Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography
Autor(a) principal: | |
---|---|
Data de Publicação: | 2016 |
Outros Autores: | , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Institucional da UFRN |
Texto Completo: | https://repositorio.ufrn.br/handle/123456789/45193 |
Resumo: | −A phenomenological model was used to describe sequentially the three steps (flowthrough, washing and elution) of expanded bed adsorption chromatography for recovery of chitosanases from Bacillus cereus. Additionally, a hybrid strategy for model parameter estimation was carried out using particle swarm optimization and Gauss-Newton algorithms. The model was validated with independent experimental data and the statistical criteria (χ2 and mean squared error tests) showed that the hybrid strategy was more promising than just the heuristic method. With the calibrated model, surface response methodology was applied to obtain the optimal operational conditions, and experiments were performed to confirm these results. Overall, a value of 41.08% for yield was obtained using 700 mM NaCl during elution. In summary, all approach employed in this work was relevant for maximizing the yield of the chromatographic process |
id |
UFRN_d40794aead8531ae8bebfc38bcc5709c |
---|---|
oai_identifier_str |
oai:https://repositorio.ufrn.br:123456789/45193 |
network_acronym_str |
UFRN |
network_name_str |
Repositório Institucional da UFRN |
repository_id_str |
|
spelling |
Souza, Domingos Fabiano de SantanaPadilha, Carlos Eduardo de AraújoAraújo, Nathália Kelly deOliveira, Jackson Araújo deMacedo, Gorete Ribeiro deSantos, Everaldo Silvino dos2021-12-06T18:24:29Z2021-12-06T18:24:29Z2016-07PADILHA, Carlos Eduardo de Araújo; ARAðJO, Nathália Kelly de; SOUZA, Domingos Fabiano de Santana; OLIVEIRA, Jackson Araújo de; MACEDO, Gorete Ribeiro de; SANTOS, Everaldo Silvino dos. Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography. Korean Journal Of Chemical Engineering, [S.L.], v. 33, n. 9, p. 2650-2658, 18 jul. 2016. Springer Science and Business Media LLC. http://dx.doi.org/10.1007/s11814-016-0127-1. Disponível em: https://link.springer.com/article/10.1007/s11814-016-0127-1. Acesso em: 05 nov. 2021.1975-7220https://repositorio.ufrn.br/handle/123456789/4519310.1007/s11814-016-0127-1.SpringerModelingExpanded bed adsorptionChitosanasesParticle swarm optimizationGauss-NewtonOptimizationModeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatographyinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article−A phenomenological model was used to describe sequentially the three steps (flowthrough, washing and elution) of expanded bed adsorption chromatography for recovery of chitosanases from Bacillus cereus. Additionally, a hybrid strategy for model parameter estimation was carried out using particle swarm optimization and Gauss-Newton algorithms. The model was validated with independent experimental data and the statistical criteria (χ2 and mean squared error tests) showed that the hybrid strategy was more promising than just the heuristic method. With the calibrated model, surface response methodology was applied to obtain the optimal operational conditions, and experiments were performed to confirm these results. Overall, a value of 41.08% for yield was obtained using 700 mM NaCl during elution. In summary, all approach employed in this work was relevant for maximizing the yield of the chromatographic processengreponame:Repositório Institucional da UFRNinstname:Universidade Federal do Rio Grande do Norte (UFRN)instacron:UFRNinfo:eu-repo/semantics/openAccessORIGINALModelingSimulationBacillus_Souza_2016.pdfModelingSimulationBacillus_Souza_2016.pdfapplication/pdf674931https://repositorio.ufrn.br/bitstream/123456789/45193/4/ModelingSimulationBacillus_Souza_2016.pdf31a44fa8f81ac46cc580920efd29b3aaMD54CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8920https://repositorio.ufrn.br/bitstream/123456789/45193/2/license_rdf728dfda2fa81b274c619d08d1dfc1a03MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-81484https://repositorio.ufrn.br/bitstream/123456789/45193/3/license.txte9597aa2854d128fd968be5edc8a28d9MD53123456789/451932023-02-14 16:50:55.68oai:https://repositorio.ufrn.br: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Repositório de PublicaçõesPUBhttp://repositorio.ufrn.br/oai/opendoar:2023-02-14T19:50:55Repositório Institucional da UFRN - Universidade Federal do Rio Grande do Norte (UFRN)false |
dc.title.pt_BR.fl_str_mv |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
title |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
spellingShingle |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography Souza, Domingos Fabiano de Santana Modeling Expanded bed adsorption Chitosanases Particle swarm optimization Gauss-Newton Optimization |
title_short |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
