Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability
[EN] In this work, uncertainty and sensitivity analyses were applied to study the joint effects of model parameter uncertainty and feed variability on the response of a computational code for methanol-water continuous distillation. First, model parameter uncertainty (liquid-vapour equilibrium (VLE),...
| Autores: | , , |
|---|---|
| Tipo de recurso: | artículo |
| Fecha de publicación: | 2021 |
| País: | España |
| Institución: | Universitat Politècnica de València (UPV) |
| Repositorio: | RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
| Idioma: | inglés |
| OAI Identifier: | oai:riunet.upv.es:10251/183160 |
| Acceso en línea: | https://riunet.upv.es/handle/10251/183160 |
| Access Level: | acceso abierto |
| Palabra clave: | Distillation Uncertainty Sensitivity Morris analysis Sobol method ESTADISTICA E INVESTIGACION OPERATIVA INGENIERIA QUIMICA |
| id |
ES_00a866c2c12b0541cfbe663d963e5074 |
|---|---|
| oai_identifier_str |
oai:riunet.upv.es:10251/183160 |
| network_acronym_str |
ES |
| network_name_str |
España |
| repository_id_str |
|
| spelling |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variabilityGozálvez-Zafrilla, José M.|||0000-0003-4419-6765García-Díaz, J. Carlos|||0000-0002-5559-7110Santafé Moros, María Asunción|||0000-0002-0933-108XDistillationUncertaintySensitivityMorris analysisSobol methodESTADISTICA E INVESTIGACION OPERATIVAINGENIERIA QUIMICA[EN] In this work, uncertainty and sensitivity analyses were applied to study the joint effects of model parameter uncertainty and feed variability on the response of a computational code for methanol-water continuous distillation. First, model parameter uncertainty (liquid-vapour equilibrium (VLE), enthalpy and tray efficiency) was characterised using existing experimental data. Afterwards, three tower configurations working at two operational modes (fixed product composition and fixed operation conditions) were studied at three feed variability levels. Morris analysis revealed the high importance of the VLE and efficiency-related factors. Sobol sensitivity analysis determined with more precision the sensitivity of the response to the parameters and detected non-linear effects and interactions. The Monte Carlo propagation method allowed obtaining the uncertainty margins as a function of feed variability. The results showed high impact of the model parameter uncertainty and encourage the use of the methods shown to obtain robust designs and quantify simulation accuracy.ElsevierDepartamento de Ingeniería Química y NuclearDepartamento de Estadística e Investigación Operativa Aplicadas y CalidadEscuela Técnica Superior de Ingeniería IndustrialInstituto Universitario de Seguridad Industrial, Radiofísica y MedioambientalCentro de Gestión de la Calidad y del CambioRepositorio Institucional de la Universitat Politècnica de València Riunet20212021-05-18journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfapplication/pdfhttps://riunet.upv.es/handle/10251/183160reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valénciainstname:Universitat Politècnica de València (UPV)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Reserva de todos los derechoshttp://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:riunet.upv.es:10251/1831602026-06-13T07:49:27Z |
| dc.title.none.fl_str_mv |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| title |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| spellingShingle |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability Gozálvez-Zafrilla, José M.|||0000-0003-4419-6765 Distillation Uncertainty Sensitivity Morris analysis Sobol method ESTADISTICA E INVESTIGACION OPERATIVA INGENIERIA QUIMICA |
| title_short |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| title_full |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| title_fullStr |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| title_full_unstemmed |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| title_sort |
