LAUSR.org creates dashboard-style pages of related content for over 1.5 million academic articles. Sign Up to like articles & get recommendations!

MACO-QCR: Multi-Objective ACO-Based QoS-Aware Cross-Layer Routing Protocols in WSN

Photo by thanti_riess from unsplash

Recent advances in microelectronics have encouraged the implementation of a wireless sensor network (WSN) in Intelligent Monitoring Systems (IMSs). The event data traffic in IMS applications requires timely and reliable… Click to show full abstract

Recent advances in microelectronics have encouraged the implementation of a wireless sensor network (WSN) in Intelligent Monitoring Systems (IMSs). The event data traffic in IMS applications requires timely and reliable delivery in order to react immediately with the appropriate actions. However, a sensor node’s limited energy resource forces a trade-off to be made between delay and energy consumption while determining the route towards the BS. To cope up with the multi-constrained routing problem introduced by event data traffic in IMS, a multi-objective ant-colony-optimization based QoS-aware cross-layer routing (MACO-QCR) protocol has been proposed for inter-cluster communication in WSN-based IMS. The ACO algorithm is improved to be a multi-objective routing algorithm with considering the energy consumption cost and the end-to-end delay cost of a routing path as two optimization objectives, in which a routing path is produced through the multi pheromone information and the multi heuristic information consisting of two objective functions. To obtain Pareto optimal solutions, the MACO-ACO uses an external archive method based on fuzzy membership function to assign fitness values to the non-dominated solutions. Moreover, MACO-QCR adopts a cross layer approach that enables interaction between routing and medium access layer (MAC) layers for relay node selection. The simulation analysis shows that MACO-QCR has up to 10.5% and 6.8% more energy efficient, and has up to 19.1% and 25.3% less end-to-end delay compared to IAMQER and O_ARA protocols for a varying proportion of nodes having event data traffic in the network.

Keywords: based qos; cross layer; maco qcr; qos aware; multi objective

Journal Title: IEEE Sensors Journal
Year Published: 2021

Link to full text (if available)


Share on Social Media:                               Sign Up to like & get
recommendations!

Related content

More Information              News              Social Media              Video              Recommended



                Click one of the above tabs to view related content.