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Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning
A problem that appears in many decision models is that of the simultaneous occurrence of deterministic, stochastic, and fuzzy values in the set of multidimensional evaluations. Such problems will be called mixed problems. They lead to the formulation of optimization problems in ordered structures an...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535005/ https://www.ncbi.nlm.nih.gov/pubmed/34681967 http://dx.doi.org/10.3390/e23101243 |
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author | Nowak, Maciej Trzaskalik, Tadeusz Sitarz, Sebastian |
author_facet | Nowak, Maciej Trzaskalik, Tadeusz Sitarz, Sebastian |
author_sort | Nowak, Maciej |
collection | PubMed |
description | A problem that appears in many decision models is that of the simultaneous occurrence of deterministic, stochastic, and fuzzy values in the set of multidimensional evaluations. Such problems will be called mixed problems. They lead to the formulation of optimization problems in ordered structures and their scalarization. The aim of the paper is to present an interactive procedure with trade-offs for mixed problems, which helps the decision-maker to make a final decision. Its basic advantage consists of simplicity: after having obtained the solution proposed, the decision-maker should determine whether it is satisfactory and if not, how it should be improved by indicating the criteria whose values should be improved, the criteria whose values cannot be made worse, and the criteria whose values can be made worse. The procedure is applied in solving capacity planning treated as a mixed dynamic programming problem. |
format | Online Article Text |
id | pubmed-8535005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85350052021-10-23 Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning Nowak, Maciej Trzaskalik, Tadeusz Sitarz, Sebastian Entropy (Basel) Article A problem that appears in many decision models is that of the simultaneous occurrence of deterministic, stochastic, and fuzzy values in the set of multidimensional evaluations. Such problems will be called mixed problems. They lead to the formulation of optimization problems in ordered structures and their scalarization. The aim of the paper is to present an interactive procedure with trade-offs for mixed problems, which helps the decision-maker to make a final decision. Its basic advantage consists of simplicity: after having obtained the solution proposed, the decision-maker should determine whether it is satisfactory and if not, how it should be improved by indicating the criteria whose values should be improved, the criteria whose values cannot be made worse, and the criteria whose values can be made worse. The procedure is applied in solving capacity planning treated as a mixed dynamic programming problem. MDPI 2021-09-24 /pmc/articles/PMC8535005/ /pubmed/34681967 http://dx.doi.org/10.3390/e23101243 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Nowak, Maciej Trzaskalik, Tadeusz Sitarz, Sebastian Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title | Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title_full | Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title_fullStr | Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title_full_unstemmed | Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title_short | Interactive Multiobjective Procedure for Mixed Problems and Its Application to Capacity Planning |
title_sort | interactive multiobjective procedure for mixed problems and its application to capacity planning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8535005/ https://www.ncbi.nlm.nih.gov/pubmed/34681967 http://dx.doi.org/10.3390/e23101243 |
work_keys_str_mv | AT nowakmaciej interactivemultiobjectiveprocedureformixedproblemsanditsapplicationtocapacityplanning AT trzaskaliktadeusz interactivemultiobjectiveprocedureformixedproblemsanditsapplicationtocapacityplanning AT sitarzsebastian interactivemultiobjectiveprocedureformixedproblemsanditsapplicationtocapacityplanning |