Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Nowak, Maciej, Trzaskalik, Tadeusz, Sitarz, Sebastian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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
_version_ 1784587673126567936
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