TL;DR
A framework is proposed for collaborative decision-making learning to select secure, load-balanced routing paths, leveraging multiple-level distributed computation to achieve trustworthy communication.
Simulation analyses conducted in NS-3 demonstrate that the proposed integrated, multi-tier optimization framework achieves superior performance in terms of Packet Delivery Ratio (PDR), energy conservation, end-to-end latency, and resilience against malicious routing attacks compared to existing baseline protocols.
This study presents a new method for selecting the most suitable route by combining the Markov Chain Model (MCM) with reinforcement learning techniques (MCM‐RLA) to ensure that the chain and reward functions align with the Quality of Service (QoS).
The 5G-enabled Wireless Sensor Networks (WSN) use the increased capabilities of 5G technology to represent the next version of conventional WSN environments. WSN performance may be affected by interference from high-density 5 G networks. The novel Hummingbird-based Graph Bernoulli Binomial Trust Management Network (HBb...
In internet of things (IoT)-based wireless sensor networks (WSNs), sensor nodes are distributed across a designated area to collect and transmit data. However, communication failures in WSNs, caused by the failure of one or more cluster heads, can disrupt data transmission and processing. The study proposes the hybrid...
WSNs (wireless sensor networks) in hostile environments not only have limited energy resource but also have the existence of malicious node behaviour which significantly degrades both the routing reliability and network lifetime quality. To overcome this challenge, this study presents a trust-energy reinforced routing...
The rapid expansion of Internet of things (IoT) devices generates increasing service demands that require reliable computation in regions with limited fixed infrastructure. Uncrewed aerial vehicle (UAV)-based mobile edge computing (MEC) systems provide a flexible solution by relocating computational resources close to...
We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.
