Routing in wireless sensor networks using machine learning techniques: Challenges and opportunities

P Nayak, GK Swetha, S Gupta, K Madhavi - Measurement, 2021 - Elsevier
Energy conservation is the primary task in Wireless Sensor Networks (WSNs) as these tiny
sensor nodes are the backbone of today's Internet of Things (IoT) applications. These nodes …

Machine learning algorithms for wireless sensor networks: A survey

DP Kumar, T Amgoth, CSR Annavarapu - Information Fusion, 2019 - Elsevier
Wireless sensor network (WSN) is one of the most promising technologies for some real-
time applications because of its size, cost-effective and easily deployable nature. Due to …

Energy aware cluster based multi-hop energy efficient routing protocol using multiple mobile nodes (MEACBM) in wireless sensor networks

AS Toor, AK Jain - AEU-International Journal of Electronics and …, 2019 - Elsevier
Abstract Routing in Wireless Sensor Networks (WSNs) is the most significant and the
challenging issue for the researchers in terms of enhancing its performance in terms of …

Joint clustering and routing design for reliable and efficient data collection in large-scale wireless sensor networks

Z Xu, L Chen, C Chen, X Guan - IEEE Internet of Things Journal, 2015 - ieeexplore.ieee.org
For data collection in large-scale wireless sensor networks (WSNs), dynamic clustering
provides a scalable and energy-efficient solution, which uses cluster head (CH) rotation and …

A survey on energy-efficient strategies in static wireless sensor networks

D Lin, Q Wang, W Min, J Xu, Z Zhang - ACM Transactions on Sensor …, 2020 - dl.acm.org
A comprehensive analysis on the energy-efficient strategy in static Wireless Sensor
Networks (WSNs) that are not equipped with any energy harvesting modules is conducted in …

[HTML][HTML] A cluster-based energy optimization algorithm in wireless sensor networks with mobile sink

Q Wei, K Bai, L Zhou, Z Hu, Y Jin, J Li - Sensors, 2021 - mdpi.com
Aiming at high network energy consumption and data delay induced by mobile sink in
wireless sensor networks (WSNs), this paper proposes a cluster-based energy optimization …

NDCMC: A hybrid data collection approach for large-scale WSNs using mobile element and hierarchical clustering

R Zhang, J Pan, D Xie, F Wang - IEEE internet of things journal, 2015 - ieeexplore.ieee.org
To collect data from large-scale wireless sensor networks (WSNs) is a challenging issue and
there are mainly two approaches to increase the efficiency: 1) by hierarchical routing based …

Delay-sensitive energy-efficient routing scheme for the Wireless Sensor Network with path-constrained mobile sink

W Jiao, R Tang, W Zhou - Ad Hoc Networks, 2024 - Elsevier
The use of mobile sinks (MSs) can address several challenges for traditional wireless
sensor networks (WSNs), such as energy holes, meanwhile it also introduces some new …

Dynamic cluster heads selection and data aggregation for efficient target monitoring and tracking in wireless sensor networks

J Feng, X Shi, J Zhang - International Journal of Distributed …, 2018 - journals.sagepub.com
Due to energy limitation in wireless sensor networks, clustering is an efficient scheme which
has been widely used in building practical wireless sensor networks, and various cluster …

[PDF][PDF] Wireless Network Security Using Load Balanced Mobile Sink Technique

R Alkanhel, M Abouhawwash… - … Automation and Soft …, 2023 - academia.edu
Real-time applications based on Wireless Sensor Network (WSN) technologies are quickly
increasing due to intelligent surroundings. Among the most significant resources in the WSN …