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

Mawa, Baudouin Adia Leti and Matendo, Rostin Mabela Makengo and Kanyinda, Jean Pierre Mukeba and Mangata, Bopatriciat Boluma (2022) Analysis of the performance measures of a non-Markovian fuzzy queue via fuzzy Laplace transforms method / Baudouin Adia Leti Mawa ... [et al.]. Journal of Computing Research and Innovation (JCRINN), 7 (2): 29. pp. 304-315. ISSN 2600-8793

Abstract

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.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Mawa, Baudouin Adia Leti
UNSPECIFIED
Matendo, Rostin Mabela Makengo
UNSPECIFIED
Kanyinda, Jean Pierre Mukeba
UNSPECIFIED
Mangata, Bopatriciat Boluma
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Fuzzy arithmetic
Divisions: Universiti Teknologi MARA, Perlis > Arau Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Journal of Computing Research and Innovation (JCRINN)
UiTM Journal Collections: UiTM Journal > Journal of Computing Research and Innovation (JCRINN)
ISSN: 2600-8793
Volume: 7
Number: 2
Page Range: pp. 304-315
Keywords: Fuzzy Laplace Transforms, Erlang-k Service, Fuzzy Arithmetic, Performance Measures, Defuzzification.
Date: 2022
URI: https://ir.uitm.edu.my/id/eprint/68975
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