Research on routing optimization of WSNs based on improved LEACH protocol

H Liang, S Yang, L Li, J Gao - EURASIP Journal on Wireless …, 2019 - Springer
LEACH routing protocol equalizes the energy consumption of the network by randomly
selecting cluster head nodes in a loop, which will lead to the defect of unstable network …

Load‐Balanced Cluster Head Selection Enhancing Network Lifetime in WSN Using Hybrid Approach for IoT Applications

A Srivastava, PK Mishra - Journal of Sensors, 2023 - Wiley Online Library
In recent times, the deployment of wireless sensor networks becomes important in
revolutionary areas such as smart cities, environmental monitoring, smart transportation, and …

LEMH: Low-energy-first electoral multipath alternating multihop routing algorithm for wireless sensor networks

Z Wang, L Shao, S Yang, J Wang - IEEE Sensors Journal, 2022 - ieeexplore.ieee.org
Lifetime is a vital performance metric for wireless sensor networks (WSNs), with current
hierarchical routing protocols suffering from the premature death of overloaded nodes …

CRLM: A cooperative model based on reinforcement learning and metaheuristic algorithms of routing protocols in wireless sensor networks

Z Wang, L Shao, S Yang, J Wang, D Li - Computer Networks, 2023 - Elsevier
In wireless sensor networks, reasonable clustering and routing are keys to efficient energy
utilization. However, the selection of cluster heads and routes is NP-hard. Most of the …

A comprehensive survey on machine learning techniques in opportunistic networks: Advances, challenges and future directions

J Gandhi, Z Narmawala - Pervasive and Mobile Computing, 2024 - Elsevier
Abstract Machine Learning (ML) is growing in popularity and is applied in numerous fields to
solve complex problems. Opportunistic Networks are a type of Ad-hoc Network where a …

To cluster or not to cluster: A hybrid clustering protocol for WSN

MZ Masoud, Y Jaradat, D Zaidan… - 2019 IEEE Jordan …, 2019 - ieeexplore.ieee.org
Clustering protocols in wireless sensors networks (WSN) have dominated as a tailored
routing protocols to harvest and route data from sensor nodes to the sink station. A lot of …

An enhanced cluster head selection of LEACH based on power consumption and density of sensor nodes in wireless sensor networks

XX Ding, T Wang, H Chu, X Liu, Y Feng - Wireless Personal …, 2019 - Springer
The cluster head of LEACH algorithm was selected randomly in WSNs. It effects the
distribution of clusters for the shadowing effect of obstruction in real scenarios. The network …

SCSAP: spiral clustering based on selective activation protocol for industrial tailored WSNs

A Almasri, S Al-Agtash - Journal of Industrial Information Integration, 2022 - Elsevier
Abstract Wireless Sensor Networks (WSNs) are generally deployed with low-cost devices
that have low power consumption and small-size sensor nodes. They can be used in several …

A hybrid clustering routing protocol based on machine learning and graph theory for energy conservation and hole detection in wireless sensor network

MZ Masoud, Y Jaradat, I Jannoud… - … of Distributed Sensor …, 2019 - journals.sagepub.com
In this work, a new hybrid clustering routing protocol is proposed to prolong network life time
through detecting holes and edges nodes. The detection process attempts to generate a …

A mathematical framework of optimal number of clusters in 3D noise-prone WSN environment

Y Jaradat, M Masoud, I Jannoud - IEEE Sensors Journal, 2018 - ieeexplore.ieee.org
In this paper an analytical model of the optimal number of clusters and the corresponding
optimal probability are derived for different types of 3D WSN settings utilizing singlehop …