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Optimization of a stochastic model having erratic server with immediate or delayed repair
The thought to put forward a queuing model proposed in this work was its pertinence in everyday life wherever we can see the uses of computing and networking systems. Industrial software developers and system managers can consider the results of the model to evolve their system for better results. H...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9443655/ https://www.ncbi.nlm.nih.gov/pubmed/36091932 http://dx.doi.org/10.1007/s10479-022-04804-2 |
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author | Agarwal, Radhika Agarwal, Divya Upadhyaya, Shweta Ahmad, Izhar |
author_facet | Agarwal, Radhika Agarwal, Divya Upadhyaya, Shweta Ahmad, Izhar |
author_sort | Agarwal, Radhika |
collection | PubMed |
description | The thought to put forward a queuing model proposed in this work was its pertinence in everyday life wherever we can see the uses of computing and networking systems. Industrial software developers and system managers can consider the results of the model to evolve their system for better results. Here we present a novel queueing model having erratic server with delayed repair and balking. Two distinct breakdowns i.e. active and passive breakdown for the system are also considered with their respective amendments. This model is closely related with the smooth functioning of the system during some internal faults (virus attack, electricity failures etc.). The performance indicators which are utilized in enhancing the service standards are obtained using supplementary variable technique. Using ANFIS soft computing technique we have compared the analytical results with those of neuro fuzzy results. Furthermore single and bi-objective minimization problems are considered and minima is obtained using particle swarm optimization and multi objective genetic algorithm respectively. Also, the minimization problems are shown as a convex programming problem to ensure the global optimality of the result. The proposed approach makes it conceivable to accomplish a relevant harmony between operational expenses and administration quality. |
format | Online Article Text |
id | pubmed-9443655 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-94436552022-09-06 Optimization of a stochastic model having erratic server with immediate or delayed repair Agarwal, Radhika Agarwal, Divya Upadhyaya, Shweta Ahmad, Izhar Ann Oper Res Original Research The thought to put forward a queuing model proposed in this work was its pertinence in everyday life wherever we can see the uses of computing and networking systems. Industrial software developers and system managers can consider the results of the model to evolve their system for better results. Here we present a novel queueing model having erratic server with delayed repair and balking. Two distinct breakdowns i.e. active and passive breakdown for the system are also considered with their respective amendments. This model is closely related with the smooth functioning of the system during some internal faults (virus attack, electricity failures etc.). The performance indicators which are utilized in enhancing the service standards are obtained using supplementary variable technique. Using ANFIS soft computing technique we have compared the analytical results with those of neuro fuzzy results. Furthermore single and bi-objective minimization problems are considered and minima is obtained using particle swarm optimization and multi objective genetic algorithm respectively. Also, the minimization problems are shown as a convex programming problem to ensure the global optimality of the result. The proposed approach makes it conceivable to accomplish a relevant harmony between operational expenses and administration quality. Springer US 2022-09-05 /pmc/articles/PMC9443655/ /pubmed/36091932 http://dx.doi.org/10.1007/s10479-022-04804-2 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Agarwal, Radhika Agarwal, Divya Upadhyaya, Shweta Ahmad, Izhar Optimization of a stochastic model having erratic server with immediate or delayed repair |
title | Optimization of a stochastic model having erratic server with immediate or delayed repair |
title_full | Optimization of a stochastic model having erratic server with immediate or delayed repair |
title_fullStr | Optimization of a stochastic model having erratic server with immediate or delayed repair |
title_full_unstemmed | Optimization of a stochastic model having erratic server with immediate or delayed repair |
title_short | Optimization of a stochastic model having erratic server with immediate or delayed repair |
title_sort | optimization of a stochastic model having erratic server with immediate or delayed repair |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9443655/ https://www.ncbi.nlm.nih.gov/pubmed/36091932 http://dx.doi.org/10.1007/s10479-022-04804-2 |
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