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A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models

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Resumo:Multi-objective optimization models have been increasingly used as optimal decisions are searched in settings considering several conflicting objectives. In these cases compromises must be made and often a large number of nondominated optimal solutions exist. From these solutions decisionmakers must find the preferred one. This is a difficult task both from a computational and cognitive point of views, as it requires several solutions to be obtained and compared. An interactive visualization tool for fully understanding the best trade-offs is therefore becoming increasingly important. This paper proposes visualization solutions, implemented in a tool, for aiding decision-makers in finding the preferred solution in multiobjective optimization problems.
Autores principais:Lopes, Rui Borges
Outros Autores:Sousa Santos, Beatriz; Ferreira, Carlos
Assunto:Multi-objective optimization Visual exploration tool
Ano:2014
País:Portugal
Tipo de documento:documento de conferência
Tipo de acesso:acesso aberto
Instituição associada:Universidade de Aveiro
Idioma:inglês
Origem:RIA - Repositório Institucional da Universidade de Aveiro
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author Lopes, Rui Borges
author2 Sousa Santos, Beatriz
Ferreira, Carlos
author2_role author
author
author_facet Lopes, Rui Borges
Sousa Santos, Beatriz
Ferreira, Carlos
author_role author
country_str PT
creators_json_txt [{\"Person.name\":\"Lopes, Rui Borges\"},{\"Person.name\":\"Sousa Santos, Beatriz\"},{\"Person.name\":\"Ferreira, Carlos\"}]
datacite.creators.creator.creatorName.fl_str_mv Lopes, Rui Borges
Sousa Santos, Beatriz
Ferreira, Carlos
datacite.date.Accepted.fl_str_mv 2014-01-01T00:00:00Z
datacite.date.available.fl_str_mv 2018-01-25T15:43:08Z
datacite.date.embargoed.fl_str_mv 2018-01-25T15:43:08Z
datacite.rights.fl_str_mv http://purl.org/coar/access_right/c_abf2
datacite.subjects.subject.fl_str_mv Multi-objective optimization
Visual exploration tool
datacite.titles.title.fl_str_mv A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
dc.creator.none.fl_str_mv Lopes, Rui Borges
Sousa Santos, Beatriz
Ferreira, Carlos
dc.date.Accepted.fl_str_mv 2014-01-01T00:00:00Z
dc.date.available.fl_str_mv 2018-01-25T15:43:08Z
dc.date.embargoed.fl_str_mv 2018-01-25T15:43:08Z
dc.format.none.fl_str_mv application/pdf
dc.identifier.none.fl_str_mv http://hdl.handle.net/10773/21848
dc.language.none.fl_str_mv eng
dc.publisher.none.fl_str_mv IEEE
dc.rights.none.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.subject.none.fl_str_mv Multi-objective optimization
Visual exploration tool
dc.title.fl_str_mv A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
dc.type.none.fl_str_mv http://purl.org/coar/resource_type/c_c94f
description Multi-objective optimization models have been increasingly used as optimal decisions are searched in settings considering several conflicting objectives. In these cases compromises must be made and often a large number of nondominated optimal solutions exist. From these solutions decisionmakers must find the preferred one. This is a difficult task both from a computational and cognitive point of views, as it requires several solutions to be obtained and compared. An interactive visualization tool for fully understanding the best trade-offs is therefore becoming increasingly important. This paper proposes visualization solutions, implemented in a tool, for aiding decision-makers in finding the preferred solution in multiobjective optimization problems.
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institution Universidade de Aveiro
instname_str Universidade de Aveiro
language eng
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organization_str_mv urn:organizationAcronym:ua
person_str_mv Lopes, Rui Borges
Sousa Santos, Beatriz
Ferreira, Carlos
publishDate 2014
publisher.none.fl_str_mv IEEE
reponame_str RIA - Repositório Institucional da Universidade de Aveiro
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spelling porMulti-objective optimization models have been increasingly used as optimal decisions are searched in settings considering several conflicting objectives. In these cases compromises must be made and often a large number of nondominated optimal solutions exist. From these solutions decisionmakers must find the preferred one. This is a difficult task both from a computational and cognitive point of views, as it requires several solutions to be obtained and compared. An interactive visualization tool for fully understanding the best trade-offs is therefore becoming increasingly important. This paper proposes visualization solutions, implemented in a tool, for aiding decision-makers in finding the preferred solution in multiobjective optimization problems.application/pdfengIEEEporA Tool for Visually Exploring Multi-objective Mixed-Integer Optimization ModelsLopes, Rui BorgesSousa Santos, BeatrizFerreira, CarlosHandlehttp://hdl.handle.net/10773/21848ISBNIsPartOf978-1-4799-4103-2DOIIsPartOf10.1109/IV.2014.292018-01-25T15:43:08Z2014-01-01T00:00:00Z2014http://purl.org/coar/access_right/c_abf2open accessporMulti-objective optimizationporVisual exploration tool405334 byteshttp://purl.org/coar/access_right/c_abf2application/pdffulltexthttps://ria.ua.pt/bitstream/10773/21848/1/Paper.pdfother research producthttp://purl.org/coar/resource_type/c_c94fconference object
spellingShingle A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
Lopes, Rui Borges
Multi-objective optimization
Visual exploration tool
status SINGLETON
subject.fl_str_mv Multi-objective optimization
Visual exploration tool
title A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
title_full A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
title_fullStr A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
title_full_unstemmed A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
title_short A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
title_sort A Tool for Visually Exploring Multi-objective Mixed-Integer Optimization Models
topic Multi-objective optimization
Visual exploration tool
topic_facet Multi-objective optimization
Visual exploration tool
url http://hdl.handle.net/10773/21848
visible 1