Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles
This paper presents a Bayesian approach rooted algorithm oriented to the properties of multi-objective optimization problems. The performance of the developed algorithm is compared with several other multi-objective optimization algorithms. The approach is applied to the multiobjective optimization...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Vilnius University Press
2019-11-01
|
| Series: | Nonlinear Analysis |
| Subjects: | |
| Online Access: | http://www.journals.vu.lt/nonlinear-analysis/article/view/14909 |
| _version_ | 1818336728184782848 |
|---|---|
| author | Antanas Žilinskas Romas Baronas Linas Litvinas Linas Petkevičius |
| author_facet | Antanas Žilinskas Romas Baronas Linas Litvinas Linas Petkevičius |
| author_sort | Antanas Žilinskas |
| collection | DOAJ |
| description | This paper presents a Bayesian approach rooted algorithm oriented to the properties of multi-objective optimization problems. The performance of the developed algorithm is compared with several other multi-objective optimization algorithms. The approach is applied to the multiobjective optimization of a batch stirred tank reactor based on spherical catalyst microreactors. The microbioreactors are computationally modeled by a two-compartment model based on reaction–diffusion equations containing a nonlinear term related to the Michaelis–Menten enzyme kinetics. A two-stage visualization procedure based on the multi-dimensional scaling is proposed and applied for the visualization of trade-off solutions and for the selection of favorable configurations of the bioreactor. |
| first_indexed | 2024-12-13T14:43:56Z |
| format | Article |
| id | doaj.art-97a84f41e40346b3b3435b8cedf845d2 |
| institution | Directory Open Access Journal |
| issn | 1392-5113 2335-8963 |
| language | English |
| last_indexed | 2024-12-13T14:43:56Z |
| publishDate | 2019-11-01 |
| publisher | Vilnius University Press |
| record_format | Article |
| series | Nonlinear Analysis |
| spelling | doaj.art-97a84f41e40346b3b3435b8cedf845d22022-12-21T23:41:32ZengVilnius University PressNonlinear Analysis1392-51132335-89632019-11-0124610.15388/NA.2019.24.6.14909Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particlesAntanas Žilinskas0Romas Baronas1Linas Litvinas2Linas Petkevičius3Vilnius UniversityVilnius UniversityVilnius UniversityVilnius UniversityThis paper presents a Bayesian approach rooted algorithm oriented to the properties of multi-objective optimization problems. The performance of the developed algorithm is compared with several other multi-objective optimization algorithms. The approach is applied to the multiobjective optimization of a batch stirred tank reactor based on spherical catalyst microreactors. The microbioreactors are computationally modeled by a two-compartment model based on reaction–diffusion equations containing a nonlinear term related to the Michaelis–Menten enzyme kinetics. A two-stage visualization procedure based on the multi-dimensional scaling is proposed and applied for the visualization of trade-off solutions and for the selection of favorable configurations of the bioreactor.http://www.journals.vu.lt/nonlinear-analysis/article/view/14909multi-objective optimizationmulti-dimensional scalingmicroreactorreaction– diffusion |
| spellingShingle | Antanas Žilinskas Romas Baronas Linas Litvinas Linas Petkevičius Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles Nonlinear Analysis multi-objective optimization multi-dimensional scaling microreactor reaction– diffusion |
| title | Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| title_full | Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| title_fullStr | Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| title_full_unstemmed | Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| title_short | Multi-objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| title_sort | multi objective optimization and decision visualization of batch stirred tank reactor based on spherical catalyst particles |
| topic | multi-objective optimization multi-dimensional scaling microreactor reaction– diffusion |
| url | http://www.journals.vu.lt/nonlinear-analysis/article/view/14909 |
| work_keys_str_mv | AT antanaszilinskas multiobjectiveoptimizationanddecisionvisualizationofbatchstirredtankreactorbasedonsphericalcatalystparticles AT romasbaronas multiobjectiveoptimizationanddecisionvisualizationofbatchstirredtankreactorbasedonsphericalcatalystparticles AT linaslitvinas multiobjectiveoptimizationanddecisionvisualizationofbatchstirredtankreactorbasedonsphericalcatalystparticles AT linaspetkevicius multiobjectiveoptimizationanddecisionvisualizationofbatchstirredtankreactorbasedonsphericalcatalystparticles |