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 …

An improved congestion-aware routing mechanism in sensor networks using fuzzy rule sets

G Sangeetha, M Vijayalakshmi, S Ganapathy… - Peer-to-Peer Networking …, 2020 - Springer
Congestion-free routing of packets across a Wireless Sensor Network (WSN) is an important
issue to be addressed for quick response applications such as disaster management …

Machine learning algorithms in WSNs and its applications

AR Raut, SP Khandait - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
Wireless sensor network (WSN) the unique and utmost encouraging tools for monitoring the
real-time applications. It has been utilized in various areas particularly for offering real-time …

Energy-aware clustering and efficient cluster head selection

ELI Nezha, N Abdellah - International Journal on Smart Sensing and …, 2021 - sciendo.com
Clustering is an efficient technique to organize network resources efficiently and, in wireless
sensor Networks (WSNs) communications it is used to group sensors with similar …

Energy optimization in path arbitrary wireless sensor network

BH Goud, TN Shankar, B Sah, R Aluvalu - Expert Systems, 2024 - Wiley Online Library
A network of wireless sensors is a self‐infrastructure approach with many sensory nodes.
The distributed sensory nodes communicate with each other via sensory points. In wireless …

Fuzzy based energy proficient secure clustered routing (FEPSRC) for IOT-MWSN

DG Kiruba, J Benitha - Journal of Intelligent & Fuzzy Systems, 2022 - content.iospress.com
Abstract IoT-Mobile Wireless Sensor Networks (IMWSNs) are being employed in a variety of
simulators to visually demonstrate the exposure, energy usage situation, and expected life …

[PDF][PDF] Efficient clustering protocol using fuzzy K-means and midpoint algorithm for lifetime improvement in WSNs

N Srikanth, MSG Prasad - … Journal of Intelligent Engineering and Systems, 2018 - inass.org
Due to shortage of power source, energy is the significant concern part in Wireless Sensor
Systems. Wireless Sensor Networks (WSNs) are currently used in numerous kinds of WSN …

[PDF][PDF] Selection of machine learning techniques for network lifetime parameters and synchronization issues in wireless networks

N Srilakshmi, AK Sangaiah - Journal of Information Processing …, 2019 - koreascience.kr
In real time applications, due to their effective cost and small size, wireless networks play an
important role in receiving particular data and transmitting it to a base station for analysis, a …

Machine Learning Algorithms for Optimization and Intelligence in Wireless Networks: WSNs, MANETs, VANETs, and USNs

L Hota, BP Nayak, A Kumar - 5G and Beyond Wireless …, 2025 - taylorfrancis.com
Wireless sensor networks (WSNs), mobile ad hoc networks (MANETs), vehicular ad hoc
networks (VANETs), and underwater sensor networks (USNs) are dynamic and resource …