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Generator Maintenance Scheduling using Exchange Market Algorithm
The Generator Maintenance Schedule model is formulated mathematically as a highly constrained combinatorial optimization problem and it is obligatory to implement a suitable optimization tool to determine the best feasible maintenance schedule. The maintenance schedule obtained has to meet a number...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7262440/ https://www.ncbi.nlm.nih.gov/pubmed/32489912 http://dx.doi.org/10.1016/j.mex.2020.100932 |
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author | Moyo, Learnmore Nwulu, Nnamdi I. Ekpenyong, Uduakobong E. |
author_facet | Moyo, Learnmore Nwulu, Nnamdi I. Ekpenyong, Uduakobong E. |
author_sort | Moyo, Learnmore |
collection | PubMed |
description | The Generator Maintenance Schedule model is formulated mathematically as a highly constrained combinatorial optimization problem and it is obligatory to implement a suitable optimization tool to determine the best feasible maintenance schedule. The maintenance schedule obtained has to meet a number of power system constraints. There is increased research in the development of approximate solution methodologies such as heuristic and meta-heuristic techniques [1]. Unlike mathematical methods, metaheuristics can obtain an optimal solution to a complex problem fast and are not subjected to limitations such as linearity, continuity, differentiability and convexity that are faced by mathematical programs [2]. This work presents the application of Exchange Market Algorithm (EMA) to find an optimal maintenance schedule. The algorithm is customized to achieve the following: • Selecting the initial population within the maintenance window constraint to enable faster convergence. • Adapt the algorithm to give discrete solutions. • Penalty function included for constraint handling. |
format | Online Article Text |
id | pubmed-7262440 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-72624402020-06-01 Generator Maintenance Scheduling using Exchange Market Algorithm Moyo, Learnmore Nwulu, Nnamdi I. Ekpenyong, Uduakobong E. MethodsX Energy The Generator Maintenance Schedule model is formulated mathematically as a highly constrained combinatorial optimization problem and it is obligatory to implement a suitable optimization tool to determine the best feasible maintenance schedule. The maintenance schedule obtained has to meet a number of power system constraints. There is increased research in the development of approximate solution methodologies such as heuristic and meta-heuristic techniques [1]. Unlike mathematical methods, metaheuristics can obtain an optimal solution to a complex problem fast and are not subjected to limitations such as linearity, continuity, differentiability and convexity that are faced by mathematical programs [2]. This work presents the application of Exchange Market Algorithm (EMA) to find an optimal maintenance schedule. The algorithm is customized to achieve the following: • Selecting the initial population within the maintenance window constraint to enable faster convergence. • Adapt the algorithm to give discrete solutions. • Penalty function included for constraint handling. Elsevier 2020-05-23 /pmc/articles/PMC7262440/ /pubmed/32489912 http://dx.doi.org/10.1016/j.mex.2020.100932 Text en © 2020 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Energy Moyo, Learnmore Nwulu, Nnamdi I. Ekpenyong, Uduakobong E. Generator Maintenance Scheduling using Exchange Market Algorithm |
title | Generator Maintenance Scheduling using Exchange Market Algorithm |
title_full | Generator Maintenance Scheduling using Exchange Market Algorithm |
title_fullStr | Generator Maintenance Scheduling using Exchange Market Algorithm |
title_full_unstemmed | Generator Maintenance Scheduling using Exchange Market Algorithm |
title_short | Generator Maintenance Scheduling using Exchange Market Algorithm |
title_sort | generator maintenance scheduling using exchange market algorithm |
topic | Energy |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7262440/ https://www.ncbi.nlm.nih.gov/pubmed/32489912 http://dx.doi.org/10.1016/j.mex.2020.100932 |
work_keys_str_mv | AT moyolearnmore generatormaintenanceschedulingusingexchangemarketalgorithm AT nwulunnamdii generatormaintenanceschedulingusingexchangemarketalgorithm AT ekpenyonguduakobonge generatormaintenanceschedulingusingexchangemarketalgorithm |