[HTML][HTML] Dual cluster head optimization of wireless sensor networks based on multi-objective particle swarm optimization

A Zheng, Z Zhang, W Liu, J Liu, Y Xiao, C Li - Sensors, 2022 - mdpi.com
Energy conservation is one of the main problems in a wireless sensor network (WSN).
Compared with a single cluster head (CH), a dual CH optimization was proposed for less …

Reinforcement learning for delay tolerance and energy saving in mobile wireless sensor networks

O Al-Jerew, N Al Bassam, A Alsadoon - IEEE Access, 2023 - ieeexplore.ieee.org
Reinforcement Learning (RL) has emerged as a promising approach for improving the
performance of Wireless Sensor Networks (WSNs). The Q-learning technique is one …

Double Q‐learning‐based adaptive trajectory selection for energy‐efficient data collection in wireless sensor networks

V Rajagopal, B Velusamy… - International Journal of …, 2023 - Wiley Online Library
This paper proposes a novel distributed stochastic routing strategy using mobile sink based
on double Q‐learning algorithm to improve the network performance in wireless sensor …

Charger and receiver deployment for trajectory coverage with delay constraint in mobile wireless rechargeable sensor networks

H Yao, Q Zhang, X Fu, Y Yang, I Ungurean - Ad Hoc Networks, 2023 - Elsevier
Abstract Wireless Rechargeable Sensor Networks (WRSNs) powered by radio-frequency
radiation attract a lot of attention for their sustainability and convenience, etc. One focus is …

[HTML][HTML] TPEMLB: A novel two-phase energy minimized load balancing scheme for WSN data collection with successive convex approximation using mobile sink

P Mohan, VA Rajasekaran, P Santhanam… - Ain Shams Engineering …, 2024 - Elsevier
Abstract Wireless Sensor Networks (WSNs) an energy consumption is a significant
problematic due to the limited power resources of sensor nodes. Mobile Sinks (MS) rise the …

Achieving optimal data collection efficiency with dynamic levy flight-enabled PSO in mobile sink-based WSNs

VP Sreekantha Kumar, N Kumaratharan - Telecommunication Systems, 2024 - Springer
The data aggregation with the aid of mobile sink in wireless sensor networks (WSNs) is a
promising solution to the recent hot-spot or sink-hole issues induced by multi-hop routing …

[PDF][PDF] Handling multi-objective optimization problems with a comprehensive indicator and layered particle swarm optimizer

X Zhang, Y Liu, J Yang, J Liu, X Shu - … Biosciences and Engineering, 2023 - aimspress.com
The multi-objective particle swarm optimization algorithm has several drawbacks, such as
premature convergence, inadequate convergence, and inadequate diversity. This is …

Data gathering in wireless sensor network using multiple mobile sinks and integrated particle swarm optimization with tabu search

KRB Al-Jumaah - 2022 - openaccess.altinbas.edu.tr
Data gathering is an active research topic for wireless sensor networks WSNs with internet
of things IoTs. For nodes with limited resources, optimal data collection offers effective …