Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem

This paper introduces a novel approach to building network cluster structures, based on the modified LEACH algorithm. The proposed solution takes into account the multitasking of the network infrastructure, resulting from various functions performed by individual nodes. Therefore, instead of a singl...

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Main Authors: A. Paszkiewicz, C. Ćwikła, M. Bolanowski, M. Ganzha, M. Paprzycki, M. Hodoň
Format: Article
Language:English
Published: Polish Academy of Sciences 2023-11-01
Series:Bulletin of the Polish Academy of Sciences: Technical Sciences
Subjects:
Online Access:https://journals.pan.pl/Content/129083/PDF/BPASTS_2024_72_1_3624.pdf
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author A. Paszkiewicz
C. Ćwikła
M. Bolanowski
M. Ganzha
M. Paprzycki
M. Hodoň
author_facet A. Paszkiewicz
C. Ćwikła
M. Bolanowski
M. Ganzha
M. Paprzycki
M. Hodoň
author_sort A. Paszkiewicz
collection DOAJ
description This paper introduces a novel approach to building network cluster structures, based on the modified LEACH algorithm. The proposed solution takes into account the multitasking of the network infrastructure, resulting from various functions performed by individual nodes. Therefore, instead of a single head, dedicated to a given cluster, a set of heads is selected, the number of which corresponds to the number of performed functions. Outcomes of simulations, comparing the classical and the multifunctional approach, are presented. The obtained results confirm that both algorithms deliver similar levels of energy consumption, as well as efficiency in terms of the number of individual nodes discharged.
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spelling doaj.art-83b095a3c609456fb8bebb5b37d6e2262024-03-01T11:06:21ZengPolish Academy of SciencesBulletin of the Polish Academy of Sciences: Technical Sciences2300-19172023-11-01721https://doi.org/10.24425/bpasts.2023.147919Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystemA. Paszkiewicz0https://orcid.org/0000-0001-7573-3856C. Ćwikła1M. Bolanowski2https://orcid.org/0000-0003-4645-967XM. Ganzha3https://orcid.org/0000-0001-7714-4844M. Paprzycki4https://orcid.org/0000-0002-8069-2152M. Hodoň5https://orcid.org/0000-0001-6090-2389Department of Complex Systems, Rzeszow University of Technology, Al. Powstańców Warszawy 12, Rzeszów 35-959, PolandRzeszow University of Technology, Al. Powstańców Warszawy 12, Rzeszów 35-959, PolandDepartment of Complex Systems, Rzeszow University of Technology, Al. Powstańców Warszawy 12, Rzeszów 35-959, PolandSystems Research Institute Polish Academy of Sciences, Newelska 6, Warszawa 01-447, PolandSystems Research Institute Polish Academy of Sciences, Newelska 6, Warszawa 01-447, PolandDepartment of Technical Cybernetics, University of Žilina, Univerzitná 8215/1, 010 26 Žilina, SlovakiaThis paper introduces a novel approach to building network cluster structures, based on the modified LEACH algorithm. The proposed solution takes into account the multitasking of the network infrastructure, resulting from various functions performed by individual nodes. Therefore, instead of a single head, dedicated to a given cluster, a set of heads is selected, the number of which corresponds to the number of performed functions. Outcomes of simulations, comparing the classical and the multifunctional approach, are presented. The obtained results confirm that both algorithms deliver similar levels of energy consumption, as well as efficiency in terms of the number of individual nodes discharged.https://journals.pan.pl/Content/129083/PDF/BPASTS_2024_72_1_3624.pdfleachiotclustersensorsphase transition
spellingShingle A. Paszkiewicz
C. Ćwikła
M. Bolanowski
M. Ganzha
M. Paprzycki
M. Hodoň
Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
Bulletin of the Polish Academy of Sciences: Technical Sciences
leach
iot
cluster
sensors
phase transition
title Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
title_full Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
title_fullStr Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
title_full_unstemmed Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
title_short Multifunctional clustering based on the LEACH algorithm for edge-cloud continuum ecosystem
title_sort multifunctional clustering based on the leach algorithm for edge cloud continuum ecosystem
topic leach
iot
cluster
sensors
phase transition
url https://journals.pan.pl/Content/129083/PDF/BPASTS_2024_72_1_3624.pdf
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AT ccwikła multifunctionalclusteringbasedontheleachalgorithmforedgecloudcontinuumecosystem
AT mbolanowski multifunctionalclusteringbasedontheleachalgorithmforedgecloudcontinuumecosystem
AT mganzha multifunctionalclusteringbasedontheleachalgorithmforedgecloudcontinuumecosystem
AT mpaprzycki multifunctionalclusteringbasedontheleachalgorithmforedgecloudcontinuumecosystem
AT mhodon multifunctionalclusteringbasedontheleachalgorithmforedgecloudcontinuumecosystem