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An Energy-Efficient Cluster Formation Based on Optimal Node Distribution in Full Capacity Multi-Hop LoRa Networks

Authors :
Biswajit Paul
Chadi Assi
Georges Kaddoum
Rajesh Palit
Salekul Islam
Source :
IEEE Open Journal of the Communications Society, Vol 5, Pp 779-794 (2024)
Publication Year :
2024
Publisher :
IEEE, 2024.

Abstract

Our most recent findings on multi-hop LoRa networks imply that earlier developed multi-hop routing methods, such as our previously suggested Extended-DRESG scheme, had overlooked some essential information. Although the researchers employed uniform node distributions for their multi-hop models, a full capacity LoRa network may be treated as a Gaussian distribution. Extended-DRESG performs better with a Gaussian distribution than with a uniform distribution of nodes. In contrast to optimal ring-hop combinations created earlier, this observation led to the suggested algorithm for optimal ring positioning and ring-hop combinations in Extended-DRESG. The Extended-DRESG cluster developing technique, which may produce much superior performance in terms of energy efficiency when uniform node distribution is encountered, is further suggested in light of the observations made in this research. Future multi-hop models can benefit from the current observations in two ways: (i) a better understanding of the packet forwarding structure, and (ii) a good cluster formation technique when clusters are established based on their distances from the gateway.

Details

Language :
English
ISSN :
2644125X
Volume :
5
Database :
Directory of Open Access Journals
Journal :
IEEE Open Journal of the Communications Society
Publication Type :
Academic Journal
Accession number :
edsdoj.74f127ea7b974614b4abbab97f23b8e7
Document Type :
article
Full Text :
https://doi.org/10.1109/OJCOMS.2024.3350511