Uncertainty quantification and global sensitivity analysis of continuous distillation considering the interaction of parameter uncertainty with feed variability |
| dc.creator.none.fl_str_mv |
Gozálvez-Zafrilla, José M.|||0000-0003-4419-6765 García-Díaz, J. Carlos|||0000-0002-5559-7110 Santafé Moros, María Asunción|||0000-0002-0933-108X |
| author |
Gozálvez-Zafrilla, José M.|||0000-0003-4419-6765 |
| author_facet |
Gozálvez-Zafrilla, José M.|||0000-0003-4419-6765 García-Díaz, J. Carlos|||0000-0002-5559-7110 Santafé Moros, María Asunción|||0000-0002-0933-108X |
| author_role |
author |
| author2 |
García-Díaz, J. Carlos|||0000-0002-5559-7110 Santafé Moros, María Asunción|||0000-0002-0933-108X |
| author2_role |
author author |
| dc.contributor.none.fl_str_mv |
Departamento de Ingeniería Química y Nuclear Departamento de Estadística e Investigación Operativa Aplicadas y Calidad Escuela Técnica Superior de Ingeniería Industrial Instituto Universitario de Seguridad Industrial, Radiofísica y Medioambiental Centro de Gestión de la Calidad y del Cambio Repositorio Institucional de la Universitat Politècnica de València Riunet |
| dc.subject.none.fl_str_mv |
Distillation Uncertainty Sensitivity Morris analysis Sobol method ESTADISTICA E INVESTIGACION OPERATIVA INGENIERIA QUIMICA |
| topic |
Distillation Uncertainty Sensitivity Morris analysis Sobol method ESTADISTICA E INVESTIGACION OPERATIVA INGENIERIA QUIMICA |
| description |
[EN] In this work, uncertainty and sensitivity analyses were applied to study the joint effects of model parameter uncertainty and feed variability on the response of a computational code for methanol-water continuous distillation. First, model parameter uncertainty (liquid-vapour equilibrium (VLE), enthalpy and tray efficiency) was characterised using existing experimental data. Afterwards, three tower configurations working at two operational modes (fixed product composition and fixed operation conditions) were studied at three feed variability levels. Morris analysis revealed the high importance of the VLE and efficiency-related factors. Sobol sensitivity analysis determined with more precision the sensitivity of the response to the parameters and detected non-linear effects and interactions. The Monte Carlo propagation method allowed obtaining the uncertainty margins as a function of feed variability. The results showed high impact of the model parameter uncertainty and encourage the use of the methods shown to obtain robust designs and quantify simulation accuracy. |
| publishDate |
2021 |
| dc.date.none.fl_str_mv |
2021 2021-05-18 |
| dc.type.none.fl_str_mv |
journal article http://purl.org/coar/resource_type/c_6501 VoR http://purl.org/coar/version/c_970fb48d4fbd8a85 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
| format |
article |
| dc.identifier.none.fl_str_mv |
https://riunet.upv.es/handle/10251/183160 |
| url |
https://riunet.upv.es/handle/10251/183160 |
| dc.language.none.fl_str_mv |
Inglés eng |
| language_invalid_str_mv |
Inglés |
| language |
eng |
| dc.rights.none.fl_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Reserva de todos los derechos http://rightsstatements.org/vocab/InC/1.0/ |
| dc.rights.openaire.fl_str_mv |
info:eu-repo/semantics/openAccess |
| rights_invalid_str_mv |
open access http://purl.org/coar/access_right/c_abf2 Reserva de todos los derechos http://rightsstatements.org/vocab/InC/1.0/ |
| eu_rights_str_mv |
openAccess |
| dc.format.none.fl_str_mv |
application/pdf application/pdf |
| dc.publisher.none.fl_str_mv |
Elsevier |
| publisher.none.fl_str_mv |
Elsevier |
| dc.source.none.fl_str_mv |
reponame:RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia instname:Universitat Politècnica de València (UPV) |
| instname_str |
Universitat Politècnica de València (UPV) |
| reponame_str |
RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
| collection |
RiuNet. Repositorio Institucional de la Universitat Politécnica de Valéncia |
| repository.name.fl_str_mv |
|
| repository.mail.fl_str_mv |
|
| _version_ |
1869402517858680832 |
| score |
15.301603 |