Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]

Laplace transforms play an essential role in the analysis of classical non-Markovian queueing systems. The problem addressed here is whether the Laplace transform approach is still valid for determining the characteristics of such a system in a fuzzy environment. In this paper, fuzzy Laplace transfo...

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Main Authors: Mawa, Baudouin Adia Leti, Matendo, Rostin Mabela Makengo, Kanyinda, Jean Pierre Mukeba, Mangata, Bopatriciat Boluma
Format: Article
Language:English
Published: UiTM Cawangan Perlis 2022
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Online Access:https://ir.uitm.edu.my/id/eprint/68975/1/68975.pdf
https://ir.uitm.edu.my/id/eprint/68975/
https://crinn.conferencehunter.com/index.php/jcrinn
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Institution: Universiti Teknologi Mara
Language: English
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spelling my.uitm.ir.689752023-02-03T03:48:57Z https://ir.uitm.edu.my/id/eprint/68975/ Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.] jcrinn Mawa, Baudouin Adia Leti Matendo, Rostin Mabela Makengo Kanyinda, Jean Pierre Mukeba Mangata, Bopatriciat Boluma Fuzzy arithmetic Laplace transforms play an essential role in the analysis of classical non-Markovian queueing systems. The problem addressed here is whether the Laplace transform approach is still valid for determining the characteristics of such a system in a fuzzy environment. In this paper, fuzzy Laplace transforms are applied to analyze the performance measures of a non-Markovian fuzzy queueing system FM/ FG/1. Starting from the fuzzy Laplace transform of the service time distribution, we define the fuzzy Laplace transform of the distribution of the dwell time of a customer in the system. By applying the properties of the moments of this distribution, the derivative of this fuzzy transform makes it possible to obtain a fuzzy expression of the average duration of stay of a customer in the system. This expression is the fuzzy formula of the same performance measure that can be obtained from its classical formula by the Zadeh extension principle. The fuzzy queue FM/ FE_k /1 is particularly treated in this text as a concrete case through its service time distribution. In addition to the fuzzy arithmetic of L-R type fuzzy numbers, based on the secant approximation, the properties of the moments of a random variable and Little's formula are used to compute the different performance measures of the system. A numerical example was successfully processed to validate this approach. The results obtained show that the modal values of the performance measures of a non-Markovian fuzzy queueing system are equal to the performance measures of the corresponding classical model computable by the Pollaczeck-Khintchine method. The fuzzy Laplace transforms approach is therefore applicable in the analysis of a fuzzy FM/FG/1 queueing system in the same way as the classical M/G/1 model. UiTM Cawangan Perlis 2022 Article PeerReviewed text en https://ir.uitm.edu.my/id/eprint/68975/1/68975.pdf Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]. (2022) Journal of Computing Research and Innovation (JCRINN), 7 (2): 29. pp. 304-315. ISSN 2600-8793 https://crinn.conferencehunter.com/index.php/jcrinn 10.24191/jcrinn.v7i2.323 10.24191/jcrinn.v7i2.323 10.24191/jcrinn.v7i2.323
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Fuzzy arithmetic
spellingShingle Fuzzy arithmetic
Mawa, Baudouin Adia Leti
Matendo, Rostin Mabela Makengo
Kanyinda, Jean Pierre Mukeba
Mangata, Bopatriciat Boluma
Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
description Laplace transforms play an essential role in the analysis of classical non-Markovian queueing systems. The problem addressed here is whether the Laplace transform approach is still valid for determining the characteristics of such a system in a fuzzy environment. In this paper, fuzzy Laplace transforms are applied to analyze the performance measures of a non-Markovian fuzzy queueing system FM/ FG/1. Starting from the fuzzy Laplace transform of the service time distribution, we define the fuzzy Laplace transform of the distribution of the dwell time of a customer in the system. By applying the properties of the moments of this distribution, the derivative of this fuzzy transform makes it possible to obtain a fuzzy expression of the average duration of stay of a customer in the system. This expression is the fuzzy formula of the same performance measure that can be obtained from its classical formula by the Zadeh extension principle. The fuzzy queue FM/ FE_k /1 is particularly treated in this text as a concrete case through its service time distribution. In addition to the fuzzy arithmetic of L-R type fuzzy numbers, based on the secant approximation, the properties of the moments of a random variable and Little's formula are used to compute the different performance measures of the system. A numerical example was successfully processed to validate this approach. The results obtained show that the modal values of the performance measures of a non-Markovian fuzzy queueing system are equal to the performance measures of the corresponding classical model computable by the Pollaczeck-Khintchine method. The fuzzy Laplace transforms approach is therefore applicable in the analysis of a fuzzy FM/FG/1 queueing system in the same way as the classical M/G/1 model.
format Article
author Mawa, Baudouin Adia Leti
Matendo, Rostin Mabela Makengo
Kanyinda, Jean Pierre Mukeba
Mangata, Bopatriciat Boluma
author_facet Mawa, Baudouin Adia Leti
Matendo, Rostin Mabela Makengo
Kanyinda, Jean Pierre Mukeba
Mangata, Bopatriciat Boluma
author_sort Mawa, Baudouin Adia Leti
title Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
title_short Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
title_full Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
title_fullStr Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
title_full_unstemmed Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]
title_sort analysis of the performance measures of a non-markovian fuzzy queue via fuzzy laplace transforms method / baudouin adia leti mawa ... [et al.]
publisher UiTM Cawangan Perlis
publishDate 2022
url https://ir.uitm.edu.my/id/eprint/68975/1/68975.pdf
https://ir.uitm.edu.my/id/eprint/68975/
https://crinn.conferencehunter.com/index.php/jcrinn
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