Optimization tools applied to physical asset maintenance management: state of the art

This article presents the state of the art of the application of optimization tools such as Genetic Algorithms, Simulation, Neural Networks, Markov Chains and Bayesian Networks in the physical asset maintenance management. The bibliographic references used were extracted from a detailed search that...

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Main Authors: Yodaira Borroto Pentón, Manuel Alejandro Caraza Morales, Aramis Alfonso Llanes, Fernando Marrero Delgado
Format: Article
Language:English
Published: Universidad Nacional de Colombia 2021-12-01
Series:Dyna
Subjects:
Online Access:https://revistas.unal.edu.co/index.php/dyna/article/view/96981
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author Yodaira Borroto Pentón
Manuel Alejandro Caraza Morales
Aramis Alfonso Llanes
Fernando Marrero Delgado
author_facet Yodaira Borroto Pentón
Manuel Alejandro Caraza Morales
Aramis Alfonso Llanes
Fernando Marrero Delgado
author_sort Yodaira Borroto Pentón
collection DOAJ
description This article presents the state of the art of the application of optimization tools such as Genetic Algorithms, Simulation, Neural Networks, Markov Chains and Bayesian Networks in the physical asset maintenance management. The bibliographic references used were extracted from a detailed search that allowed the selection of the empirical studies presented, in the time horizon from 2010 to 2021, through databases, research platforms and online libraries. The analysis of the identified case studies is carried out, taking into account the variables involved in the study, the optimization tool used, and the result obtained in the analysis of the physical asset maintenance management. The benefits of the application of optimization tools are identified and it is confirmed that maintenance costs and intervention times are present variables, which contribute to the improvement of reliability and maintenance management.
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spelling doaj.art-3b2995296b2d4809b7602e262cd647602023-04-26T18:30:55ZengUniversidad Nacional de ColombiaDyna0012-73532346-21832021-12-018821910.15446/dyna.v88n219.96981Optimization tools applied to physical asset maintenance management: state of the artYodaira Borroto Pentón0Manuel Alejandro Caraza Morales1Aramis Alfonso Llanes2Fernando Marrero Delgado3Tecnológico Nacional de México. Instituto Tecnológico Superior de MisantlaTecnológico Nacional de México, Instituto Tecnológico Superior de MisantlaUniversidad Central "Marta Abreu" de las Villas, CubaUniversidad Central "Marta Abreu" de las Villas This article presents the state of the art of the application of optimization tools such as Genetic Algorithms, Simulation, Neural Networks, Markov Chains and Bayesian Networks in the physical asset maintenance management. The bibliographic references used were extracted from a detailed search that allowed the selection of the empirical studies presented, in the time horizon from 2010 to 2021, through databases, research platforms and online libraries. The analysis of the identified case studies is carried out, taking into account the variables involved in the study, the optimization tool used, and the result obtained in the analysis of the physical asset maintenance management. The benefits of the application of optimization tools are identified and it is confirmed that maintenance costs and intervention times are present variables, which contribute to the improvement of reliability and maintenance management. https://revistas.unal.edu.co/index.php/dyna/article/view/96981reliability;optimization;maintenance.
spellingShingle Yodaira Borroto Pentón
Manuel Alejandro Caraza Morales
Aramis Alfonso Llanes
Fernando Marrero Delgado
Optimization tools applied to physical asset maintenance management: state of the art
Dyna
reliability;
optimization;
maintenance.
title Optimization tools applied to physical asset maintenance management: state of the art
title_full Optimization tools applied to physical asset maintenance management: state of the art
title_fullStr Optimization tools applied to physical asset maintenance management: state of the art
title_full_unstemmed Optimization tools applied to physical asset maintenance management: state of the art
title_short Optimization tools applied to physical asset maintenance management: state of the art
title_sort optimization tools applied to physical asset maintenance management state of the art
topic reliability;
optimization;
maintenance.
url https://revistas.unal.edu.co/index.php/dyna/article/view/96981
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AT fernandomarrerodelgado optimizationtoolsappliedtophysicalassetmaintenancemanagementstateoftheart