajetórias que seguem a mesma heurística obtida anteriormente. Entretanto, duas corridas de validação da estratégia ótima, realizadas em reator semi-contínuo integrado, evidenciaram um distanciamento entre o modelo utilizado e o processo real. Esses desvios podem ser explicados pela extrapolação do modelo em termos da carga enzimática utilizada no reator. Um modelo que leve em conta o efeito do pH sobre a cinética parece ser importante para permitir o ajuste fino da seletividade e produtividade do reator industrial.Universidade Federal de Minas Geraisapplication/pdfporUniversidade Federal de São CarlosPrograma de Pós-Graduação em Engenharia Química - PPGEQUFSCarBRbiotecnologia - processosampicilinasíntese enzimáticacontrole ótimoanálise por injeção de fluxobatelada alimentadaENGENHARIAS::ENGENHARIA QUIMICAOperação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtosinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis-1-1c1fcc5b7-744a-4626-b2a3-5032f38370e1info:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARORIGINALTeseMPAR.pdfapplication/pdf5068377https://repositorio.ufscar.br/bitstream/ufscar/3849/1/TeseMPAR.pdf767cce78099d3010d32f9d63d3c82e23MD51THUMBNAILTeseMPAR.pdf.jpgTeseMPAR.pdf.jpgIM Thumbnailimage/jpeg5896https://repositorio.ufscar.br/bitstream/ufscar/3849/2/TeseMPAR.pdf.jpg2c2e8e34497d6caf866d57d307d0b5aeMD52ufscar/38492023-09-18 18:31:47.856oai:repositorio.ufscar.br:ufscar/3849Repositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestopendoar:43222023-09-18T18:31:47Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)false
dc.title.por.fl_str_mv Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
title Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
spellingShingle Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
Ribeiro, Marcelo Perencin de Arruda
biotecnologia - processos
ampicilina
síntese enzimática
controle ótimo
análise por injeção de fluxo
batelada alimentada
ENGENHARIAS::ENGENHARIA QUIMICA
title_short Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
title_full Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
title_fullStr Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
title_full_unstemmed Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
title_sort Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos
author Ribeiro, Marcelo Perencin de Arruda
author_facet Ribeiro, Marcelo Perencin de Arruda
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/0381402687491195
dc.contributor.author.fl_str_mv Ribeiro, Marcelo Perencin de Arruda
dc.contributor.advisor1.fl_str_mv Giordano, Roberto de Campos
dc.contributor.advisor1Lattes.fl_str_mv http://genos.cnpq.br:12010/dwlattes/owa/prc_imp_cv_int?f_cod=K4780804Z5
dc.contributor.authorID.fl_str_mv f459889e-82d5-45b8-9703-0d4926219d13
contributor_str_mv Giordano, Roberto de Campos
dc.subject.por.fl_str_mv biotecnologia - processos
ampicilina
síntese enzimática
controle ótimo
análise por injeção de fluxo
batelada alimentada
topic biotecnologia - processos
ampicilina
síntese enzimática
controle ótimo
análise por injeção de fluxo
batelada alimentada
ENGENHARIAS::ENGENHARIA QUIMICA
dc.subject.cnpq.fl_str_mv ENGENHARIAS::ENGENHARIA QUIMICA
description Nowadays, industrial production of semi-synthetic penicillins requires low temperatures, organochloride solvents and yields a great amount of non-recyclable wastes. During the last decades, concerns about environmental impacts have increased, as well as the environmental legislation restrictions. Thus, the pursuit of cleaner routes has been encouraged. Enzymatic synthesis of these antibiotics, using penicillin G acylase (PGA) as biocatalyst, may be carried out at mild temperatures and pH, and is an environmentalfriendly route, alternative to the chemical synthesis. However, the low yields of the enzymatic process are still a drawback for their industrial implementation. An enzymatic semi-batch reactor using aqueous-precipitated medium is a promising approach to improve process efficiency. Yet, finding the optimal operation condition of the reactor is still a challenge, in order to make the enzymatic route economically competitive. This thesis addresses this issue, focusing on several aspects of the enzymatic synthesis of ampicillin. The comprehension of the reaction mechanism, still not a consensus in the literature, was improved especially with respect to the role of the beta-lactam nucleus during the formation of the acyl-enzyme intermediate, which has important consequences on the reactor operation. Diffusion in the biocatalyst pores and its influence on the pH profile within this micro-environment were assessed through computer simulations. Results indicate considerable diffusion resistances within the biocatalyst, yielding important pH profiles. The process complexity leaded to the use of simplified mechanistic or empirical kinetic models. Applying dynamic optimization (optimal control) techniques, feed profiles for the reactants were obtained. A simplified model for the integrated semi-batch reactor for enzymatic synthesis of ampicillin with product crystallization was used for this purpose. Different techniques of dynamic optimization provided qualitatively the same optimum heuristics for the process operation. Since simplified models were used in optimal open-loop control algorithms, theoretical feed policies may diverge from those that would be needed to maintain the track of the concentration profiles of the optimized reactor. Moreover, disturbances in the input variables might lead the system to a different course. Thus, on-line monitoring is essential in pilot plants or industrial reactors. Multivariate calibration using UV spectra was the basis for the development of a system of analysis via flow injection (FIA), with good results. Ampicillin synthesis assays using an industrial biocatalyst (Recordatti, Italy) were run in order to improve some simplified kinetic models. The re-estimated models were inserted in optimization algorithms, providing trajectories in accordance with the same heuristics previously obtained. Experimental results obtained after two runs in the integrated semi-continuous reactor put into evidence a mismatch between model responses and the real process. This difference may be explained by the extrapolation of the kinetic model with respect to the enzymatic reactor load. On the other side, using a biocatalyst wrapped with a secondary inert matrix might alter the microenvironment of the enzyme, especially with respect to pH. Using a model that takes into account the effect of pH on the kinetics seems to be important to allow the fine-tuning of the industrial reactor selectivity and productivity.
publishDate 2007
dc.date.available.fl_str_mv 2007-04-12
2016-06-02T19:55:21Z
dc.date.issued.fl_str_mv 2007-03-05
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dc.identifier.citation.fl_str_mv RIBEIRO, Marcelo Perencin de Arruda. Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos.. 2007. 202 f. Tese (Doutorado em Ciências Exatas e da Terra) - Universidade Federal de São Carlos, São Carlos, 2007.
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identifier_str_mv RIBEIRO, Marcelo Perencin de Arruda. Operação ótima de reator para síntese enzimática de ampicilina com cristalização simultânea dos produtos.. 2007. 202 f. Tese (Doutorado em Ciências Exatas e da Terra) - Universidade Federal de São Carlos, São Carlos, 2007.
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