title_full |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
title_fullStr |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
title_full_unstemmed |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
title_sort |
Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography |
author |
Souza, Domingos Fabiano de Santana |
author_facet |
Souza, Domingos Fabiano de Santana Padilha, Carlos Eduardo de Araújo Araújo, Nathália Kelly de Oliveira, Jackson Araújo de Macedo, Gorete Ribeiro de Santos, Everaldo Silvino dos |
author_role |
author |
author2 |
Padilha, Carlos Eduardo de Araújo Araújo, Nathália Kelly de Oliveira, Jackson Araújo de Macedo, Gorete Ribeiro de Santos, Everaldo Silvino dos |
author2_role |
author author author author author |
dc.contributor.author.fl_str_mv |
Souza, Domingos Fabiano de Santana Padilha, Carlos Eduardo de Araújo Araújo, Nathália Kelly de Oliveira, Jackson Araújo de Macedo, Gorete Ribeiro de Santos, Everaldo Silvino dos |
dc.subject.por.fl_str_mv |
Modeling Expanded bed adsorption Chitosanases Particle swarm optimization Gauss-Newton Optimization |
topic |
Modeling Expanded bed adsorption Chitosanases Particle swarm optimization Gauss-Newton Optimization |
description |
−A phenomenological model was used to describe sequentially the three steps (flowthrough, washing and elution) of expanded bed adsorption chromatography for recovery of chitosanases from Bacillus cereus. Additionally, a hybrid strategy for model parameter estimation was carried out using particle swarm optimization and Gauss-Newton algorithms. The model was validated with independent experimental data and the statistical criteria (χ2 and mean squared error tests) showed that the hybrid strategy was more promising than just the heuristic method. With the calibrated model, surface response methodology was applied to obtain the optimal operational conditions, and experiments were performed to confirm these results. Overall, a value of 41.08% for yield was obtained using 700 mM NaCl during elution. In summary, all approach employed in this work was relevant for maximizing the yield of the chromatographic process |
publishDate |
2016 |
dc.date.issued.fl_str_mv |
2016-07 |
dc.date.accessioned.fl_str_mv |
2021-12-06T18:24:29Z |
dc.date.available.fl_str_mv |
2021-12-06T18:24:29Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.citation.fl_str_mv |
PADILHA, Carlos Eduardo de Araújo; ARAðJO, Nathália Kelly de; SOUZA, Domingos Fabiano de Santana; OLIVEIRA, Jackson Araújo de; MACEDO, Gorete Ribeiro de; SANTOS, Everaldo Silvino dos. Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography. Korean Journal Of Chemical Engineering, [S.L.], v. 33, n. 9, p. 2650-2658, 18 jul. 2016. Springer Science and Business Media LLC. http://dx.doi.org/10.1007/s11814-016-0127-1. Disponível em: https://link.springer.com/article/10.1007/s11814-016-0127-1. Acesso em: 05 nov. 2021. |
dc.identifier.uri.fl_str_mv |
https://repositorio.ufrn.br/handle/123456789/45193 |
dc.identifier.issn.none.fl_str_mv |
1975-7220 |
dc.identifier.doi.none.fl_str_mv |
10.1007/s11814-016-0127-1. |
identifier_str_mv |
PADILHA, Carlos Eduardo de Araújo; ARAðJO, Nathália Kelly de; SOUZA, Domingos Fabiano de Santana; OLIVEIRA, Jackson Araújo de; MACEDO, Gorete Ribeiro de; SANTOS, Everaldo Silvino dos. Modeling and simulation of Bacillus cereus chitosanase activity during purification using expanded bed chromatography. Korean Journal Of Chemical Engineering, [S.L.], v. 33, n. 9, p. 2650-2658, 18 jul. 2016. Springer Science and Business Media LLC. http://dx.doi.org/10.1007/s11814-016-0127-1. Disponível em: https://link.springer.com/article/10.1007/s11814-016-0127-1. Acesso em: 05 nov. 2021. 1975-7220 10.1007/s11814-016-0127-1. |
url |
https://repositorio.ufrn.br/handle/123456789/45193 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.publisher.none.fl_str_mv |
Springer |
publisher.none.fl_str_mv |
Springer |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UFRN instname:Universidade Federal do Rio Grande do Norte (UFRN) instacron:UFRN |
instname_str |
Universidade Federal do Rio Grande do Norte (UFRN) |
instacron_str |
UFRN |
institution |
UFRN |
reponame_str |
Repositório Institucional da UFRN |
collection |
Repositório Institucional da UFRN |
bitstream.url.fl_str_mv |
https://repositorio.ufrn.br/bitstream/123456789/45193/4/ModelingSimulationBacillus_Souza_2016.pdf https://repositorio.ufrn.br/bitstream/123456789/45193/2/license_rdf https://repositorio.ufrn.br/bitstream/123456789/45193/3/license.txt |
bitstream.checksum.fl_str_mv |
31a44fa8f81ac46cc580920efd29b3aa 728dfda2fa81b274c619d08d1dfc1a03 e9597aa2854d128fd968be5edc8a28d9 |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 |
repository.name.fl_str_mv |
Repositório Institucional da UFRN - Universidade Federal do Rio Grande do Norte (UFRN) |
repository.mail.fl_str_mv |
|
_version_ |
1814832930037432320 |