Please use this identifier to cite or link to this item:
https://dspace.univ-ouargla.dz/jspui/handle/123456789/20901
Title: | A Conditional Distributed K-means Cluster-based Routing Scheme for Wireless Sensor Networks |
Authors: | BENMAHDI, Bouchra Meriem LEHSAINI, Mohamed |
Keywords: | K-Means method Silhouette method Dynamic clustering clustering |
Issue Date: | 5-Mar-2019 |
Publisher: | Université Kasdi Merbah Ouargla |
Series/Report no.: | 2019; |
Abstract: | The main issue in Wireless Sensor Networks (WSNs) is the energy optimization. Clustering routing approach is a promising solution and so much used, which can prolong the network lifetime. In this paper, we aim to improve the dynamic clustering. The proposed solution uses Silhouette method for de- termining the optimal number of clusters and K-Means approach for the process of forming clusters. The process of determining the number of clusters is triggered when the percentage of alive nodes decreases under a fixed threshold (5%). Simulation results show that our proposal significantly improves network lifetime compared with Distributed K Means routing scheme and LEACH protocol especially when the number of nodes increases. |
Description: | Le 2eme Conference Internationale sur intelligence Artificielle et les Technologies Information ICAIIT 2019 |
URI: | http://dspace.univ-ouargla.dz/jspui/handle/123456789/20901 |
Appears in Collections: | 2. Faculté des nouvelles technologies de l’information et de la communication |
Files in This Item:
File | Description | Size | Format | |
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Bouchra Meriem BENMAHDI.pdf | 1,25 MB | Adobe PDF | View/Open |
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