A new and reliable intelligent model for deployment of sensor nodes for IoT applications
Küçük Resim Yok
Tarih
2022
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
Pergamon-Elsevier Science Ltd
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
To ensure reliable Internet of Things (IoT) applications, this study provides a new intelligent deployment technique for sensor nodes. The proposed intelligent deployment technique places sensor nodes in appropriate locations to achieve high levels of connectivity and, as a result, boost the WSN's overall reliability. To generate optimal sensor node coordinate positions, a modified version of the Expectation-Maximization method is utilized as a machine learning technique. Following that, each node's neighbours are determined, and links between them are built using the K-Nearest neighbour algorithm. Then, to assess the reliability of WSN, a novel algorithm is proposed. The proposed algorithms are all well-illustrated with appropriate examples. When the algorithms provided in this research are compared to certain existing methods in terms of node positioning accuracy (10%), network connectivity (10%), and estimated dependability values (5%), it is clear that the suggested strategy outperforms them in every way.
Açıklama
Anahtar Kelimeler
Internet Of Things, Wireless Sensor Network, Reliability, Connectivity And Coverage, Optimal Node Placement, Machine Earning, Expectation-Maximization Method, Intelligent Deployment, Reliability, Networks
Kaynak
Computers & Electrical Engineering
WoS Q Değeri
Q2
Scopus Q Değeri
Q1
Cilt
101
